CN103571994B - Infrared steel slag detection method of converter - Google Patents
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Abstract
本发明公开了一种转炉红外钢渣探测方法,第一步,当检测到转炉生产过程中的出钢开始信号后,转炉红外钢渣探测装置投入工作;第二步,该装置投入工作后,红外摄像头实时测量转炉图像,工业计算机对图像进行处理,其处理步骤是:首先进行图象分割,采集到的图像中包含有:钢渣、钢水和背景,对图像像素采用直方图技术进行处理,找到合适阈值,用此阈值来划分钢渣和钢水;接着对钢渣百分比含量进行计算,钢渣百分比含量是在钢流面积中钢渣面积占钢流面积的百分比,对应于数字图像,钢渣面积就是钢渣像素数总和,钢流面积就是钢流像素数总和;第三步,根据钢渣百分比含量值判断是否超过设定的钢渣报警限值,超限值则输出报警信号并停止浇注。
The invention discloses a converter infrared steel slag detection method. In the first step, when the steel tapping start signal in the production process of the converter is detected, the converter infrared steel slag detection device is put into operation; in the second step, after the device is put into operation, the infrared camera The image of the converter is measured in real time, and the industrial computer processes the image. The processing steps are: firstly, the image is segmented, and the collected image includes: steel slag, molten steel and background, and the image pixels are processed by histogram technology to find a suitable threshold , use this threshold to divide steel slag and molten steel; then calculate the percentage content of steel slag, the percentage content of steel slag is the percentage of the steel slag area in the steel flow area in the steel flow area, corresponding to the digital image, the steel slag area is the sum of steel slag pixels, steel The flow area is the sum of steel flow pixels; the third step is to judge whether the set steel slag alarm limit is exceeded according to the steel slag percentage value, and if the limit value is exceeded, an alarm signal will be output and pouring will be stopped.
Description
技术领域 technical field
本发明涉及一种转炉钢渣探测方法。 The present invention relates to a detection method for converter steel slag.
背景技术 Background technique
在炼钢生产中,从钢包中流出过量的熔渣对钢的质量有不良的影响。过多的熔渣会降低钢的纯度,加速耐材的侵蚀,减少设备的使用寿命。为了提高钢水的质量,在转炉倒钢水的过程中,操作人员需要一直观察着钢水的变化情况,当倒出的钢水亮度增加时,证明已出现钢渣。采用不同的炼钢工艺,周围的环境状况不一样,除了熔化的钢水之外,还会产生大量的悬浮灰尘和烟气。在这种情况下,操作人员的肉眼就很难准确根据钢水亮度的变化,判断钢渣的出现,即使是在清洁的环境下,也只有少数有经验的操作人员才能准确地将钢水和钢渣的亮度区分开来。因此,这个过程在很大程度上决定于操作人员的技能和经验。 In steelmaking production, excessive slag flowing out from the ladle has a bad influence on the quality of steel. Excessive slag will reduce the purity of steel, accelerate the erosion of refractory materials, and reduce the service life of equipment. In order to improve the quality of molten steel, during the process of pouring molten steel into the converter, the operator needs to observe the change of molten steel all the time. When the brightness of poured molten steel increases, it proves that steel slag has appeared. Different steelmaking processes are used, and the surrounding environmental conditions are different. In addition to molten steel, a large amount of suspended dust and smoke will also be produced. In this case, it is difficult for the naked eye of the operator to accurately judge the appearance of steel slag according to the change of the brightness of molten steel. Even in a clean environment, only a few experienced operators can accurately distinguish the brightness of molten steel and steel slag. differentiate. Therefore, the process is largely determined by the skill and experience of the operator.
经过检索分析,目前国内外针对转炉钢水下渣检测的相关报道主要是叙述相关设备在现场的使用经验和效果,关于转炉钢渣探测的方法和装置没有相关报道。 After retrieval and analysis, the relevant reports on the detection of molten steel slag in converter at home and abroad mainly describe the experience and effect of related equipment on site, and there are no relevant reports on the detection method and device of converter steel slag.
