WO2024252808A1 - Traffic information processing device, offset design system, traffic information processing method, and traffic information processing program - Google Patents

Traffic information processing device, offset design system, traffic information processing method, and traffic information processing program Download PDF

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Publication number
WO2024252808A1
WO2024252808A1 PCT/JP2024/015971 JP2024015971W WO2024252808A1 WO 2024252808 A1 WO2024252808 A1 WO 2024252808A1 JP 2024015971 W JP2024015971 W JP 2024015971W WO 2024252808 A1 WO2024252808 A1 WO 2024252808A1
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Prior art keywords
traffic
information processing
offset
intersection
processing device
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French (fr)
Japanese (ja)
Inventor
松本愼太郎
榊原肇
西村茂樹
加藤武彦
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Sumitomo Electric Industries Ltd
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Sumitomo Electric Industries Ltd
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Priority to JP2025525981A priority Critical patent/JPWO2024252808A1/ja
Publication of WO2024252808A1 publication Critical patent/WO2024252808A1/en
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    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions

Definitions

  • the present disclosure relates to a traffic information processing device, an offset design system, a traffic information processing method, and a traffic information processing program.
  • Patent Document 1 (WO 2020/071040) describes the following calculation device. That is, the calculation device is a device that calculates traffic indices necessary for calculating signal control parameters, and includes a first calculation unit that calculates normalized data that expresses the traffic variable of the entrance road of a target intersection as a ratio to a saturation traffic flow rate, and a second calculation unit that uses the normalized data to calculate the traffic index defined by an equation in which the traffic variable of the entrance road is included in the numerator and the saturation traffic flow rate is included in the denominator.
  • the calculation device is a device that calculates traffic indices necessary for calculating signal control parameters, and includes a first calculation unit that calculates normalized data that expresses the traffic variable of the entrance road of a target intersection as a ratio to a saturation traffic flow rate, and a second calculation unit that uses the normalized data to calculate the traffic index defined by an equation in which the traffic variable of the entrance road is included in the numerator and the saturation traffic flow rate is included in the denominator.
  • the traffic information processing device disclosed herein includes an acquisition unit that acquires probe information indicating measurement results related to vehicle travel, and a processing unit that performs calculations to design the offset of a traffic signal installed at an intersection based on the probe information acquired by the acquisition unit.
  • One aspect of the present disclosure can be realized not only as a traffic information processing device equipped with such a characteristic processing unit, but also as a semiconductor integrated circuit that realizes part or all of the traffic information processing device.
  • FIG. 1 is a diagram showing a configuration of an offset setting system according to an embodiment of the present disclosure.
  • FIG. 2 is a diagram illustrating a configuration of a traffic information processing device according to an embodiment of the present disclosure.
  • FIG. 3 is a diagram showing a traffic situation at an intersection in the offset setting system according to the embodiment of the present disclosure.
  • FIG. 4 is a diagram illustrating an example of a method for determining an offset by an offset determination unit in a traffic information processing device according to an embodiment of the present disclosure.
  • FIG. 5 is a diagram illustrating an example of a simulation result by the offset determination unit in the traffic information processing device according to the embodiment of the present disclosure.
  • FIG. 6 is a flowchart defining an example of an operation procedure when the traffic information processing device according to the embodiment of the present disclosure determines an offset.
  • the present disclosure has been made to solve the above-mentioned problems, and its purpose is to provide a traffic information processing device, an offset design system, a traffic information processing method, and a traffic information processing program that are capable of designing an appropriate offset for a traffic signal at an intersection where no vehicle detector is installed.
  • a traffic information processing device includes an acquisition unit that acquires probe information indicating measurement results related to vehicle travel, and a processing unit that performs calculations to design the offset of a traffic signal installed at an intersection based on the probe information acquired by the acquisition unit.
  • the processing unit may perform the following arithmetic processing: calculate an actual value of delay time due to waiting at a traffic light per vehicle based on the probe information, obtain a relationship between the traffic volume at the intersection and the saturation traffic flow rate at the intersection based on the calculated actual value, and determine a combination of the traffic volume and the saturation traffic flow rate that satisfies the relationship as the parameter of the intersection; and determine the offset using the determined parameters.
  • the delay time caused by a vehicle waiting at a traffic light will be the same regardless of the individual values of the traffic volume and saturation traffic flow rate.
  • any combination of traffic volume and saturation traffic flow rate that satisfies the relationship can be used as a parameter to determine the offset.
  • the processing unit may calculate multiple delay times per vehicle due to waiting at traffic lights when the provisional setting value of the offset is changed, and determine the provisional setting value corresponding to the smallest delay time among the multiple delay times as the offset.
  • This configuration makes it possible to design an optimal offset based on the delay time each vehicle experiences while waiting at traffic lights.
  • the processing unit may determine the offsets of the multiple traffic signals provided at the multiple intersections, respectively, using the parameters of the most important intersection among the multiple intersections, or an intersection upstream of the multiple intersections.
  • This configuration allows the offsets for multiple traffic signals to be designed using the parameters of one intersection, making it possible to determine the offsets with simpler processing than with a configuration that uses parameters for multiple intersections.
  • the offset design system includes a traffic information processing device and a traffic signal installed at an intersection, and the traffic information processing device acquires probe information indicating measurement results related to vehicle travel, and performs calculations to design the offset of the traffic signal based on the acquired probe information.
  • a traffic information processing method is a traffic information processing method in a traffic information processing device, and includes a step of acquiring probe information indicating measurement results related to vehicle travel, and a step of performing a calculation process for designing an offset for a traffic signal installed at an intersection based on the acquired probe information.
  • a traffic information processing program is a traffic information processing program used in a traffic information processing device, and is a program for causing a computer to function as an acquisition unit that acquires probe information indicating measurement results related to vehicle travel, and a processing unit that performs calculation processing to design the offset of a traffic signal installed at an intersection based on the probe information acquired by the acquisition unit.
  • FIG. 1 is a diagram showing a configuration of an offset setting system according to an embodiment of the present disclosure.
  • an offset setting system 201 includes a probe vehicle 1, traffic signals 21A, 21B, 21C, and 21D that are traffic signals 21, and a traffic information processing device 101.
  • the probe vehicle 1 travels on a road 41.
  • Fig. 1 representatively shows one lane on the road 41 on which the probe vehicle 1 travels, but the road 41 may have two or more lanes.
  • intersections 31A, 31B, 31C, and 31D are provided in this order along the traveling direction of the probe vehicle 1.
  • Traffic signals 21A, 21B, 21C, and 21D are provided at the intersections 31A, 31B, 31C, and 31D, respectively.
  • no vehicle detectors are provided at the intersections 31A, 31B, 31C, and 31D.
  • link Sa the road section between the intersection 31A and an intersection 31 (not shown) adjacent to the upstream side of the intersection 31A.
  • link Sb The road section between the intersections 31A and 31B is also referred to as link Sb
  • link Sc the road section between the intersections 31B and 31C
  • link Sd the road section between the intersections 31C and 31D.
  • Each of the links Sa, Sb, Sc, and Sd is also referred to as link S.
  • the probe vehicle 1 is equipped with an on-board device 2.
  • the on-board device 2 is capable of communicating with the traffic information processing device 101 via a wireless base station 111 and a network 121.
  • the on-board device 2 generates probe information indicating measurement results related to the traveling of the probe vehicle 1 equipped with the on-board device 2, and transmits the generated probe information to the traffic information processing device 101 via the wireless base station 111 and the network 121.
  • the vehicle-mounted device 2 receives GPS signals from multiple GPS (Global Positioning System) satellites and detects the current position and speed of the probe vehicle 1 based on the received GPS signals.
  • the vehicle-mounted device 2 detects the current position and speed of the probe vehicle 1 at a timing according to a predetermined detection period and stores the detection results and vehicle data indicating the detection time in a storage unit (not shown).
  • the vehicle-mounted device 2 periodically or irregularly acquires multiple vehicle data from the storage unit, generates probe information including the acquired multiple vehicle data and the ID of the vehicle-mounted device 2, and transmits the generated probe information to the traffic information processing device 101 via the wireless base station 111 and the network 121.
  • the traffic information processing device 101 determines the offsets of the traffic signals 21B, 21C, and 21D. For example, in response to a request from a user of the traffic information processing device 101, it determines the optimal offsets of the traffic signals 21B, 21C, and 21D and presents the determined offsets to the user.
  • the offset is the deviation from a certain point in time of the signal display, and is expressed as a percentage of time or period.
  • the offset is the deviation of the start of the green signal from a reference point common to traffic signals 21.
  • the offset is taken to be an absolute offset, meaning the deviation of the start of the green signal from the start of the green signal of traffic signal 21A.
  • the offset may also be the deviation of the start points of the same display between adjacent intersections, i.e., a relative offset.
  • the traffic volume Vin at an intersection and the saturation traffic flow rate Sf at that intersection are calculated based on the detection results from the vehicle detectors, and the offset for the traffic signal installed at that intersection is determined using the calculated traffic volume Vin and saturation traffic flow rate Sf.
  • the traffic information processing device 101 solves the above problem by adopting the following configuration.
  • ⁇ Traffic information processing device> 2 is a diagram showing a configuration of a traffic information processing device according to an embodiment of the present disclosure.
  • the traffic information processing device 101 includes a receiving unit 11, a processing unit 10, and a storage unit 14.
  • the processing unit 10 includes a parameter determining unit 12A and an offset determining unit 12B.
  • the receiving unit 11 is an example of an acquisition unit.
  • the receiving unit 11 and a part or the whole of the processing unit 10 are realized, for example, by a processing circuit including one or more processors.
  • the storage unit 14 is, for example, a non-volatile memory included in the processing circuit.
  • the memory unit 14 stores road information and the initial offset value IV of each traffic signal 21.
  • the road information includes the position information of the intersection 31 and the speed limit information of the road 41.
  • the receiver 11 acquires traffic light information indicating a cycle length C and a red time R of each traffic light 21.
  • the cycle length C is equal to the sum of the red time R and the green time G.
  • cycle length C refers to the time required for one cycle of the traffic signal 21 to go around.
  • the cycle length C of the traffic signal 21 is the time from when the traffic signal 21 starts to light green to when the next green light starts.
  • the cycle length C of the traffic signal 21 may also be the time from when the traffic signal 21 starts to light red to when the next red light starts.
  • red time R refers to the time period during which vehicles do not have the right of way at the intersection 31.
  • the start of red time R is when the green light is turned off, and the end of red time R is when the green light is turned on. Note that the start of red time R may also be when the yellow light is turned off, or when the right turn arrow light is turned off.
  • green time G refers to the time period during which vehicles have the right of way at intersection 31.
  • the start of green time G is when the green light is turned on, and the end of green time G is when the green light is turned off. Note that the end of green time G may also be when the yellow light is turned off, or when the right turn arrow light is turned off.
  • the receiving unit 11 receives traffic light information of the traffic signal 21 from a control device (not shown) in the traffic control center via the network 121.
  • the receiving unit 11 stores the received traffic light information in the storage unit 14.
  • the receiving unit 11 may accept traffic light information from a user of the traffic information processing device 101 instead of receiving traffic light information from a control device in the traffic control center.
  • the receiver 11 acquires probe information that indicates measurement results regarding the traveling of the probe vehicle 1. More specifically, the receiver 11 receives the probe information from the in-vehicle device 2 via the wireless base station 111 and the network 121. The receiver 11 stores the received probe information in the memory unit 14.
  • the processing unit 10 performs calculation processing to design the offset of a traffic signal provided at an intersection, based on the probe information acquired by the receiving unit 11 .
  • the parameter determination unit 12A performs a process of determining a parameter PMT of the intersection 31 based on the probe information in order to design an offset of the traffic signal 21. More specifically, when a plurality of pieces of probe information for a predetermined length of collection period are stored in the storage unit 14 by the receiving unit 11, the parameter determination unit 12A acquires the plurality of pieces of probe information from the storage unit 14, and determines a parameter PMT for each intersection 31 based on the acquired probe information. Details of the process of determining the parameter PMT will be described below.
  • the parameter determination unit 12A calculates the delay time dav_pr, which is the actual value of the delay time dav due to waiting at traffic lights per vehicle, based on the probe information. More specifically, the parameter determination unit 12A calculates the average travel time Tt [seconds] when the probe vehicle 1 travels along the link S, based on the probe information of multiple probe vehicles 1. Then, the parameter determination unit 12A calculates the delay time dav_pr by subtracting the travel time [seconds] when the probe vehicle 1 travels along the link S without waiting at traffic lights from the calculated average travel time Tt.
  • L is the length of link S [m].
  • Ve is the speed limit for link S [km/h].
  • Tta is the average travel time Tt of link Sa.
