EP4533342A4 - Système de commande à optimisation de prédicteur à réseau de neurones - Google Patents

Système de commande à optimisation de prédicteur à réseau de neurones

Info

Publication number
EP4533342A4
EP4533342A4 EP23816556.7A EP23816556A EP4533342A4 EP 4533342 A4 EP4533342 A4 EP 4533342A4 EP 23816556 A EP23816556 A EP 23816556A EP 4533342 A4 EP4533342 A4 EP 4533342A4
Authority
EP
European Patent Office
Prior art keywords
optimization
control system
neural network
network predictor
predictor
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP23816556.7A
Other languages
German (de)
English (en)
Other versions
EP4533342A1 (fr
Inventor
Nadav Cohen
Ofer Salhov
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Imubit Israel Ltd
Original Assignee
Imubit Israel Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from US17/831,227 external-priority patent/US12066800B2/en
Application filed by Imubit Israel Ltd filed Critical Imubit Israel Ltd
Publication of EP4533342A1 publication Critical patent/EP4533342A1/fr
Publication of EP4533342A4 publication Critical patent/EP4533342A4/fr
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • C—CHEMISTRY; METALLURGY
    • C10—PETROLEUM, GAS OR COKE INDUSTRIES; TECHNICAL GASES CONTAINING CARBON MONOXIDE; FUELS; LUBRICANTS; PEAT
    • C10G—CRACKING HYDROCARBON OILS; PRODUCTION OF LIQUID HYDROCARBON MIXTURES, e.g. BY DESTRUCTIVE HYDROGENATION, OLIGOMERISATION, POLYMERISATION; RECOVERY OF HYDROCARBON OILS FROM OIL-SHALE, OIL-SAND, OR GASES; REFINING MIXTURES MAINLY CONSISTING OF HYDROCARBONS; REFORMING OF NAPHTHA; MINERAL WAXES
    • C10G47/00—Cracking of hydrocarbon oils, in the presence of hydrogen or hydrogen- generating compounds, to obtain lower boiling fractions
    • C10G47/36—Controlling or regulating
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/048—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators using a predictor
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Oil, Petroleum & Natural Gas (AREA)
  • Mathematical Physics (AREA)
  • Automation & Control Theory (AREA)
  • Medical Informatics (AREA)
  • Organic Chemistry (AREA)
  • Chemical Kinetics & Catalysis (AREA)
  • General Chemical & Material Sciences (AREA)
  • Feedback Control In General (AREA)
EP23816556.7A 2022-06-02 2023-05-12 Système de commande à optimisation de prédicteur à réseau de neurones Pending EP4533342A4 (fr)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US17/831,227 US12066800B2 (en) 2018-01-30 2022-06-02 Control system with optimization of neural network predictor
PCT/US2023/022036 WO2023235137A1 (fr) 2022-06-02 2023-05-12 Système de commande à optimisation de prédicteur à réseau de neurones

Publications (2)

Publication Number Publication Date
EP4533342A1 EP4533342A1 (fr) 2025-04-09
EP4533342A4 true EP4533342A4 (fr) 2026-02-18

Family

ID=89025462

Family Applications (1)

Application Number Title Priority Date Filing Date
EP23816556.7A Pending EP4533342A4 (fr) 2022-06-02 2023-05-12 Système de commande à optimisation de prédicteur à réseau de neurones

Country Status (3)

Country Link
EP (1) EP4533342A4 (fr)
AU (1) AU2023280790A1 (fr)
WO (1) WO2023235137A1 (fr)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN119002247B (zh) * 2024-10-16 2025-01-07 北京中智软创信息技术有限公司 一种乙苯合成装置的智能优化控制方法及系统

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170364043A1 (en) * 2016-06-21 2017-12-21 General Electric Company Methods and systems for enhancing control of power plant generating units
US20210096518A1 (en) * 2018-01-30 2021-04-01 Imubit Israel Ltd. Predictive control systems and methods with offline gains learning and online control
US20210253956A1 (en) * 2018-01-30 2021-08-19 Imubit Israel Ltd. Predictive control systems and methods with fluid catalytic cracking volume gain optimization

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11371739B2 (en) * 2017-04-25 2022-06-28 Johnson Controls Technology Company Predictive building control system with neural network based comfort prediction

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170364043A1 (en) * 2016-06-21 2017-12-21 General Electric Company Methods and systems for enhancing control of power plant generating units
US20210096518A1 (en) * 2018-01-30 2021-04-01 Imubit Israel Ltd. Predictive control systems and methods with offline gains learning and online control
US20210253956A1 (en) * 2018-01-30 2021-08-19 Imubit Israel Ltd. Predictive control systems and methods with fluid catalytic cracking volume gain optimization

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See also references of WO2023235137A1 *

Also Published As

Publication number Publication date
WO2023235137A1 (fr) 2023-12-07
EP4533342A1 (fr) 2025-04-09
AU2023280790A1 (en) 2024-12-05

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