发明内容 Contents of the invention
本发明的目的在于提供一种转炉红外钢渣探测方法,该方法能实现对转炉出钢过程中的钢渣情况进行测量。 The object of the present invention is to provide a converter infrared steel slag detection method, which can realize the measurement of the steel slag during the tapping process of the converter.
为实现上述发明目的,本发明采用了如下技术方案: In order to achieve the above-mentioned purpose of the invention, the present invention adopts the following technical solutions:
一种转炉红外钢渣探测方法, A converter infrared steel slag detection method,
第一步,通过监测转炉生产过程中的出钢开始信号,若没有检测到该信号,表示转炉还没有开始浇注,转炉红外钢渣探测装置保持等待状态;当检测到该信号后,表示转炉开始出钢,转炉红外钢渣探测装置投入工作; The first step is to monitor the tapping start signal during the production process of the converter. If the signal is not detected, it means that the converter has not started pouring, and the infrared steel slag detection device of the converter remains in a waiting state; when the signal is detected, it means that the converter has started to pour. Steel, converter infrared steel slag detection device put into operation;
所述转炉红外钢渣探测装置包括红外CCD摄像头、光端发射机、光缆、光端接收机、中央控制柜;红外CCD摄像头是用于检测转炉红外辐射的热象仪,红外CCD摄像头输出电信号通过光端发射机将电信号转换成光信号,再通过光缆传输到光端接收机,再转换成电信号后输入给中央控制柜;所述中央控制柜包括工业计算机、图像采集卡、数据采集卡和控制卡,图像采集卡采集红外图像,数据采集卡采集温度,工业计算机对图像采集卡和数据采集卡输入的数据进行处理后对钢渣进行识别判断,通过控制卡输出控制外部执行部件; The converter infrared steel slag detection device includes an infrared CCD camera, an optical transmitter, an optical cable, an optical receiver, and a central control cabinet; the infrared CCD camera is a thermal imager used to detect converter infrared radiation, and the infrared CCD camera outputs electrical signals through The optical transmitter converts the electrical signal into an optical signal, and then transmits it to the optical receiver through an optical cable, and then converts it into an electrical signal and then inputs it to the central control cabinet; the central control cabinet includes an industrial computer, an image acquisition card, and a data acquisition card And the control card, the image acquisition card collects infrared images, the data acquisition card collects the temperature, the industrial computer processes the data input by the image acquisition card and the data acquisition card, and then recognizes and judges the steel slag, and controls the external execution parts through the output of the control card;
第二步,转炉红外钢渣探测装置投入工作后,红外CCD摄像头实时测量转炉图像,工业计算机对图像进行处理,其处理步骤是: In the second step, after the converter infrared steel slag detection device is put into operation, the infrared CCD camera measures the converter image in real time, and the industrial computer processes the image. The processing steps are:
2.1 图象分割处理 2.1 Image Segmentation Processing
采集到的图像中包含三种物体:钢渣、钢水和背景,对图像的像素采用直方图技术进行处理,找到合适的阈值,用此阈值来划分钢渣和钢水,与背景对比明显的图像的直方图两个尖峰对应于物体内部和外部较多数目的点,两峰间的谷对应于物体边缘附近相对较少数目的点,可以利用灰度阈值T 1 对物体的面积进行计算: The collected image contains three kinds of objects: steel slag, molten steel and background. The pixels of the image are processed by histogram technology to find a suitable threshold, and this threshold is used to divide steel slag and molten steel. The histogram of the image with obvious contrast with the background The two peaks correspond to a large number of points inside and outside the object, and the valley between the two peaks corresponds to a relatively small number of points near the edge of the object. The gray threshold T 1 can be used to calculate the area of the object:
其中:T是阈值,即谷低;D是灰度级; Among them: T is the threshold value, that is, the valley; D is the gray level;
上式中的D沿着T到∞积分可以得到两个阈值,背景与钢流的阈值T 1 ;钢渣与钢水的阈值T 2 ; D in the above formula can be integrated along T to ∞ to obtain two thresholds, the threshold T 1 of background and steel flow; the threshold T 2 of steel slag and molten steel;
定义集合: Define collections:
为钢渣像素子集; is a subset of steel slag pixels;
为钢水像素子集; is a subset of molten steel pixels;
为采集到的钢流像素集; is the collected steel flow pixel set;
为背景像素集; is the background pixel set;
为一帧图像的像素集; is the pixel set of a frame image;
首先在采集得到的图像的像素集合集中,划分出背景与钢流两个子集: First, divide the background and steel flow into two subsets in the pixel set of the collected image:
其次从钢流集合中,划分出钢渣与钢水两个子集: Secondly, from the steel flow set, two subsets of steel slag and molten steel are divided:
2.2 钢渣百分比含量计算 2.2 Calculation of percentage content of steel slag
钢渣百分比含量就是在钢流面积中钢渣面积占钢流面积的百分比,对应于数字图像,钢渣面积就是钢渣像素数总和,钢流面积就是钢流像素数总和; The steel slag percentage content is the percentage of the steel slag area in the steel flow area in the steel flow area. Corresponding to the digital image, the steel slag area is the sum of the steel slag pixels, and the steel flow area is the sum of the steel flow pixels;
在钢流集合中像素总数是q;在钢渣集合中像素总数是m,在钢水集合中像素总数是n,由钢流集合定义:得到: in steel stream collection The total number of pixels in is q ; in the slag set The total number of pixels in m is m , and in the molten steel set The total number of pixels in is n , defined by the stream set: get:
; ;
定义钢渣百分比含量为: Define the percentage content of steel slag as :
分割出钢渣子集、钢水子集后,分别统计出钢渣子集中像素总数m和钢水子集中像素总数n,代入上式计算就得到钢渣百分比含量; After the steel slag subset and the molten steel subset are divided, the total number of pixels m in the steel slag subset and the total number of pixels n in the molten steel subset are counted respectively, and the percentage content of steel slag is obtained by substituting into the above formula for calculation;
第三步,根据钢渣百分比含量值判断是否超过设定的钢渣报警限值,当钢渣含量超过报警限值后,工业计算机输出报警信号并通过控制卡输出控制执行部件停止浇注,进入第一步继续等待转炉开浇信号;当钢渣含量没有超过报警限值时,继续按照第二步工作。 The third step is to judge whether the set steel slag alarm limit is exceeded according to the percentage content of steel slag. When the steel slag content exceeds the alarm limit, the industrial computer outputs an alarm signal and controls the execution part to stop pouring through the output of the control card, and enters the first step to continue Wait for the converter to start pouring signal; when the steel slag content does not exceed the alarm limit, continue to work according to the second step.
本发明通过实时采集转炉红外图像,通过图像分割的方法将钢水和钢渣从图像背景中分离出来,再用统计识别的方法实现钢渣百分比含量的计算,最终实现对钢渣的检测。本发明的方法经过现场使用验证,其检测精度高,钢渣识别准确率达到99%,运行可靠。 The invention collects the infrared image of the converter in real time, separates molten steel and steel slag from the image background by means of image segmentation, and then realizes the calculation of the percentage content of steel slag by means of statistical recognition, and finally realizes the detection of steel slag. The method of the invention has been verified by on-site use, and has high detection accuracy, the steel slag identification accuracy rate reaches 99%, and the operation is reliable.
附图说明 Description of drawings
图1为本发明的转炉红外钢渣探测装置结构示意图; Fig. 1 is the structure schematic diagram of converter infrared steel slag detection device of the present invention;
图2为本发明的转炉红外钢渣探测方法流程图; Fig. 2 is the flow chart of converter infrared steel slag detection method of the present invention;
图3为转炉红外图像原始图; Figure 3 is the original image of the converter infrared image;
图4为转炉红外图像分离出钢水的二值图; Fig. 4 is the binary image of the molten steel separated from the infrared image of the converter;
图5为转炉红外图像分离出钢渣的二值图; Fig. 5 is the binary image of the steel slag separated from the infrared image of the converter;
图中:1红外CCD摄像头,2光端发射机,3光缆,4光端接收机,5中央控制柜;5-1工业计算机,5-2图像采集卡,5-3数据采集卡,5-4控制卡。 In the figure: 1 infrared CCD camera, 2 optical transmitter, 3 optical cable, 4 optical receiver, 5 central control cabinet; 5-1 industrial computer, 5-2 image acquisition card, 5-3 data acquisition card, 5- 4 control cards.