  • La is the length of link Sa [m].
  • Vea is the speed limit of link Sa [km/h].
  • the parameter determination unit 12A calculates a delay time dav_prB, which is the delay time dav_pr for the intersection 31B, in accordance with the following equation (3).
  • dav_prB Ttb- ⁇ Lb/(Veb/3.6) ⁇ ...(3)
  • Ttb is the average travel time Tt of link Sb.
  • Lb is the length [m] of link Sb.
  • Veb is the regulated speed [km/h] of link Sb.
  • the parameter determination unit 12A calculates a delay time dav_prC, which is the delay time dav_pr for the intersection 31C, in accordance with the following equation (4).
  • dav_prC Ttc- ⁇ Lc/(Vec/3.6) ⁇ ...(4)
  • Ttc is the average travel time Tt of link Sc.
  • Lc is the length [m] of link Sc.
  • Vec is the speed limit [km/h] of link Sc.
  • the parameter determination unit 12A calculates a delay time dav_prD, which is the delay time dav_pr for the intersection 31D, in accordance with the following equation (5).
  • dav_prD Ttd- ⁇ Ld/(Ved/3.6) ⁇ ...(5)
  • Ttd is the average travel time Tt of link Sd.
  • Ld is the length [m] of link Sd.
  • Ved is the speed limit [km/h] of link Sd.
  • the parameter determination unit 12A determines the relationship between the traffic volume Vin at the intersection 31 and the saturation traffic flow rate Sf at the intersection 31 based on the calculated delay time dav_pr, and determines the combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies the relationship as the parameter PMT.
  • traffic volume Vin is the number of passing vehicles per unit time. Unless otherwise specified, traffic volume Vin is expressed as the number of passing vehicles per hour, but for control and evaluation purposes, traffic volume Vin for a short period of time, such as 5 or 15 minutes, may be used. Generally, traffic volume Vin increases according to traffic demand, but conversely decreases when traffic demand exceeds traffic capacity.
  • the “saturation traffic flow rate Sf" is expressed as the flow rate at which the second or third or subsequent vehicles pass the stop line after the traffic signal 21 turns green when there is a sufficiently long queue at the entrance to the intersection 31.
  • the saturation traffic flow rate Sf is the maximum number of vehicles that can pass the stop line per lane per unit time at the entrance to the intersection 31 when there is sufficient traffic demand.
  • the value of the saturation traffic flow rate Sf differs depending on the presence or absence of a dedicated right-turn lane, the presence or absence of a dedicated left-turn lane, the lane width, etc.
  • a ⁇ b means a to the power b.
  • FIG. 3 is a diagram showing the traffic conditions at an intersection in an offset setting system according to an embodiment of the present disclosure.
  • FIG. 3 shows the traffic conditions at intersection 31A when multiple stopped vehicles are assumed to stop overlapping at the same position just before the stop line of intersection 31A.
  • the horizontal axis is time
  • the vertical axis is the number of vehicles stopped at the stop line of intersection 31A.
  • D in FIG. 3 shows the total delay time of the vehicle queue in one cycle of the traffic signal 21 at intersection 31A.
  • Gc in FIG. 3 shows the elapsed time from when the traffic signal 21 at intersection 31A starts to turn green until the last vehicle among the multiple stopped vehicles passes the stop line of intersection 31A.
  • time Gc can be expressed by the following equation (8).
  • Gc Vin ⁇ R/(Sf-Vin)...(8)
  • the offset of the traffic signal 21 is set to a value that minimizes the delay time dav.
  • equations (8), (9), and (10) if the combination of traffic volume Vin and saturation traffic flow rate Sf satisfies equation (6), the delay time dav for intersection 31A will be the same regardless of the individual values of traffic volume Vin and saturation traffic flow rate Sf. Similarly, if the combination of traffic volume Vin and saturation traffic flow rate Sf satisfies equation (6), the delay time dav for intersections 31B, 31C, and 31D will be the same regardless of the individual values of traffic volume Vin and saturation traffic flow rate Sf.
  • the parameter determination unit 12A calculates the coefficient ⁇ according to equation (7) and determines any combination of the traffic volume Vin and the saturation traffic flow rate Sf that satisfies equation (6) as the parameter PMT for designing the offset of the traffic signal 21.
  • the parameter determination unit 12A calculates a coefficient ⁇ for each intersection 31 based on the delay time dav_pr for each intersection 31, and determines a parameter PMT for each intersection 31 based on the calculated coefficient ⁇ and equation (6).
  • the parameter determination unit 12A outputs the determined parameter PMT to the offset determination unit 12B.
  • the offset determination unit 12B performs a process of determining an offset using the parameter PMT determined by the parameter determination unit 12A as a calculation process.
  • FIG. 4 is a diagram showing an example of a method for determining an offset by an offset determination unit in a traffic information processing device according to an embodiment of the present disclosure.
  • the horizontal axis is distance, and the vertical axis is time.
  • “Ra, Rb, Rc, Rd” in FIG. 4 indicate the red time R of traffic signals 21A, 21B, 21C, and 21D, respectively.
  • "IVb, IVc, IVd” in FIG. 4 indicate the initial offset value IV of traffic signals 21B, 21C, and 21D, respectively.
  • Vina, Vinb, Vinc, and Vind in FIG. 4 indicate the traffic volume Vin of traffic signals 21A, 21B, 21C, and 21D, respectively.
  • “Sfa, Sfb, Sfc, and Sfd” in FIG. 4 indicate the saturated traffic flow rate Sf of traffic signals 21A, 21B, 21C, and 21D, respectively.
  • the offset determination unit 12B simulates vehicle travel using as input parameters Pin the red time R and green time G of each intersection 31, the initial offset value IV of traffic signals 21B, 21C, and 21D, the lengths Lb, Lc, and Ld of links Sb, Sc, and Sd, the vehicle travel speed DS, and a combination of traffic volume Vin and saturation traffic flow rate Sf determined as parameters PMT of each intersection 31.
  • the offset determination unit 12B uses the regulated speed Ve as the travel speed DS.
  • the offset determination unit 12B determines the offsets of traffic signals 21B, 21C, and 21D based on the simulation results.
  • the offset determination unit 12B uses the input parameter Pin to detect the offset of the traffic signals 21B, 21C, and 21D when the delay time dav due to waiting at the traffic light per vehicle passing through the intersections 31A, 31B, 31C, and 31D is minimized according to the hill climbing method used in TRANSYT-7F and the like.
  • FIG. 5 is a diagram showing an example of the simulation results by the offset determination unit in the traffic information processing device according to the embodiment of the present disclosure.
  • the horizontal axis is distance
  • the vertical axis is time.
  • the arrows in FIG. 5 indicate the travel trajectory of the vehicle.
  • "Da, Db, Dc, Dd" in FIG. 5 indicate the total delay time D at intersections 31A, 31B, 31C, and 31D, respectively.
  • the offset determination unit 12B calculates multiple delay times dav when the provisional offset values of the traffic signals 21B, 21C, and 21D are changed, and determines the provisional offset value corresponding to the smallest delay time dav among the multiple delay times dav.
  • the offset determination unit 12B uses the input parameter Pin to simulate vehicle travel while varying a set of provisional offset values for the traffic signals 21B, 21C, and 21D according to a predetermined algorithm based on the initial value IV, thereby calculating multiple delay times dav corresponding to each of the multiple sets of provisional offset values. The offset determination unit 12B then determines the set of provisional offset values that results in the smallest calculated delay time dav as the offset for the traffic signals 21B, 21C, and 21D.
  • the offset determination unit 12B notifies the user of the traffic information processing device 101 of the determined offsets for traffic signals 21B, 21C, and 21D.
  • the offset determination unit 12B may determine the offsets of the traffic signals 21B, 21C, and 21D using the parameter PMT of the most important intersection 31 among the intersections 31. More specifically, when the most important intersection 31 is intersection 31C, the offset determination unit 12B simulates vehicle travel using the parameter PMT of intersection 31C as the parameter PMT of each intersection 31, and determines the offsets of the traffic signals 21B, 21C, and 21D based on the simulation results.
  • the offset determination unit 12B may also determine the offsets of the traffic signals 21B, 21C, and 21D using the parameter PMT of the intersection 31A upstream of the intersections 31B, 31C, and 31D. More specifically, the offset determination unit 12B simulates vehicle travel using the parameter PMT of the intersection 31A as the parameter PMT of each intersection 31, and determines the offsets of the traffic signals 21B, 21C, and 21D based on the simulation results.
  • FIG. 6 is a flowchart defining an example of an operation procedure when the traffic information processing device according to the embodiment of the present disclosure determines an offset.
  • the traffic information processing device 101 receives traffic light information indicating the cycle length C and red time R of each traffic light 21 from a control device (not shown) in the traffic control center (step S11).
  • the traffic information processing device 101 receives probe information from the vehicle-mounted device 2 (step S12).
  • the traffic information processing device 101 calculates the delay time dav_pr, which is the actual value of the delay time dav due to waiting at traffic lights per vehicle, based on the probe information (step S13).
  • the traffic information processing device 101 obtains the relationship between the traffic volume Vin at the intersection 31 and the saturation traffic flow rate Sf at the intersection 31 based on the delay time dav_pr. More specifically, the traffic information processing device 101 calculates the coefficient ⁇ shown in the above-mentioned formula (7) based on the delay time dav_pr (step S14).
  • the traffic information processing device 101 determines a combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies the relationship between traffic volume Vin and saturation traffic flow rate Sf as parameter PMT. More specifically, the traffic information processing device 101 determines an arbitrary combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies formula (6) as parameter PMT (step S15).
  • the traffic information processing device 101 uses the parameters PMT to determine the offsets of the traffic signals 21B, 21C, and 21D. More specifically, the traffic information processing device 101 simulates vehicle travel using the red time R and green time G of each intersection 31, the initial offset value IV of the traffic signals 21B, 21C, and 21D, the lengths Lb, Lc, and Ld of the links Sb, Sc, and Sd, the vehicle travel speed DS, and a combination of the traffic volume Vin and saturation traffic flow rate Sf determined as the parameters PMT of each intersection 31 as input parameters Pin. The traffic information processing device 101 then determines the offsets of the traffic signals 21B, 21C, and 21D based on the simulation results (step S16).
  • the traffic information processing device 101 notifies the user of the traffic information processing device 101 of the determined offsets for traffic signals 21B, 21C, and 21D (step S17).
  • the processing unit 10 is configured to include the offset determination unit 12B, but this is not limited to the above.
  • the processing unit 10 may be configured not to include the offset determination unit 12B.
  • the parameter determination unit 12A may output the determined parameter PMT to an external device outside the traffic information processing device 101, or may notify the user of the traffic information processing device 101.
  • the external device determines the offset using the parameter PMT determined in the traffic information processing device 101.
  • the user designs the offset using the parameter PMT determined in the traffic information processing device 101.
  • the offset determination unit 12B is configured to calculate multiple delay times dav when the provisional offset values of the traffic signals 21B, 21C, and 21D are changed, and to determine as the offset the provisional setting value corresponding to the smallest delay time dav among the multiple delay times dav, but this is not limited to this.
  • the offset determination unit 12B may be configured to calculate multiple numbers of times the vehicle stops due to signals, and to determine as the offset the provisional setting value corresponding to the smallest number of times the vehicle stops among the multiple numbers of times the vehicle stops.
  • the parameter determination unit 12A is configured to determine any combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies the above-mentioned formula (6) and formula (7) as the parameter PMT, but this is not limited to this.
  • the parameter determination unit 12A may be configured to determine, as the parameter PMT, a combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies a formula other than formula (6) and formula (7) as the relationship between the traffic volume Vin and the saturation traffic flow rate Sf.
  • the parameter determination unit 12A may be configured to determine, as the parameter PMT, an index value related to the intersection 31 other than the combination of traffic volume Vin and saturation traffic flow rate Sf.
  • the receiving unit 11 is configured to receive probe information from the in-vehicle device 2, but this is not limited to the above.
  • the receiving unit 11 may be configured to receive probe information from a communication device such as a smartphone in the vehicle instead of the in-vehicle device 2.
  • the intersections 31A, 31B, 31C, and 31D are configured such that no vehicle detectors are provided, but this is not limited to the configuration.
  • Vehicle detectors may be provided at the intersections 31A, 31B, 31C, and 31D.
  • the traffic information processing device 101 may determine parameters for an intersection 31 that has a vehicle detector, and use the parameters to determine the offset of the traffic signal 21 at that intersection 31.
  • Each process (each function) in the above-mentioned embodiments is realized by a processing circuit (circuitry) including one or more processors.
  • the above-mentioned processing circuit may be composed of an integrated circuit or the like that combines one or more memories, various analog circuits, and various digital circuits in addition to the one or more processors.
  • the one or more memories store programs (instructions) that cause the one or more processors to execute each of the above processes.
  • the one or more processors may execute each of the above processes according to the programs read from the one or more memories, or may execute each of the above processes according to a logic circuit designed in advance to execute each of the above processes.
  • the processor may be any of various processors suitable for computer control, such as a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), a DSP (Digital Signal Processor), an FPGA (Field Programmable Gate Array), and an ASIC (Application Specific Integrated Circuit).
  • the physically separated processors may cooperate with each other to execute the above processes.
  • the processors mounted on each of the physically separated computers may cooperate with each other via a network such as a LAN (Local Area Network), a WAN (Wide Area Network), or the Internet to execute the above processes.
  • the above program may be installed into the memory from an external server device or the like via the network, or may be distributed in a state stored on a recording medium such as a CD-ROM (Compact Disc Read Only Memory), DVD-ROM (Digital Versatile Disc Read Only Memory), or semiconductor memory, and installed into the memory from the recording medium.
  • a recording medium such as a CD-ROM (Compact Disc Read Only Memory), DVD-ROM (Digital Versatile Disc Read Only Memory), or semiconductor memory, and installed into the memory from the recording medium.
  • the traffic information processing device wherein the determination unit determines, as the parameter, a combination of the traffic volume and the saturation traffic flow rate that satis
  • a traffic information processing device A processing circuit is provided, The processing circuitry includes: Acquire probe information indicating measurement results regarding vehicle travel; A traffic information processing device that performs calculation processing to design offsets for traffic signals installed at intersections based on the acquired probe information.

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Abstract

This traffic information processing device is provided with: an acquisition unit that acquires probe information indicating measurement results regarding vehicle travel; and a processing unit that performs calculation processing to design an offset of a traffic signal provided at an intersection, on the basis of the probe information acquired by the acquisition unit.

Description

交通情報処理装置、オフセット設計システム、交通情報処理方法および交通情報処理プログラムTraffic information processing device, offset design system, traffic information processing method, and traffic information processing program

 本開示は、交通情報処理装置、オフセット設計システム、交通情報処理方法および交通情報処理プログラムに関する。
 この出願は、2023年6月8日に出願された日本出願特願2023-94532号を基礎とする優先権を主張し、その開示のすべてをここに取り込む。
The present disclosure relates to a traffic information processing device, an offset design system, a traffic information processing method, and a traffic information processing program.
This application claims priority based on Japanese Patent Application No. 2023-94532, filed on June 8, 2023, the disclosure of which is incorporated herein in its entirety.

 特許文献1(国際公開第2020/071040号)には、以下のような算出装置が記載されている。すなわち、算出装置は、信号制御パラメータの算出に必要となる交通指標を算出する装置であって、対象交差点の流入路の交通変数を飽和交通流率に対する比率で表した正規化データを算出する第1算出部と、前記正規化データを用いて、前記流入路の交通変数が分子に含まれ前記飽和交通流率が分母に含まれる式で定義される前記交通指標を算出する第2算出部とを備える。 Patent Document 1 (WO 2020/071040) describes the following calculation device. That is, the calculation device is a device that calculates traffic indices necessary for calculating signal control parameters, and includes a first calculation unit that calculates normalized data that expresses the traffic variable of the entrance road of a target intersection as a ratio to a saturation traffic flow rate, and a second calculation unit that uses the normalized data to calculate the traffic index defined by an equation in which the traffic variable of the entrance road is included in the numerator and the saturation traffic flow rate is included in the denominator.

国際公開第2020/071040号International Publication No. 2020/071040

 本開示の交通情報処理装置は、車両の走行に関する計測結果を示すプローブ情報を取得する取得部と、前記取得部により取得された前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う処理部とを備える。 The traffic information processing device disclosed herein includes an acquisition unit that acquires probe information indicating measurement results related to vehicle travel, and a processing unit that performs calculations to design the offset of a traffic signal installed at an intersection based on the probe information acquired by the acquisition unit.

 本開示の一態様は、このような特徴的な処理部を備える交通情報処理装置として実現され得るだけでなく、交通情報処理装置の一部または全部を実現する半導体集積回路として実現され得る。 One aspect of the present disclosure can be realized not only as a traffic information processing device equipped with such a characteristic processing unit, but also as a semiconductor integrated circuit that realizes part or all of the traffic information processing device.

図1は、本開示の実施の形態に係るオフセット設定システムの構成を示す図である。FIG. 1 is a diagram showing a configuration of an offset setting system according to an embodiment of the present disclosure. 図2は、本開示の実施の形態に係る交通情報処理装置の構成を示す図である。FIG. 2 is a diagram illustrating a configuration of a traffic information processing device according to an embodiment of the present disclosure. 図3は、本開示の実施の形態に係るオフセット設定システムにおける交差点の交通状況を示す図である。FIG. 3 is a diagram showing a traffic situation at an intersection in the offset setting system according to the embodiment of the present disclosure. 図4は、本開示の実施の形態に係る交通情報処理装置におけるオフセット決定部によるオフセットの決定方法の一例を示す図である。FIG. 4 is a diagram illustrating an example of a method for determining an offset by an offset determination unit in a traffic information processing device according to an embodiment of the present disclosure. 図5は、本開示の実施の形態に係る交通情報処理装置におけるオフセット決定部によるシミュレーション結果の一例を示す図である。FIG. 5 is a diagram illustrating an example of a simulation result by the offset determination unit in the traffic information processing device according to the embodiment of the present disclosure. 図6は、本開示の実施の形態に係る交通情報処理装置がオフセットの決定を行う際の動作手順の一例を定めたフローチャートである。FIG. 6 is a flowchart defining an example of an operation procedure when the traffic information processing device according to the embodiment of the present disclosure determines an offset.

 交差点に設けられた交通信号機の遠隔制御に用いられる信号制御パラメータを算出する技術が開発されている。 Technology has been developed to calculate signal control parameters used for remote control of traffic signals installed at intersections.

 [本開示が解決しようとする課題]
 従来、交通信号機のオフセットは、交差点に設置された車両感知器による感知結果に基づいて算出された交差点のパラメータを用いて設計される。しかしながら、地域によっては、車両感知器が設置されていない交差点も多い。したがって、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することが可能な技術が望まれる。
[Problem to be solved by the present disclosure]
Conventionally, traffic signal offsets are designed using intersection parameters calculated based on the detection results of vehicle detectors installed at the intersection. However, in some areas, there are many intersections where vehicle detectors are not installed. Therefore, a technology that can design an appropriate offset for a traffic signal at an intersection where vehicle detectors are not installed is desired.

 本開示は、上述の課題を解決するためになされたもので、その目的は、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することが可能な交通情報処理装置、オフセット設計システム、交通情報処理方法および交通情報処理プログラムを提供することである。 The present disclosure has been made to solve the above-mentioned problems, and its purpose is to provide a traffic information processing device, an offset design system, a traffic information processing method, and a traffic information processing program that are capable of designing an appropriate offset for a traffic signal at an intersection where no vehicle detector is installed.

 [本開示の効果]
 本開示によれば、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することができる。
[Effects of the present disclosure]
According to the present disclosure, it is possible to design an appropriate offset for a traffic signal at an intersection where vehicle detectors are not installed.

 [本開示の実施形態の説明]
 最初に、本開示の実施形態の内容を列記して説明する。
[Description of the embodiments of the present disclosure]
First, the contents of the embodiments of the present disclosure will be listed and described.

 (1)本開示の実施の形態に係る交通情報処理装置は、車両の走行に関する計測結果を示すプローブ情報を取得する取得部と、前記取得部により取得された前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う処理部とを備える。 (1) A traffic information processing device according to an embodiment of the present disclosure includes an acquisition unit that acquires probe information indicating measurement results related to vehicle travel, and a processing unit that performs calculations to design the offset of a traffic signal installed at an intersection based on the probe information acquired by the acquisition unit.

 このように、プローブ情報に基づいて、オフセットを設計するための演算処理を行う構成により、車両感知器による感知結果を用いることなく、交通信号機のオフセットを設計することができる。したがって、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することができる。 In this way, by performing calculation processing to design the offset based on the probe information, it is possible to design the offset of a traffic signal without using the detection results of a vehicle detector. Therefore, it is possible to design an appropriate offset for a traffic signal at an intersection where no vehicle detectors are installed.

 (2)上記(1)において、前記処理部は、前記演算処理として、前記プローブ情報に基づいて、車両1台当たりの信号待ちによる遅れ時間の実績値を算出し、算出した前記実績値に基づいて、前記交差点の交通量と前記交差点の飽和交通流率との関係性を求め、前記関係性を満たす前記交通量および前記飽和交通流率の組み合わせを前記交差点の前記パラメータとして決定する処理と、決定した前記パラメータを用いて、前記オフセットを決定する処理とを行ってもよい。 (2) In the above (1), the processing unit may perform the following arithmetic processing: calculate an actual value of delay time due to waiting at a traffic light per vehicle based on the probe information, obtain a relationship between the traffic volume at the intersection and the saturation traffic flow rate at the intersection based on the calculated actual value, and determine a combination of the traffic volume and the saturation traffic flow rate that satisfies the relationship as the parameter of the intersection; and determine the offset using the determined parameters.

 プローブ情報から導き出される関係性を満たす交通量および飽和交通流率の組み合わせであれば、交通量および飽和交通流率の個別の値に関わらず、車両の信号待ちによる遅れ時間は同じ値となるところ、上記のような構成により、車両感知器による感知結果に基づいて算出される交通量および飽和交通流率の代わりに、当該関係性を満たす交通量および飽和交通流率の任意の組み合わせをパラメータとして用いて、オフセットを決定することができる。 If the combination of traffic volume and saturation traffic flow rate satisfies the relationship derived from the probe information, the delay time caused by a vehicle waiting at a traffic light will be the same regardless of the individual values of the traffic volume and saturation traffic flow rate. With the above configuration, instead of the traffic volume and saturation traffic flow rate calculated based on the detection results of the vehicle detector, any combination of traffic volume and saturation traffic flow rate that satisfies the relationship can be used as a parameter to determine the offset.

 (3)上記(2)において、前記処理部は、前記オフセットの仮設定値を変化させたときの、車両1台当たりの信号待ちによる遅れ時間を複数算出し、複数の前記遅れ時間のうちの最小の前記遅れ時間に対応する前記仮設定値を前記オフセットとして決定してもよい。 (3) In the above (2), the processing unit may calculate multiple delay times per vehicle due to waiting at traffic lights when the provisional setting value of the offset is changed, and determine the provisional setting value corresponding to the smallest delay time among the multiple delay times as the offset.

 このような構成により、車両1台当たりの信号待ちによる遅れ時間に基づく最適なオフセットを設計することができる。 This configuration makes it possible to design an optimal offset based on the delay time each vehicle experiences while waiting at traffic lights.

 (4)上記(2)または(3)において、前記処理部は、複数の前記交差点のうちの最重要の前記交差点、または前記複数の交差点の上流の前記交差点の前記パラメータを用いて、前記複数の交差点にそれぞれ設けられた複数の前記交通信号機の前記オフセットを決定してもよい。 (4) In the above (2) or (3), the processing unit may determine the offsets of the multiple traffic signals provided at the multiple intersections, respectively, using the parameters of the most important intersection among the multiple intersections, or an intersection upstream of the multiple intersections.