具体实施方式 Detailed ways
下面结合附图和具体实施例对本发明作进一步说明。 The present invention will be further described below in conjunction with the accompanying drawings and specific embodiments.
参见图1,一种转炉红外钢渣探测装置,包括红外CCD摄像头1、光端发射机2、光缆3、光端接收机4、中央控制柜5;所述红外CCD摄像头 1是用于检测转炉红外辐射的热象仪,其主要作用是将转炉发出的红外辐射经过探测单元转换为电信号。 Referring to Fig. 1, a kind of converter infrared steel slag detection device comprises infrared CCD camera 1, optical end transmitter 2, optical cable 3, optical end receiver 4, central control cabinet 5; Described infrared CCD camera 1 is for detecting converter infrared The main function of the radiation thermal imager is to convert the infrared radiation emitted by the converter into electrical signals through the detection unit.
所述红外CCD摄像头1输出电信号通过光端发射机2将电信号转换成光信号,再通过光缆3传输到光端接收机4,再转换成电信号后输入给中央控制柜5。光端发射机2、光缆3和光端接收机4是一种光电信号转换和传输装置。由于转炉生产现场的干扰源很多,所以将转炉图像信号转换成光信号来传输能有效的消除现场的干扰,提高信号的稳定性。 The infrared CCD camera 1 outputs an electrical signal through the optical transmitter 2 to convert the electrical signal into an optical signal, then transmits it to the optical receiver 4 through the optical cable 3, and then converts it into an electrical signal and then inputs it to the central control cabinet 5. The optical transmitter 2, the optical cable 3 and the optical receiver 4 are a photoelectric signal conversion and transmission device. Since there are many interference sources in the converter production site, converting the converter image signal into an optical signal for transmission can effectively eliminate the interference on site and improve the stability of the signal.
所述中央控制柜5包括工业计算机5-1、图像采集卡5-2、数据采集卡5-3和控制卡5-4,图像采集卡5-2采集红外图像,数据采集卡5-3采集温度,工业计算机5-1对图像采集卡5-2和数据采集卡5-3输入的数据进行处理后对钢渣进行识别判断,输出报警信号,并通过控制卡5-4输出控制外部执行部件。 Described central control cabinet 5 comprises industrial computer 5-1, image acquisition card 5-2, data acquisition card 5-3 and control card 5-4, and image acquisition card 5-2 collects infrared images, and data acquisition card 5-3 collects Temperature, the industrial computer 5-1 processes the data input by the image acquisition card 5-2 and the data acquisition card 5-3, and then recognizes and judges the steel slag, outputs an alarm signal, and controls the external execution components through the output of the control card 5-4.
一种转炉红外钢渣探测方法,是在转炉红外钢渣探测装置基础上进行的,其步骤是:参见图2, A converter infrared steel slag detection method is carried out on the basis of a converter infrared steel slag detection device, the steps are: see Fig. 2,
第一步,通过监测转炉生产过程中的出钢开始信号,若没有检测到该信号,表示转炉还没有开始浇注,转炉红外钢渣探测装置保持等待状态;当检测到该信号后,表示转炉开始出钢,转炉红外钢渣探测装置投入工作; The first step is to monitor the tapping start signal during the production process of the converter. If the signal is not detected, it means that the converter has not started pouring, and the infrared steel slag detection device of the converter remains in a waiting state; when the signal is detected, it means that the converter has started to pour. Steel, converter infrared steel slag detection device put into operation;
第二步,转炉红外钢渣探测装置投入工作后,红外CCD摄像头1实时测量转炉图像,工业计算机5-1对图像进行处理,采用统计模式识别的方法进行,其处理步骤是: In the second step, after the converter infrared steel slag detection device is put into operation, the infrared CCD camera 1 measures the converter image in real time, and the industrial computer 5-1 processes the image by means of statistical pattern recognition. The processing steps are:
2.1图象分割处理 2.1 Image Segmentation Processing