 このような構成により、1つの交差点のパラメータを用いて、複数の交通信号機のオフセットを設計することができるので、複数の交差点のパラメータを用いる構成と比べて、簡易な処理でオフセットを決定することができる。 This configuration allows the offsets for multiple traffic signals to be designed using the parameters of one intersection, making it possible to determine the offsets with simpler processing than with a configuration that uses parameters for multiple intersections.

 (5)本開示の実施の形態に係るオフセット設計システムは、交通情報処理装置と、交差点に設けられた交通信号機とを備え、前記交通情報処理装置は、車両の走行に関する計測結果を示すプローブ情報を取得し、取得した前記プローブ情報に基づいて、前記交通信号機のオフセットを設計するための演算処理を行う。 (5) The offset design system according to an embodiment of the present disclosure includes a traffic information processing device and a traffic signal installed at an intersection, and the traffic information processing device acquires probe information indicating measurement results related to vehicle travel, and performs calculations to design the offset of the traffic signal based on the acquired probe information.

 このように、プローブ情報に基づいて、オフセットを設計するための演算処理を行う構成により、車両感知器による感知結果を用いることなく、交通信号機のオフセットを設計することができる。したがって、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することができる。 In this way, by performing calculation processing to design the offset based on the probe information, it is possible to design the offset of a traffic signal without using the detection results of a vehicle detector. Therefore, it is possible to design an appropriate offset for a traffic signal at an intersection where no vehicle detectors are installed.

 (6)本開示の実施の形態に係る交通情報処理方法は、交通情報処理装置における交通情報処理方法であって、車両の走行に関する計測結果を示すプローブ情報を取得するステップと、取得した前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行うステップとを含む。 (6) A traffic information processing method according to an embodiment of the present disclosure is a traffic information processing method in a traffic information processing device, and includes a step of acquiring probe information indicating measurement results related to vehicle travel, and a step of performing a calculation process for designing an offset for a traffic signal installed at an intersection based on the acquired probe information.

 このように、プローブ情報に基づいて、オフセットを設計するための演算処理を行う方法により、車両感知器による感知結果を用いることなく、交通信号機のオフセットを設計することができる。したがって、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することができる。 In this way, by performing calculations to design offsets based on probe information, it is possible to design the offsets of traffic signals without using the detection results of vehicle detectors. Therefore, it is possible to design appropriate offsets for traffic signals at intersections where vehicle detectors are not installed.

 (7)本開示の実施の形態に係る交通情報処理プログラムは、交通情報処理装置において用いられる交通情報処理プログラムであって、コンピュータを、車両の走行に関する計測結果を示すプローブ情報を取得する取得部と、前記取得部により取得された前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う処理部、として機能させるためのプログラムである。 (7) A traffic information processing program according to an embodiment of the present disclosure is a traffic information processing program used in a traffic information processing device, and is a program for causing a computer to function as an acquisition unit that acquires probe information indicating measurement results related to vehicle travel, and a processing unit that performs calculation processing to design the offset of a traffic signal installed at an intersection based on the probe information acquired by the acquisition unit.

 このように、プローブ情報に基づいて、オフセットを設計するための演算処理を行う構成により、車両感知器による感知結果を用いることなく、交通信号機のオフセットを設計することができる。したがって、車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することができる。 In this way, by performing calculation processing to design the offset based on the probe information, it is possible to design the offset of a traffic signal without using the detection results of a vehicle detector. Therefore, it is possible to design an appropriate offset for a traffic signal at an intersection where no vehicle detectors are installed.

 以下、本開示の実施の形態について図面を用いて説明する。なお、図中同一または相当部分には同一符号を付してその説明は繰り返さない。また、以下に記載する実施の形態の少なくとも一部を任意に組み合わせてもよい。 Below, embodiments of the present disclosure will be described with reference to the drawings. Note that the same or equivalent parts in the drawings will be given the same reference numerals and their description will not be repeated. In addition, at least some of the embodiments described below may be combined in any manner.

 [構成および基本動作]
 図1は、本開示の実施の形態に係るオフセット設定システムの構成を示す図である。図1を参照して、オフセット設定システム201は、プローブ車両1と、交通信号機21である交通信号機21A,21B,21C,21Dと、交通情報処理装置101とを備える。プローブ車両1は、道路41を走行する。図1では、道路41におけるプローブ車両1が走行する1つの車線を代表的に示しているが、道路41が有する車線の数は2つ以上であってもよい。
[Configuration and basic operation]
Fig. 1 is a diagram showing a configuration of an offset setting system according to an embodiment of the present disclosure. Referring to Fig. 1, an offset setting system 201 includes a probe vehicle 1, traffic signals 21A, 21B, 21C, and 21D that are traffic signals 21, and a traffic information processing device 101. The probe vehicle 1 travels on a road 41. Fig. 1 representatively shows one lane on the road 41 on which the probe vehicle 1 travels, but the road 41 may have two or more lanes.

 道路41には、プローブ車両1の走行方向に沿って、交差点31である交差点31A,31B,31C,31Dがこの順に設けられる。交差点31A,31B,31C,31Dには、交通信号機21A,21B,21C,21Dがそれぞれ設けられる。たとえば、交差点31A,31B,31C,31Dには、車両感知器は設けられていない。以下、交差点31Aの上流側に隣接する図示しない交差点31と、交差点31Aとの間の道路区間をリンクSaとも称する。また、交差点31A,31B間の道路区間をリンクSbとも称し、交差点31B,31C間の道路区間をリンクScとも称し、交差点31C,31D間の道路区間をリンクSdとも称する。また、リンクSa,Sb,Sc,Sdの各々をリンクSとも称する。 On the road 41, intersections 31A, 31B, 31C, and 31D are provided in this order along the traveling direction of the probe vehicle 1. Traffic signals 21A, 21B, 21C, and 21D are provided at the intersections 31A, 31B, 31C, and 31D, respectively. For example, no vehicle detectors are provided at the intersections 31A, 31B, 31C, and 31D. Hereinafter, the road section between the intersection 31A and an intersection 31 (not shown) adjacent to the upstream side of the intersection 31A is also referred to as link Sa. The road section between the intersections 31A and 31B is also referred to as link Sb, the road section between the intersections 31B and 31C is also referred to as link Sc, and the road section between the intersections 31C and 31D is also referred to as link Sd. Each of the links Sa, Sb, Sc, and Sd is also referred to as link S.

 プローブ車両1は、車載装置2を備える。車載装置2は、無線基地局111およびネットワーク121を介して交通情報処理装置101と通信を行うことが可能である。車載装置2は、当該車載装置2を備えるプローブ車両1の走行に関する計測結果を示すプローブ情報を生成し、生成したプローブ情報を無線基地局111およびネットワーク121経由で交通情報処理装置101へ送信する。 The probe vehicle 1 is equipped with an on-board device 2. The on-board device 2 is capable of communicating with the traffic information processing device 101 via a wireless base station 111 and a network 121. The on-board device 2 generates probe information indicating measurement results related to the traveling of the probe vehicle 1 equipped with the on-board device 2, and transmits the generated probe information to the traffic information processing device 101 via the wireless base station 111 and the network 121.

 より詳細には、車載装置2は、複数のGPS(Global Positioning System)衛星からGPS信号を受信し、受信したGPS信号に基づいて、プローブ車両1の現在位置およびプローブ車両1の速度を検出する。車載装置2は、所定の検出周期に従うタイミングにおいて、プローブ車両1の現在位置およびプローブ車両1の速度を検出し、検出結果および検出時刻を示す車両データを図示しない記憶部に保存する。車載装置2は、定期的または不定期に、当該記憶部から複数の車両データを取得し、取得した複数の車両データおよび当該車載装置2のIDを含むプローブ情報を生成し、生成したプローブ情報を無線基地局111およびネットワーク121経由で交通情報処理装置101へ送信する。 More specifically, the vehicle-mounted device 2 receives GPS signals from multiple GPS (Global Positioning System) satellites and detects the current position and speed of the probe vehicle 1 based on the received GPS signals. The vehicle-mounted device 2 detects the current position and speed of the probe vehicle 1 at a timing according to a predetermined detection period and stores the detection results and vehicle data indicating the detection time in a storage unit (not shown). The vehicle-mounted device 2 periodically or irregularly acquires multiple vehicle data from the storage unit, generates probe information including the acquired multiple vehicle data and the ID of the vehicle-mounted device 2, and transmits the generated probe information to the traffic information processing device 101 via the wireless base station 111 and the network 121.

 交通情報処理装置101は、交通信号機21B,21C,21Dのオフセットを決定する。たとえば、交通情報処理装置101のユーザからの要求に応じて、交通信号機21B,21C,21Dの最適なオフセットを決定し、決定したオフセットをユーザに提示する。 The traffic information processing device 101 determines the offsets of the traffic signals 21B, 21C, and 21D. For example, in response to a request from a user of the traffic information processing device 101, it determines the optimal offsets of the traffic signals 21B, 21C, and 21D and presents the determined offsets to the user.

 ここで、オフセットは、信号表示のある時点からのずれであり、時間または周期の百分率で表される。たとえば、オフセットは、青信号の開始時点の、交通信号機21に共通な基準時点からのずれである。以下では、オフセットは、絶対オフセットであり、青信号の開始時点の、交通信号機21Aの青信号開始時点からのずれを意味するものとする。なお、オフセットは、隣接交差点間の同一表示開始点のずれ、すなわち相対オフセットであってもよい。 Here, the offset is the deviation from a certain point in time of the signal display, and is expressed as a percentage of time or period. For example, the offset is the deviation of the start of the green signal from a reference point common to traffic signals 21. In the following, the offset is taken to be an absolute offset, meaning the deviation of the start of the green signal from the start of the green signal of traffic signal 21A. Note that the offset may also be the deviation of the start points of the same display between adjacent intersections, i.e., a relative offset.

 [課題]
 車両感知器が設置されていない交差点における交通信号機の適切なオフセットを設計することが可能な技術が望まれる。
[assignment]
A technique that can design appropriate offsets for traffic signals at intersections that do not have vehicle detectors is desirable.

 より詳細には、従来、交通信号機の最適なオフセットを設計するためには、交差点に設置された車両感知器による感知結果を用いる必要があると考えられていた。具体的には、従来のオフセットの設計方法では、車両感知器による感知結果に基づいて、交差点の交通量Vinおよび当該交差点の飽和交通流率Sfを算出し、算出した交通量Vinおよび飽和交通流率Sfを用いて、当該交差点に設けられた交通信号機のオフセットを決定する。 More specifically, in the past, it was thought that in order to design the optimal offset for a traffic signal, it was necessary to use the detection results from vehicle detectors installed at the intersection. Specifically, in conventional offset design methods, the traffic volume Vin at an intersection and the saturation traffic flow rate Sf at that intersection are calculated based on the detection results from the vehicle detectors, and the offset for the traffic signal installed at that intersection is determined using the calculated traffic volume Vin and saturation traffic flow rate Sf.

 しかしながら、地域によっては、車両感知器が設置されていない交差点も多い。そこで、本開示の実施の形態に係る交通情報処理装置101は、以下のような構成により、上記の課題を解決する。 However, in some areas, there are many intersections where vehicle detectors are not installed. Therefore, the traffic information processing device 101 according to the embodiment of the present disclosure solves the above problem by adopting the following configuration.

 <交通情報処理装置>
 図2は、本開示の実施の形態に係る交通情報処理装置の構成を示す図である。図2を参照して、交通情報処理装置101は、受信部11と、処理部10と、記憶部14とを備える。処理部10は、パラメータ決定部12Aと、オフセット決定部12Bとを含む。受信部11は、取得部の一例である。受信部11および処理部10の一部または全部は、たとえば、1または複数のプロセッサを含む処理回路(Circuitry)により実現される。記憶部14は、たとえば上記処理回路に含まれる不揮発性メモリである。
<Traffic information processing device>
2 is a diagram showing a configuration of a traffic information processing device according to an embodiment of the present disclosure. Referring to FIG. 2, the traffic information processing device 101 includes a receiving unit 11, a processing unit 10, and a storage unit 14. The processing unit 10 includes a parameter determining unit 12A and an offset determining unit 12B. The receiving unit 11 is an example of an acquisition unit. The receiving unit 11 and a part or the whole of the processing unit 10 are realized, for example, by a processing circuit including one or more processors. The storage unit 14 is, for example, a non-volatile memory included in the processing circuit.

 記憶部14は、道路情報と、各交通信号機21のオフセットの初期値IVとを記憶している。道路情報は、交差点31の位置情報および道路41の規制速度の情報を含む。 The memory unit 14 stores road information and the initial offset value IV of each traffic signal 21. The road information includes the position information of the intersection 31 and the speed limit information of the road 41.

 (受信部)
 受信部11は、各交通信号機21のサイクル長Cおよび赤時間Rを示す信号機情報を取得する。サイクル長Cは、赤時間Rと青時間Gとの和に等しい。
(Receiving section)
The receiver 11 acquires traffic light information indicating a cycle length C and a red time R of each traffic light 21. The cycle length C is equal to the sum of the red time R and the green time G.

 ここで、「サイクル長C」は、交通信号機21の信号表示が一巡する1サイクルの所要時間のことをいう。すなわち、交通信号機21のサイクル長Cは、当該交通信号機21の青点灯の開始時刻から次の青点灯の開始時刻までの時間である。なお、交通信号機21のサイクル長Cは、当該交通信号機21の赤点灯の開始時刻から次の赤点灯の開始時刻までの時間であってもよい。 Here, "cycle length C" refers to the time required for one cycle of the traffic signal 21 to go around. In other words, the cycle length C of the traffic signal 21 is the time from when the traffic signal 21 starts to light green to when the next green light starts. Note that the cycle length C of the traffic signal 21 may also be the time from when the traffic signal 21 starts to light red to when the next red light starts.

 また、「赤時間R」は、交差点31において車両に通行権がない時間帯のことをいう。赤時間Rの開始時点は、青灯器の消灯時点であり、赤時間Rの終了時点は、青灯器の点灯時点である。なお、赤時間Rの開始時点は、黄灯器の消灯時点であってもよいし、右折矢印灯器の消灯時点であってもよい。 Furthermore, "red time R" refers to the time period during which vehicles do not have the right of way at the intersection 31. The start of red time R is when the green light is turned off, and the end of red time R is when the green light is turned on. Note that the start of red time R may also be when the yellow light is turned off, or when the right turn arrow light is turned off.

 また、「青時間G」は、交差点31において車両に通行権がある時間帯のことをいう。青時間Gの開始時点は、青灯器の点灯時点であり、青時間Gの終了時点は、青灯器の消灯時点である。なお、青時間Gの終了時点は、黄灯器の消灯時点であってもよいし、右折矢印灯器の消灯時点であってもよい。 Furthermore, "green time G" refers to the time period during which vehicles have the right of way at intersection 31. The start of green time G is when the green light is turned on, and the end of green time G is when the green light is turned off. Note that the end of green time G may also be when the yellow light is turned off, or when the right turn arrow light is turned off.

 たとえば、受信部11は、交通管制センターにおける図示しない制御装置から、ネットワーク121経由で交通信号機21の信号機情報を受信する。受信部11は、受信した信号機情報を記憶部14に保存する。なお、受信部11は、交通管制センターにおける制御装置から信号機情報を受信する代わりに、交通情報処理装置101のユーザから信号機情報を受け付けてもよい。 For example, the receiving unit 11 receives traffic light information of the traffic signal 21 from a control device (not shown) in the traffic control center via the network 121. The receiving unit 11 stores the received traffic light information in the storage unit 14. Note that the receiving unit 11 may accept traffic light information from a user of the traffic information processing device 101 instead of receiving traffic light information from a control device in the traffic control center.

 受信部11は、プローブ車両1の走行に関する計測結果を示すプローブ情報を取得する。より詳細には、受信部11は、無線基地局111およびネットワーク121経由で車載装置2からプローブ情報を受信する。受信部11は、受信したプローブ情報を記憶部14に保存する。 The receiver 11 acquires probe information that indicates measurement results regarding the traveling of the probe vehicle 1. More specifically, the receiver 11 receives the probe information from the in-vehicle device 2 via the wireless base station 111 and the network 121. The receiver 11 stores the received probe information in the memory unit 14.

 (処理部)
 処理部10は、受信部11により取得されたプローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う。
(Processing section)
The processing unit 10 performs calculation processing to design the offset of a traffic signal provided at an intersection, based on the probe information acquired by the receiving unit 11 .

 (パラメータPMTを決定する処理)
 パラメータ決定部12Aは、演算処理として、プローブ情報に基づいて、交通信号機21のオフセットを設計するための、交差点31のパラメータPMTを決定する処理を行う。より詳細には、パラメータ決定部12Aは、受信部11により所定長の収集期間における複数のプローブ情報が記憶部14に保存されると、記憶部14から当該複数のプローブ情報を取得し、取得したプローブ情報に基づいて、交差点31ごとにパラメータPMTを決定する。以下、パラメータPMTを決定する処理の詳細について説明する。
(Process for determining parameter PMT)
As a calculation process, the parameter determination unit 12A performs a process of determining a parameter PMT of the intersection 31 based on the probe information in order to design an offset of the traffic signal 21. More specifically, when a plurality of pieces of probe information for a predetermined length of collection period are stored in the storage unit 14 by the receiving unit 11, the parameter determination unit 12A acquires the plurality of pieces of probe information from the storage unit 14, and determines a parameter PMT for each intersection 31 based on the acquired probe information. Details of the process of determining the parameter PMT will be described below.

 (1)遅れ時間dav_prの算出
 パラメータ決定部12Aは、プローブ情報に基づいて、車両1台当たりの信号待ちによる遅れ時間davの実績値である遅れ時間dav_prを算出する。より詳細には、パラメータ決定部12Aは、複数のプローブ車両1のプローブ情報に基づいて、リンクSをプローブ車両1が走行したときの平均旅行時間Tt[秒]を算出する。そして、パラメータ決定部12Aは、算出した平均旅行時間Ttから、プローブ車両1が信号待ちなしで当該リンクSを走行した場合における旅行時間[秒]を差し引いた値を遅れ時間dav_prとして算出する。
(1) Calculation of delay time dav_pr The parameter determination unit 12A calculates the delay time dav_pr, which is the actual value of the delay time dav due to waiting at traffic lights per vehicle, based on the probe information. More specifically, the parameter determination unit 12A calculates the average travel time Tt [seconds] when the probe vehicle 1 travels along the link S, based on the probe information of multiple probe vehicles 1. Then, the parameter determination unit 12A calculates the delay time dav_pr by subtracting the travel time [seconds] when the probe vehicle 1 travels along the link S without waiting at traffic lights from the calculated average travel time Tt.

 より詳細には、パラメータ決定部12Aは、記憶部14における道路情報に基づいて、以下の式(1)に従って、遅れ時間dav_prを算出する。
 dav_pr=Tt-{L/(Ve/3.6)}・・・(1)
More specifically, the parameter determination unit 12A calculates the delay time dav_pr based on the road information in the storage unit 14, in accordance with the following equation (1).
dav_pr=Tt-{L/(Ve/3.6)}...(1)

 式(1)において、Lは、リンクSの長さ[m]である。Veは、リンクSの規制速度[km/時]である。 In formula (1), L is the length of link S [m]. Ve is the speed limit for link S [km/h].

 再び図1を参照して、パラメータ決定部12Aは、交差点31ごとに遅れ時間dav_prを算出する。より詳細には、パラメータ決定部12Aは、以下の式(2)に従って、交差点31Aについての遅れ時間dav_prである遅れ時間dav_prAを算出する。
 dav_prA=Tta-{La/(Vea/3.6)}・・・(2)
1 again, the parameter determination unit 12A calculates the delay time dav_pr for each intersection 31. More specifically, the parameter determination unit 12A calculates the delay time dav_prA, which is the delay time dav_pr for the intersection 31A, according to the following equation (2).
dav_prA=Tta-{La/(Vea/3.6)}...(2)

 式(2)において、Ttaは、リンクSaの平均旅行時間Ttである。Laは、リンクSaの長さ[m]である。Veaは、リンクSaの規制速度[km/時]である。 In equation (2), Tta is the average travel time Tt of link Sa. La is the length of link Sa [m]. Vea is the speed limit of link Sa [km/h].

 また、パラメータ決定部12Aは、以下の式(3)に従って、交差点31Bについての遅れ時間dav_prである遅れ時間dav_prBを算出する。
 dav_prB=Ttb-{Lb/(Veb/3.6)}・・・(3)
In addition, the parameter determination unit 12A calculates a delay time dav_prB, which is the delay time dav_pr for the intersection 31B, in accordance with the following equation (3).
dav_prB=Ttb-{Lb/(Veb/3.6)}...(3)

 式(3)において、Ttbは、リンクSbの平均旅行時間Ttである。Lbは、リンクSbの長さ[m]である。Vebは、リンクSbの規制速度[km/時]である。 In equation (3), Ttb is the average travel time Tt of link Sb. Lb is the length [m] of link Sb. Veb is the regulated speed [km/h] of link Sb.

 また、パラメータ決定部12Aは、以下の式(4)に従って、交差点31Cについての遅れ時間dav_prである遅れ時間dav_prCを算出する。
 dav_prC=Ttc-{Lc/(Vec/3.6)}・・・(4)
In addition, the parameter determination unit 12A calculates a delay time dav_prC, which is the delay time dav_pr for the intersection 31C, in accordance with the following equation (4).
dav_prC=Ttc-{Lc/(Vec/3.6)}...(4)

 式(4)において、Ttcは、リンクScの平均旅行時間Ttである。Lcは、リンクScの長さ[m]である。Vecは、リンクScの規制速度[km/時]である。 In equation (4), Ttc is the average travel time Tt of link Sc. Lc is the length [m] of link Sc. Vec is the speed limit [km/h] of link Sc.

 また、パラメータ決定部12Aは、以下の式(5)に従って、交差点31Dについての遅れ時間dav_prである遅れ時間dav_prDを算出する。
 dav_prD=Ttd-{Ld/(Ved/3.6)}・・・(5)
In addition, the parameter determination unit 12A calculates a delay time dav_prD, which is the delay time dav_pr for the intersection 31D, in accordance with the following equation (5).
dav_prD=Ttd-{Ld/(Ved/3.6)}...(5)

 式(5)において、Ttdは、リンクSdの平均旅行時間Ttである。Ldは、リンクSdの長さ[m]である。Vedは、リンクSdの規制速度[km/時]である。 In equation (5), Ttd is the average travel time Tt of link Sd. Ld is the length [m] of link Sd. Ved is the speed limit [km/h] of link Sd.

 (2)パラメータPMTの決定
 パラメータ決定部12Aは、算出した遅れ時間dav_prに基づいて、交差点31の交通量Vinと交差点31の飽和交通流率Sfとの関係性を求め、当該関係性を満たす交通量Vinおよび飽和交通流率Sfの組み合わせをパラメータPMTとして決定する。
(2) Determination of parameter PMT The parameter determination unit 12A determines the relationship between the traffic volume Vin at the intersection 31 and the saturation traffic flow rate Sf at the intersection 31 based on the calculated delay time dav_pr, and determines the combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies the relationship as the parameter PMT.

 ここで、「交通量Vin」は、単位時間内の通過台数である。特に断らないときは、交通量Vinは1時間の通過台数で表す一方で、制御および評価のためには、たとえば5分、または15分等の短時間の交通量Vinを用いる場合がある。一般に交通量Vinは、交通需要に応じて増加する一方で、交通需要が交通容量を超えると逆に減少する。 Here, "traffic volume Vin" is the number of passing vehicles per unit time. Unless otherwise specified, traffic volume Vin is expressed as the number of passing vehicles per hour, but for control and evaluation purposes, traffic volume Vin for a short period of time, such as 5 or 15 minutes, may be used. Generally, traffic volume Vin increases according to traffic demand, but conversely decreases when traffic demand exceeds traffic capacity.

 また、「飽和交通流率Sf」は、交差点31の流入部に十分長い待行列があるとき、交通信号機21が青点灯に変わってから2台目または3台目以降の車が停止線を通過する流率で表される。すなわち、飽和交通流率Sfは、交通需要が十分に存在する状態で、交差点31の流入部において単位時間かつ一車線当たりに停止線を通過しうる、最大の車両数である。飽和交通流率Sfの値は、右折専用車線の有無、左折専用車線の有無、および車線幅員等に応じて異なる。 The "saturation traffic flow rate Sf" is expressed as the flow rate at which the second or third or subsequent vehicles pass the stop line after the traffic signal 21 turns green when there is a sufficiently long queue at the entrance to the intersection 31. In other words, the saturation traffic flow rate Sf is the maximum number of vehicles that can pass the stop line per lane per unit time at the entrance to the intersection 31 when there is sufficient traffic demand. The value of the saturation traffic flow rate Sf differs depending on the presence or absence of a dedicated right-turn lane, the presence or absence of a dedicated left-turn lane, the lane width, etc.