在该步骤中检测出各个物体,并把它们的图象和其余景物分离。采集到的图像中包含三种物体:钢渣、钢水和背景,钢渣与钢水由于辐射率不同,有较强的对比度,但是钢渣与钢水图象的边缘并不陡峭,因此,灰度阈值的选取对抽取物体的边界定位整体尺寸有很大的影响。对图像的像素采用直方图技术进行处理,可以找到合适的阈值,用此阈值来划分钢渣和钢水。与背景对比明显的图像的直方图两个尖峰对应于物体内部和外部较多数目的点,两峰间的谷对应于物体边缘附近相对较少数目的点,可以利用灰度阈值T对物体的面积进行计算: In this step individual objects are detected and their images are separated from the rest of the scene. The collected image contains three kinds of objects: steel slag, molten steel and background. Steel slag and molten steel have a strong contrast due to the difference in emissivity, but the edge of the image of steel slag and molten steel is not steep. Therefore, the selection of the gray threshold is very important Extracting the boundary of an object has a big impact on positioning the overall size. The pixels of the image are processed by the histogram technique, and a suitable threshold can be found, which can be used to divide steel slag and molten steel. The two peaks of the histogram of the image with obvious contrast with the background correspond to a large number of points inside and outside the object, and the valley between the two peaks corresponds to a relatively small number of points near the edge of the object. The gray threshold T can be used to determine the area of the object Calculation:
其中:T是阈值,即谷低; Where: T is the threshold, that is, the valley;
D是灰度级; D is the gray level;
从上面的计算结果中可以找到对应于直方图谷底处的阈值,这个阈值从T增加到时,计算得到的面积只有略微的减少。找到合适的阈值T后,就可以用阈值T来划分钢渣和钢水。上式中的D沿着T到∞积分可以得到两个阈值,背景与钢流的阈值T 1 ;钢渣与钢水的阈值T 2 。 From the above calculation results, the threshold corresponding to the bottom of the histogram can be found. This threshold increases from T to When , the calculated area is only slightly reduced. After finding the appropriate threshold T , the threshold T can be used to divide steel slag and molten steel. D in the above formula can be integrated along T to ∞ to obtain two thresholds, the threshold T 1 of background and steel flow; the threshold T 2 of steel slag and molten steel.
定义集合: Define collections:
为钢渣像素子集; is a subset of steel slag pixels;
为钢水像素子集; is a subset of molten steel pixels;
为采集到的钢流像素集; is the collected steel flow pixel set;
为背景像素集; is the background pixel set;
为一帧图像的像素集; is the pixel set of a frame image;
首先在采集得到的图像的像素集合I中,划分出背景像素集合B与钢流像素集合M两个子集: First, in the pixel set I of the collected image, two subsets are divided, the background pixel set B and the steel flow pixel set M:
其次从钢流集合中,划分出钢渣与钢水两个子集: Secondly, from the steel flow set, two subsets of steel slag and molten steel are divided:
2.2 钢渣百分比含量计算 2.2 Calculation of percentage content of steel slag
钢渣百分比含量就是在钢流面积中钢渣面积占钢流面积的百分比,对应于数字图像,钢渣面积就是钢渣像素数总和,钢流面积就是钢流像素数总和; The steel slag percentage content is the percentage of the steel slag area in the steel flow area in the steel flow area. Corresponding to the digital image, the steel slag area is the sum of the steel slag pixels, and the steel flow area is the sum of the steel flow pixels;
在钢流集合中像素总数是q;在钢渣集合中像素总数是m,在钢水集合中像素总数是n,由钢流集合定义:中像素总数是得到: in steel stream collection The total number of pixels in is q ; in the slag set The total number of pixels in m is m , and in the molten steel set The total number of pixels in is n , defined by the stream set: The total number of pixels in is get:
; ;
定义钢渣百分比含量为: Define the percentage content of steel slag as :
分割出钢渣子集、钢水子集后,分别统计出钢渣子集中像素总数m和钢水子集中像素总数n,代入上式计算就得到钢渣百分比含量。 After the steel slag subset and the molten steel subset are separated, the total number of pixels m in the steel slag subset and the total number of pixels in the molten steel subset n are counted respectively, and then substituted into the above formula to obtain the percentage content of steel slag.