 特許文献1に記載されているように、交通量Vinおよび飽和交通流率Sfの関係性は、係数αを用いて、以下の式(6)および式(7)により表される。
 Vin=α×Sf・・・(6)
 α={1-(R^2)/(2×dav_pr×C)}・・・(7)
As described in Patent Document 1, the relationship between the traffic volume Vin and the saturation flow rate Sf is expressed by the following equations (6) and (7) using a coefficient α.
Vin=α×Sf...(6)
α={1-(R^2)/(2×dav_pr×C)}...(7)

 ここで、「a^b」は、aのb乗を意味する。パラメータ決定部12Aは、遅れ時間dav_prを算出すると、算出した遅れ時間dav_prおよび記憶部14における信号機情報に基づいて、式(7)に従って係数αを算出する。 Here, "a^b" means a to the power b. After calculating the delay time dav_pr, the parameter determination unit 12A calculates the coefficient α according to equation (7) based on the calculated delay time dav_pr and the traffic light information in the memory unit 14.

 図3は、本開示の実施の形態に係るオフセット設定システムにおける交差点の交通状況を示す図である。図3は、複数の停止車両が、交差点31Aの停止線の直前の同じ位置に重なって停止すると仮定したときの交差点31Aの交通状況を示している。図3において、横軸は時刻であり、縦軸は交差点31Aの停止線に停止中の車両台数である。図3における「D」は、交差点31Aにおける交通信号機21の1サイクルにおける車列の総遅れ時間を示している。また、図3における「Gc」は、交差点31Aにおける交通信号機21の青点灯開始時点からの、当該複数の停止車両のうちの最後尾車両が交差点31Aの停止線を通過するまでの経過時間を示している。 FIG. 3 is a diagram showing the traffic conditions at an intersection in an offset setting system according to an embodiment of the present disclosure. FIG. 3 shows the traffic conditions at intersection 31A when multiple stopped vehicles are assumed to stop overlapping at the same position just before the stop line of intersection 31A. In FIG. 3, the horizontal axis is time, and the vertical axis is the number of vehicles stopped at the stop line of intersection 31A. "D" in FIG. 3 shows the total delay time of the vehicle queue in one cycle of the traffic signal 21 at intersection 31A. Also, "Gc" in FIG. 3 shows the elapsed time from when the traffic signal 21 at intersection 31A starts to turn green until the last vehicle among the multiple stopped vehicles passes the stop line of intersection 31A.

 図3を参照して、交差点31Aにおける交通信号機21の赤点灯開始後に当該交差点31に流入した車両台数は、時刻Gcまでに交差点31Aから流出した車両台数と等しいと仮定すると、時刻Gcは、以下の式(8)により表される。
 Gc=Vin×R/(Sf-Vin)・・・(8)
Referring to Figure 3, if we assume that the number of vehicles that enter intersection 31 after the traffic signal 21 at intersection 31A starts to turn red is equal to the number of vehicles that have exited intersection 31A by time Gc, time Gc can be expressed by the following equation (8).
Gc=Vin×R/(Sf-Vin)...(8)

 また、総遅れ時間Dは、以下の式(9)により表される。
 D=0.5×(R+Gc)×R×Vin・・・(9)
Moreover, the total delay time D is expressed by the following equation (9).
D=0.5×(R+Gc)×R×Vin...(9)

 また、車両1台当たりの信号待ちによる遅れ時間davは、以下の式(10)により表される。
 dav=D/(C×Vin)・・・(10)
The delay time dav per vehicle due to waiting at a traffic light is expressed by the following equation (10).
dav=D/(C×Vin)...(10)

 たとえば、交通信号機21のオフセットは、遅れ時間davが最小となる値に設定される。ここで、上述した式(8)、式(9)および式(10)から明らかなように、式(6)を満たす交通量Vinおよび飽和交通流率Sfの組み合わせであれば、交通量Vinおよび飽和交通流率Sfの個別の値に関わらず、交差点31Aについての遅れ時間davは同じ値となる。また、交差点31B,31C,31Dについての遅れ時間davも同様に、式(6)を満たす交通量Vinおよび飽和交通流率Sfの組み合わせであれば、交通量Vinおよび飽和交通流率Sfの個別の値に関わらず、同じ値となる。 For example, the offset of the traffic signal 21 is set to a value that minimizes the delay time dav. As is clear from the above equations (8), (9), and (10), if the combination of traffic volume Vin and saturation traffic flow rate Sf satisfies equation (6), the delay time dav for intersection 31A will be the same regardless of the individual values of traffic volume Vin and saturation traffic flow rate Sf. Similarly, if the combination of traffic volume Vin and saturation traffic flow rate Sf satisfies equation (6), the delay time dav for intersections 31B, 31C, and 31D will be the same regardless of the individual values of traffic volume Vin and saturation traffic flow rate Sf.

 したがって、パラメータ決定部12Aは、式(7)に従って係数αを算出し、式(6)を満たす交通量Vinおよび飽和交通流率Sfの任意の組み合わせを、交通信号機21のオフセットを設計するためのパラメータPMTとして決定する。 Therefore, the parameter determination unit 12A calculates the coefficient α according to equation (7) and determines any combination of the traffic volume Vin and the saturation traffic flow rate Sf that satisfies equation (6) as the parameter PMT for designing the offset of the traffic signal 21.

 より詳細には、パラメータ決定部12Aは、各交差点31についての遅れ時間dav_prに基づいて、交差点31ごとに係数αを算出し、算出した係数αおよび式(6)に基づいて交差点31ごとにパラメータPMTを決定する。パラメータ決定部12Aは、決定したパラメータPMTをオフセット決定部12Bへ出力する。 More specifically, the parameter determination unit 12A calculates a coefficient α for each intersection 31 based on the delay time dav_pr for each intersection 31, and determines a parameter PMT for each intersection 31 based on the calculated coefficient α and equation (6). The parameter determination unit 12A outputs the determined parameter PMT to the offset determination unit 12B.

 (オフセットを決定する処理)
 オフセット決定部12Bは、演算処理として、パラメータ決定部12Aにより決定されたパラメータPMTを用いて、オフセットを決定する処理を行う。
(Process for determining offset)
The offset determination unit 12B performs a process of determining an offset using the parameter PMT determined by the parameter determination unit 12A as a calculation process.

 図4は、本開示の実施の形態に係る交通情報処理装置におけるオフセット決定部によるオフセットの決定方法の一例を示す図である。図4において、横軸は距離であり、縦軸は時刻である。図4における「Ra,Rb,Rc,Rd」は、それぞれ、交通信号機21A,21B,21C,21Dの赤時間Rを示している。また、図4における「IVb,IVc,IVd」は、それぞれ、交通信号機21B,21C,21Dのオフセットの初期値IVを示している。また、図4におけるVina,Vinb,Vinc,Vindは、それぞれ、交通信号機21A,21B,21C,21Dの交通量Vinを示している。また、図4における「Sfa,Sfb,Sfc,Sfd」は、それぞれ、交通信号機21A,21B,21C,21Dの飽和交通流率Sfを示している。 FIG. 4 is a diagram showing an example of a method for determining an offset by an offset determination unit in a traffic information processing device according to an embodiment of the present disclosure. In FIG. 4, the horizontal axis is distance, and the vertical axis is time. "Ra, Rb, Rc, Rd" in FIG. 4 indicate the red time R of traffic signals 21A, 21B, 21C, and 21D, respectively. Also, "IVb, IVc, IVd" in FIG. 4 indicate the initial offset value IV of traffic signals 21B, 21C, and 21D, respectively. Also, Vina, Vinb, Vinc, and Vind in FIG. 4 indicate the traffic volume Vin of traffic signals 21A, 21B, 21C, and 21D, respectively. Also, "Sfa, Sfb, Sfc, and Sfd" in FIG. 4 indicate the saturated traffic flow rate Sf of traffic signals 21A, 21B, 21C, and 21D, respectively.

 図4を参照して、オフセット決定部12Bは、各交差点31の赤時間Rおよび青時間Gと、交通信号機21B,21C,21Dのオフセットの初期値IVと、リンクSb,Sc,Sdの長さLb,Lc,Ldと、車両の走行速度DSと、各交差点31のパラメータPMTとして決定した交通量Vinおよび飽和交通流率Sfの組み合わせとを入力パラメータPinとして用いて、車両の走行をシミュレーションする。たとえば、オフセット決定部12Bは、走行速度DSとして、規制速度Veを用いる。オフセット決定部12Bは、シミュレーション結果に基づいて、交通信号機21B,21C,21Dのオフセットを決定する。 Referring to FIG. 4, the offset determination unit 12B simulates vehicle travel using as input parameters Pin the red time R and green time G of each intersection 31, the initial offset value IV of traffic signals 21B, 21C, and 21D, the lengths Lb, Lc, and Ld of links Sb, Sc, and Sd, the vehicle travel speed DS, and a combination of traffic volume Vin and saturation traffic flow rate Sf determined as parameters PMT of each intersection 31. For example, the offset determination unit 12B uses the regulated speed Ve as the travel speed DS. The offset determination unit 12B determines the offsets of traffic signals 21B, 21C, and 21D based on the simulation results.

 たとえば、オフセット決定部12Bは、入力パラメータPinを用いて、TRANSYT-7F等で用いられるヒルクライミング方式に従い、交差点31A,31B,31C,31Dを通過する車両1台当たりの信号待ちによる遅れ時間davが最小となるときの、交通信号機21B,21C,21Dのオフセットを検出する。 For example, the offset determination unit 12B uses the input parameter Pin to detect the offset of the traffic signals 21B, 21C, and 21D when the delay time dav due to waiting at the traffic light per vehicle passing through the intersections 31A, 31B, 31C, and 31D is minimized according to the hill climbing method used in TRANSYT-7F and the like.

 図5は、本開示の実施の形態に係る交通情報処理装置におけるオフセット決定部によるシミュレーション結果の一例を示す図である。図5において、横軸は距離であり、縦軸は時刻である。図5における矢印は、車の走行軌跡を示している。また、図5における「Da,Db,Dc,Dd」は、それぞれ、交差点31A,31B,31C,31Dにおける総遅れ時間Dを示している。 FIG. 5 is a diagram showing an example of the simulation results by the offset determination unit in the traffic information processing device according to the embodiment of the present disclosure. In FIG. 5, the horizontal axis is distance, and the vertical axis is time. The arrows in FIG. 5 indicate the travel trajectory of the vehicle. Also, "Da, Db, Dc, Dd" in FIG. 5 indicate the total delay time D at intersections 31A, 31B, 31C, and 31D, respectively.

 図5を参照して、オフセット決定部12Bは、交通信号機21B,21C,21Dのオフセットの仮設定値を変化させたときの遅れ時間davを複数算出し、複数の遅れ時間davのうちの最小の遅れ時間davに対応する仮設定値をオフセットとして決定する。 Referring to FIG. 5, the offset determination unit 12B calculates multiple delay times dav when the provisional offset values of the traffic signals 21B, 21C, and 21D are changed, and determines the provisional offset value corresponding to the smallest delay time dav among the multiple delay times dav.

 より詳細には、オフセット決定部12Bは、入力パラメータPinを用いて、交通信号機21B,21C,21Dのオフセットの仮設定値の組を、初期値IVを基準として所定のアルゴリズムに従って変化させながら、車両の走行をシミュレーションすることにより、仮設定値の複数の組にそれぞれ対応する複数の遅れ時間davを算出する。そして、オフセット決定部12Bは、算出した遅れ時間davが最小となるときの仮設定値の組を、交通信号機21B,21C,21Dのオフセットとして決定する。 More specifically, the offset determination unit 12B uses the input parameter Pin to simulate vehicle travel while varying a set of provisional offset values for the traffic signals 21B, 21C, and 21D according to a predetermined algorithm based on the initial value IV, thereby calculating multiple delay times dav corresponding to each of the multiple sets of provisional offset values. The offset determination unit 12B then determines the set of provisional offset values that results in the smallest calculated delay time dav as the offset for the traffic signals 21B, 21C, and 21D.

 オフセット決定部12Bは、決定した交通信号機21B,21C,21Dのオフセットを、交通情報処理装置101のユーザに通知する。 The offset determination unit 12B notifies the user of the traffic information processing device 101 of the determined offsets for traffic signals 21B, 21C, and 21D.

 なお、オフセット決定部12Bは、交差点31のうちの最重要の交差点31のパラメータPMTを用いて、交通信号機21B,21C,21Dのオフセットを決定してもよい。より詳細には、オフセット決定部12Bは、最重要の交差点31が交差点31Cである場合、交差点31CのパラメータPMTを各交差点31のパラメータPMTとして用いて車両の走行をシミュレーションし、シミュレーション結果に基づいて交通信号機21B,21C,21Dのオフセットを決定する。 The offset determination unit 12B may determine the offsets of the traffic signals 21B, 21C, and 21D using the parameter PMT of the most important intersection 31 among the intersections 31. More specifically, when the most important intersection 31 is intersection 31C, the offset determination unit 12B simulates vehicle travel using the parameter PMT of intersection 31C as the parameter PMT of each intersection 31, and determines the offsets of the traffic signals 21B, 21C, and 21D based on the simulation results.

 また、オフセット決定部12Bは、交差点31B,31C,31Dの上流の交差点31AのパラメータPMTを用いて、交通信号機21B,21C,21Dのオフセットを決定してもよい。より詳細には、オフセット決定部12Bは、交差点31AのパラメータPMTを各交差点31のパラメータPMTとして用いて車両の走行をシミュレーションし、シミュレーション結果に基づいて交通信号機21B,21C,21Dのオフセットを決定する。 The offset determination unit 12B may also determine the offsets of the traffic signals 21B, 21C, and 21D using the parameter PMT of the intersection 31A upstream of the intersections 31B, 31C, and 31D. More specifically, the offset determination unit 12B simulates vehicle travel using the parameter PMT of the intersection 31A as the parameter PMT of each intersection 31, and determines the offsets of the traffic signals 21B, 21C, and 21D based on the simulation results.

 [動作の流れ]
 図6は、本開示の実施の形態に係る交通情報処理装置がオフセットの決定を行う際の動作手順の一例を定めたフローチャートである。
[Operation flow]
FIG. 6 is a flowchart defining an example of an operation procedure when the traffic information processing device according to the embodiment of the present disclosure determines an offset.

 図6を参照して、まず、交通情報処理装置101は、交通管制センターにおける図示しない制御装置から、各交通信号機21のサイクル長Cおよび赤時間Rを示す信号機情報を受信する(ステップS11)。 Referring to FIG. 6, first, the traffic information processing device 101 receives traffic light information indicating the cycle length C and red time R of each traffic light 21 from a control device (not shown) in the traffic control center (step S11).

 次に、交通情報処理装置101は、車載装置2からプローブ情報を受信する(ステップS12)。 Next, the traffic information processing device 101 receives probe information from the vehicle-mounted device 2 (step S12).

 次に、交通情報処理装置101は、プローブ情報に基づいて、車両1台当たりの信号待ちによる遅れ時間davの実績値である遅れ時間dav_prを算出する(ステップS13)。 Next, the traffic information processing device 101 calculates the delay time dav_pr, which is the actual value of the delay time dav due to waiting at traffic lights per vehicle, based on the probe information (step S13).

 次に、交通情報処理装置101は、遅れ時間dav_prに基づいて、交差点31の交通量Vinと交差点31の飽和交通流率Sfとの関係性を求める。より詳細には、交通情報処理装置101は、遅れ時間dav_prに基づいて、上述した式(7)が示す係数αを算出する(ステップS14)。 Next, the traffic information processing device 101 obtains the relationship between the traffic volume Vin at the intersection 31 and the saturation traffic flow rate Sf at the intersection 31 based on the delay time dav_pr. More specifically, the traffic information processing device 101 calculates the coefficient α shown in the above-mentioned formula (7) based on the delay time dav_pr (step S14).

 次に、交通情報処理装置101は、交通量Vinと飽和交通流率Sfとの関係性を満たす交通量Vinおよび飽和交通流率Sfの組み合わせをパラメータPMTとして決定する。より詳細には、交通情報処理装置101は、式(6)を満たす交通量Vinおよび飽和交通流率Sfの任意の組み合わせをパラメータPMTとして決定する(ステップS15)。 Next, the traffic information processing device 101 determines a combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies the relationship between traffic volume Vin and saturation traffic flow rate Sf as parameter PMT. More specifically, the traffic information processing device 101 determines an arbitrary combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies formula (6) as parameter PMT (step S15).

 次に、交通情報処理装置101は、パラメータPMTを用いて、交通信号機21B,21C,21Dのオフセットを決定する。より詳細には、交通情報処理装置101は、各交差点31の赤時間Rおよび青時間Gと、交通信号機21B,21C,21Dのオフセットの初期値IVと、リンクSb,Sc,Sdの長さLb,Lc,Ldと、車両の走行速度DSと、各交差点31のパラメータPMTとして決定した交通量Vinおよび飽和交通流率Sfの組み合わせとを入力パラメータPinとして用いて、車両の走行をシミュレーションする。そして、交通情報処理装置101は、シミュレーション結果に基づいて、交通信号機21B,21C,21Dのオフセットを決定する(ステップS16)。 Then, the traffic information processing device 101 uses the parameters PMT to determine the offsets of the traffic signals 21B, 21C, and 21D. More specifically, the traffic information processing device 101 simulates vehicle travel using the red time R and green time G of each intersection 31, the initial offset value IV of the traffic signals 21B, 21C, and 21D, the lengths Lb, Lc, and Ld of the links Sb, Sc, and Sd, the vehicle travel speed DS, and a combination of the traffic volume Vin and saturation traffic flow rate Sf determined as the parameters PMT of each intersection 31 as input parameters Pin. The traffic information processing device 101 then determines the offsets of the traffic signals 21B, 21C, and 21D based on the simulation results (step S16).

 交通情報処理装置101は、決定した交通信号機21B,21C,21Dのオフセットを、交通情報処理装置101のユーザに通知する(ステップS17)。 The traffic information processing device 101 notifies the user of the traffic information processing device 101 of the determined offsets for traffic signals 21B, 21C, and 21D (step S17).

 なお、本開示の実施の形態に係る交通情報処理装置101では、処理部10は、パラメータ決定部12Aを含む構成であるとしたが、これに限定するものではない。処理部10は、パラメータ決定部12Aを含まない構成であってもよい。この場合、オフセット決定部12Bは、パラメータPMTを用いることなく、プローブ情報に基づいて、オフセットを決定する。 In the traffic information processing device 101 according to the embodiment of the present disclosure, the processing unit 10 is configured to include the parameter determination unit 12A, but this is not limited to the above. The processing unit 10 may be configured not to include the parameter determination unit 12A. In this case, the offset determination unit 12B determines the offset based on the probe information without using the parameter PMT.

 また、本開示の実施の形態に係る交通情報処理装置101では、処理部10は、オフセット決定部12Bを含む構成であるとしたが、これに限定するものではない。処理部10は、オフセット決定部12Bを含まない構成であってもよい。この場合、パラメータ決定部12Aは、決定したパラメータPMTを、交通情報処理装置101の外部の外部装置へ出力してもよいし、交通情報処理装置101のユーザに通知してもよい。当該外部装置は、交通情報処理装置101において決定されたパラメータPMTを用いて、オフセットを決定する。ユーザは、交通情報処理装置101において決定されたパラメータPMTを用いて、オフセットを設計する。 In addition, in the traffic information processing device 101 according to the embodiment of the present disclosure, the processing unit 10 is configured to include the offset determination unit 12B, but this is not limited to the above. The processing unit 10 may be configured not to include the offset determination unit 12B. In this case, the parameter determination unit 12A may output the determined parameter PMT to an external device outside the traffic information processing device 101, or may notify the user of the traffic information processing device 101. The external device determines the offset using the parameter PMT determined in the traffic information processing device 101. The user designs the offset using the parameter PMT determined in the traffic information processing device 101.

 また、本開示の実施の形態に係る交通情報処理装置101では、オフセット決定部12Bは、交通信号機21B,21C,21Dのオフセットの仮設定値を変化させたときの遅れ時間davを複数算出し、複数の遅れ時間davのうちの最小の遅れ時間davに対応する仮設定値をオフセットとして決定する構成であるとしたが、これに限定するものではない。オフセット決定部12Bは、遅れ時間davの代わりに、信号による車両の停止回数を複数算出し、複数の停止回数のうちの最小の停止回数に対応する仮設定値をオフセットとして決定する構成であってもよい。 In addition, in the traffic information processing device 101 according to the embodiment of the present disclosure, the offset determination unit 12B is configured to calculate multiple delay times dav when the provisional offset values of the traffic signals 21B, 21C, and 21D are changed, and to determine as the offset the provisional setting value corresponding to the smallest delay time dav among the multiple delay times dav, but this is not limited to this. Instead of the delay time dav, the offset determination unit 12B may be configured to calculate multiple numbers of times the vehicle stops due to signals, and to determine as the offset the provisional setting value corresponding to the smallest number of times the vehicle stops among the multiple numbers of times the vehicle stops.

 また、本開示の実施の形態に係る交通情報処理装置101では、パラメータ決定部12Aは、上述した式(6)および式(7)を満たす交通量Vinおよび飽和交通流率Sfの任意の組み合わせをパラメータPMTとして決定する構成であるとしたが、これに限定するものではない。パラメータ決定部12Aは、交通量Vinおよび飽和交通流率Sfの関係性として、式(6)および式(7)以外の数式を満たす交通量Vinおよび飽和交通流率Sfの組み合わせをパラメータPMTとして決定する構成であってもよい。また、パラメータ決定部12Aは、交通量Vinおよび飽和交通流率Sfの組み合わせ以外の、交差点31に関する指標値をパラメータPMTとして決定する構成であってもよい。 In addition, in the traffic information processing device 101 according to the embodiment of the present disclosure, the parameter determination unit 12A is configured to determine any combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies the above-mentioned formula (6) and formula (7) as the parameter PMT, but this is not limited to this. The parameter determination unit 12A may be configured to determine, as the parameter PMT, a combination of traffic volume Vin and saturation traffic flow rate Sf that satisfies a formula other than formula (6) and formula (7) as the relationship between the traffic volume Vin and the saturation traffic flow rate Sf. In addition, the parameter determination unit 12A may be configured to determine, as the parameter PMT, an index value related to the intersection 31 other than the combination of traffic volume Vin and saturation traffic flow rate Sf.

 また、本開示の実施の形態に係る交通情報処理装置101では、受信部11は、車載装置2からプローブ情報を受信する構成であるとしたが、これに限定するものではない。受信部11は、車載装置2の代わりに、車両内におけるスマートフォン等の通信機器からプローブ情報を受信する構成であってもよい。 In addition, in the traffic information processing device 101 according to the embodiment of the present disclosure, the receiving unit 11 is configured to receive probe information from the in-vehicle device 2, but this is not limited to the above. The receiving unit 11 may be configured to receive probe information from a communication device such as a smartphone in the vehicle instead of the in-vehicle device 2.

 また、本開示の実施の形態に係るオフセット設定システム201では、交差点31A,31B,31C,31Dには、車両感知器は設けられていない構成であるとしたが、これに限定するものではない。交差点31A,31B,31C,31Dには、車両感知器が設けられてもよい。すなわち、交通情報処理装置101は、車両感知器が設けられた交差点31のパラメータを決定し、当該パラメータを用いて、当該交差点31における交通信号機21のオフセットを決定してもよい。 In addition, in the offset setting system 201 according to the embodiment of the present disclosure, the intersections 31A, 31B, 31C, and 31D are configured such that no vehicle detectors are provided, but this is not limited to the configuration. Vehicle detectors may be provided at the intersections 31A, 31B, 31C, and 31D. In other words, the traffic information processing device 101 may determine parameters for an intersection 31 that has a vehicle detector, and use the parameters to determine the offset of the traffic signal 21 at that intersection 31.

 上記実施の形態は、すべての点で例示であって制限的なものではないと考えられるべきである。本発明の範囲は、上記説明ではなく請求の範囲によって示され、請求の範囲と均等の意味および範囲内でのすべての変更が含まれることが意図される。 The above-described embodiments should be considered to be illustrative and not restrictive in all respects. The scope of the present invention is indicated by the claims, not by the above description, and is intended to include all modifications within the meaning and scope of the claims.

 上述の実施形態の各処理(各機能)は、1または複数のプロセッサを含む処理回路(Circuitry)により実現される。上記処理回路は、上記1または複数のプロセッサに加え、1または複数のメモリ、各種アナログ回路、各種デジタル回路が組み合わされた集積回路等で構成されてもよい。上記1または複数のメモリは、上記各処理を上記1または複数のプロセッサに実行させるプログラム(命令)を格納する。上記1または複数のプロセッサは、上記1または複数のメモリから読み出した上記プログラムに従い上記各処理を実行してもよいし、予め上記各処理を実行するように設計された論理回路に従って上記各処理を実行してもよい。上記プロセッサは、CPU(Central Processing Unit)、GPU(Graphics Processing Unit)、DSP(Digital Signal Processor)、FPGA(Field Programmable Gate Array)、およびASIC(Application Specific Integrated Circuit)等、コンピュータの制御に適合する種々のプロセッサであってよい。なお、物理的に分離した上記複数のプロセッサが互いに協働して上記各処理を実行してもよい。たとえば、物理的に分離した複数のコンピュータのそれぞれに搭載された上記プロセッサがLAN(Local Area Network)、WAN (Wide Area Network)、およびインターネット等のネットワークを介して互いに協働して上記各処理を実行してもよい。上記プログラムは、外部のサーバ装置等から上記ネットワークを介して上記メモリにインストールされても構わないし、CD-ROM(Compact Disc Read Only Memory)、DVD-ROM(Digital Versatile Disk Read Only Memory)、および半導体メモリ等の記録媒体に格納された状態で流通し、上記記録媒体から上記メモリにインストールされても構わない。 Each process (each function) in the above-mentioned embodiments is realized by a processing circuit (circuitry) including one or more processors. The above-mentioned processing circuit may be composed of an integrated circuit or the like that combines one or more memories, various analog circuits, and various digital circuits in addition to the one or more processors. The one or more memories store programs (instructions) that cause the one or more processors to execute each of the above processes. The one or more processors may execute each of the above processes according to the programs read from the one or more memories, or may execute each of the above processes according to a logic circuit designed in advance to execute each of the above processes. The processor may be any of various processors suitable for computer control, such as a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), a DSP (Digital Signal Processor), an FPGA (Field Programmable Gate Array), and an ASIC (Application Specific Integrated Circuit). The physically separated processors may cooperate with each other to execute the above processes. For example, the processors mounted on each of the physically separated computers may cooperate with each other via a network such as a LAN (Local Area Network), a WAN (Wide Area Network), or the Internet to execute the above processes. The above program may be installed into the memory from an external server device or the like via the network, or may be distributed in a state stored on a recording medium such as a CD-ROM (Compact Disc Read Only Memory), DVD-ROM (Digital Versatile Disc Read Only Memory), or semiconductor memory, and installed into the memory from the recording medium.

 以上の説明は、以下に付記する特徴を含む。
 [付記1]
 車両の走行に関する計測結果を示すプローブ情報を取得する取得部と、
 前記取得部により取得された前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための、前記交差点の前記パラメータを決定する決定部とを備え、
 前記決定部は、前記プローブ情報に基づいて、車両1台当たりの信号待ちによる遅れ時間の実績値を算出し、
 前記決定部は、前記交差点の交通量をVinとし、前記交差点の飽和交通流率をSfとし、前記交通信号機の赤時間をRとし、前記交通信号機のサイクル長をCとし、前記実績値をdav_prとしたとき、式(A)および式(B)により表される、前記交通量と前記飽和交通流率との関係性を求め、
 Vin=α×Sf・・・(A)
 α={1-(R^2)/(2×dav_pr×C)}・・・(B)
 前記決定部は、前記式(A)および前記式(B)を満たす前記交通量および前記飽和交通流率の組み合わせを前記パラメータとして決定する、交通情報処理装置。
The above description includes the following additional features.
[Appendix 1]
an acquisition unit that acquires probe information indicating measurement results related to vehicle travel;
a determination unit that determines the parameters of the intersection for designing an offset of a traffic signal provided at the intersection based on the probe information acquired by the acquisition unit,
The determination unit calculates an actual value of a delay time due to waiting at a traffic light per vehicle based on the probe information,
the determination unit determines a relationship between the traffic volume and the saturation flow rate, which is represented by equations (A) and (B), where Vin is the traffic volume at the intersection, Sf is the saturation flow rate at the intersection, R is the red time of the traffic signal, C is a cycle length of the traffic signal, and dav_pr is the actual value;
Vin=α×Sf...(A)
α={1-(R^2)/(2×dav_pr×C)}...(B)
The traffic information processing device, wherein the determination unit determines, as the parameter, a combination of the traffic volume and the saturation traffic flow rate that satisfies the formula (A) and the formula (B).

 [付記2]
 交通情報処理装置であって、
 処理回路を備え、
 前記処理回路は、
 車両の走行に関する計測結果を示すプローブ情報を取得し、
 取得した前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う、交通情報処理装置。
[Appendix 2]
A traffic information processing device,
A processing circuit is provided,
The processing circuitry includes:
Acquire probe information indicating measurement results regarding vehicle travel;
A traffic information processing device that performs calculation processing to design offsets for traffic signals installed at intersections based on the acquired probe information.

 1 プローブ車両
 2 車載装置
 10 処理部
 11 受信部
 12A パラメータ決定部
 12B オフセット決定部
 14 記憶部
 21,21A,21B,21C,21D 交通信号機
 31,31A,31B,31C,31D 交差点
 41 道路
 101 交通情報処理装置
 111 無線基地局
 121 ネットワーク
 201 オフセット設計システム
 S,Sa,Sb,Sc,Sd リンク
 Gc 経過時間
 D,Da,Db,Dc,Dd 総遅れ時間
 R,Ra,Rb,Rc,Rd 赤時間
 L,Lb,Lc,Ld 長さ
 IV,IVb,IVc,IVd 初期値
 Vin,Vina,Vinb,Vinc,Vind 交通量
 Sf,Sfa,Sfb,Sfc,Sfd 飽和交通流率
REFERENCE SIGNS LIST 1 probe vehicle 2 on-board device 10 processing unit 11 receiving unit 12A parameter determination unit 12B offset determination unit 14 storage unit 21, 21A, 21B, 21C, 21D traffic signal 31, 31A, 31B, 31C, 31D intersection 41 road 101 traffic information processing device 111 wireless base station 121 network 201 offset design system S, Sa, Sb, Sc, Sd link Gc elapsed time D, Da, Db, Dc, Dd total delay time R, Ra, Rb, Rc, Rd red time L, Lb, Lc, Ld length IV, IVb, IVc, IVd initial value Vin, Vina, Vinb, Vinc, Vind traffic volume Sf, Sfa, Sfb, Sfc, Sfd Saturation traffic flow rate

Claims (7)

 車両の走行に関する計測結果を示すプローブ情報を取得する取得部と、
 前記取得部により取得された前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う処理部とを備える、交通情報処理装置。
an acquisition unit that acquires probe information indicating measurement results related to vehicle travel;
a processing unit that performs calculation processing to design an offset of a traffic signal provided at an intersection based on the probe information acquired by the acquisition unit.
 前記処理部は、前記演算処理として、前記プローブ情報に基づいて、車両1台当たりの信号待ちによる遅れ時間の実績値を算出し、算出した前記実績値に基づいて、前記交差点の交通量と前記交差点の飽和交通流率との関係性を求め、前記関係性を満たす前記交通量および前記飽和交通流率の組み合わせを前記交差点のパラメータとして決定する処理と、決定した前記パラメータを用いて、前記オフセットを決定する処理とを行う、請求項1に記載の交通情報処理装置。 The traffic information processing device according to claim 1, wherein the processing unit performs the following operations as the arithmetic process: calculating an actual value of delay time due to waiting at a traffic light per vehicle based on the probe information, determining a relationship between the traffic volume at the intersection and the saturation traffic flow rate at the intersection based on the calculated actual value, and determining a combination of the traffic volume and the saturation traffic flow rate that satisfies the relationship as a parameter of the intersection; and determining the offset using the determined parameters.  前記処理部は、前記オフセットの仮設定値を変化させたときの、車両1台当たりの信号待ちによる遅れ時間を複数算出し、複数の前記遅れ時間のうちの最小の前記遅れ時間に対応する前記仮設定値を前記オフセットとして決定する、請求項2に記載の交通情報処理装置。 The traffic information processing device according to claim 2, wherein the processing unit calculates multiple delay times per vehicle due to waiting at traffic lights when the provisional setting value of the offset is changed, and determines, as the offset, the provisional setting value corresponding to the smallest delay time among the multiple delay times.  前記処理部は、複数の前記交差点のうちの最重要の前記交差点、または前記複数の交差点の上流の前記交差点の前記パラメータを用いて、前記複数の交差点にそれぞれ設けられた複数の前記交通信号機の前記オフセットを決定する、請求項2または請求項3に記載の交通情報処理装置。 The traffic information processing device according to claim 2 or 3, wherein the processing unit determines the offsets of the multiple traffic signals provided at the multiple intersections, respectively, using the parameters of the most important intersection among the multiple intersections, or the intersection upstream of the multiple intersections.  交通情報処理装置と、
 交差点に設けられた交通信号機とを備え、
 前記交通情報処理装置は、車両の走行に関する計測結果を示すプローブ情報を取得し、取得した前記プローブ情報に基づいて、前記交通信号機のオフセットを設計するための演算処理を行う、オフセット設計システム。
A traffic information processing device;
A traffic signal is provided at the intersection.
The traffic information processing device acquires probe information indicating measurement results regarding vehicle travel, and performs calculations to design the offset of the traffic signal based on the acquired probe information.
 交通情報処理装置における交通情報処理方法であって、
 車両の走行に関する計測結果を示すプローブ情報を取得するステップと、
 取得した前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行うステップとを含む、交通情報処理方法。
A traffic information processing method in a traffic information processing device, comprising:
acquiring probe information indicating measurement results relating to vehicle travel;
and performing a calculation process for designing an offset of a traffic signal provided at an intersection based on the acquired probe information.
 交通情報処理装置において用いられる交通情報処理プログラムであって、
 コンピュータを、
 車両の走行に関する計測結果を示すプローブ情報を取得する取得部と、
 前記取得部により取得された前記プローブ情報に基づいて、交差点に設けられた交通信号機のオフセットを設計するための演算処理を行う処理部、
として機能させるための、交通情報処理プログラム。
A traffic information processing program for use in a traffic information processing device,
Computer,
an acquisition unit that acquires probe information indicating measurement results related to vehicle travel;
a processing unit that performs a calculation process for designing an offset of a traffic signal provided at an intersection based on the probe information acquired by the acquisition unit;
A traffic information processing program that functions as a
PCT/JP2024/015971 2023-06-08 2024-04-24 Traffic information processing device, offset design system, traffic information processing method, and traffic information processing program Ceased WO2024252808A1 (en)

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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2012155769A (en) * 2007-06-07 2012-08-16 Sumitomo Electric Ind Ltd Stop position determination device, method and computer program, and traffic index calculation device, method and computer program
JP2019528496A (en) * 2017-06-12 2019-10-10 ベイジン ディディ インフィニティ テクノロジー アンド ディベロップメント カンパニー リミティッド System and method for analyzing and adjusting road conditions
JP2022120022A (en) * 2021-06-22 2022-08-17 阿波▲羅▼智▲聯▼(北京)科技有限公司 Control method for variable lane, device, apparatus, and storage medium

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2012155769A (en) * 2007-06-07 2012-08-16 Sumitomo Electric Ind Ltd Stop position determination device, method and computer program, and traffic index calculation device, method and computer program
JP2019528496A (en) * 2017-06-12 2019-10-10 ベイジン ディディ インフィニティ テクノロジー アンド ディベロップメント カンパニー リミティッド System and method for analyzing and adjusting road conditions
JP2022120022A (en) * 2021-06-22 2022-08-17 阿波▲羅▼智▲聯▼(北京)科技有限公司 Control method for variable lane, device, apparatus, and storage medium

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