第三步,根据钢渣百分比含量值判断是否超过设定的钢渣报警限值,当钢渣含量超过报警限值后,工业计算机5-1输出报警信号并通过控制卡5-4输出控制执行部件停止浇注,进入第一步继续等待转炉开浇信号;当钢渣含量没有超过报警限值时,继续按照第二步工作。 The third step is to judge whether the set steel slag alarm limit is exceeded according to the steel slag percentage content value. When the steel slag content exceeds the alarm limit value, the industrial computer 5-1 outputs an alarm signal and controls the execution part to stop pouring through the control card 5-4 output , enter the first step and continue to wait for the converter pouring signal; when the steel slag content does not exceed the alarm limit, continue to work according to the second step.
当转炉红外钢渣探测装置投入运行后,钢渣百分比含量的限值(即钢渣报警限值)是一个变量,它由工艺工程师根据工艺过程需要来确定的。 When the converter infrared steel slag detection device is put into operation, the limit value of steel slag percentage content (that is, the steel slag alarm limit) is a variable, which is determined by the process engineer according to the needs of the process.
实施例 Example
一种转炉红外钢渣探测方法,转炉红外钢渣探测装置构成见图 1。 A converter infrared steel slag detection method, the composition of the converter infrared steel slag detection device is shown in Figure 1.
第一步,转炉红外钢渣探测装置运行开始后,中央控制柜通过数据采集卡,不断的检测转炉生产过程中的出钢开始信号,若没有检测到该信号,表示转炉还没有开始浇注,中央控制柜发出指令,使转炉红外钢渣探测装置保持等待状态,继续检测出钢开始信号;当检测到该信号后,表示转炉开始出钢,中央控制柜发出指令,使转炉红外钢渣探测装置启动,进入第二步工作。 In the first step, after the operation of the converter infrared slag detection device starts, the central control cabinet continuously detects the tapping start signal during the converter production process through the data acquisition card. If the signal is not detected, it means that the converter has not yet started pouring. The central control The control cabinet issues instructions to keep the converter infrared steel slag detection device in a waiting state and continue to detect the steel tapping start signal; when the signal is detected, it means that the converter begins to tap steel, and the central control cabinet sends an instruction to enable the converter infrared steel slag detection device to start and enter the first stage. Two steps work.
第二步,转炉红外钢渣探测装置投入工作后,首先通过图像采集卡,采集从转炉流出的钢水流红外图像,得到转炉红外的原始图像如图3所示,在得到图像数据后,通过图像分割的方法,从原始图像中分离背景图像,提取出包含钢水的二值图像,如图4所示,白色的为钢水区域,这样就能知道钢水在图像中的区域位置;用同样的方法从原始图像中提取出包含钢渣的二值图像,如图5所示。 In the second step, after the infrared steel slag detection device of the converter is put into operation, the infrared image of the molten steel flowing out of the converter is first collected through the image acquisition card, and the original infrared image of the converter is obtained as shown in Figure 3. After obtaining the image data, through image segmentation The method is to separate the background image from the original image and extract the binary image containing molten steel, as shown in Figure 4, the white area is the molten steel area, so that the location of the molten steel in the image can be known; A binary image containing steel slag is extracted from the image, as shown in Figure 5.
在分别得到钢水和钢渣区域后,通过统计计算各自的面积来实现钢渣百分比含量的计算,钢水和钢渣的面积是通过计算各自像素的数量来实现的,在钢流集合中像素总数是q;在钢渣集合中像素总数是m,在钢水集合中像素总数是n,由钢流集合定义:中像素总数是得到: After obtaining the areas of molten steel and steel slag, the calculation of the percentage content of steel slag is realized by statistically calculating the respective areas. The area of molten steel and steel slag is realized by calculating the number of respective pixels. The total number of pixels in is q ; in the slag set The total number of pixels in m is m , and in the molten steel set The total number of pixels in is n , defined by the stream set: The total number of pixels in is get:
; ;
定义钢渣百分比含量为: Define the percentage content of steel slag as :
分别统计出钢渣子集中像素总数m和钢水子集中像素总数n,代入上式计算就得到钢渣百分比含量。 The total number m of pixels in the steel slag subset and the total number n of pixels in the molten steel subset are counted separately, and then substituted into the above formula to obtain the percentage content of steel slag.
第三步,得到钢渣百分比含量后,根据转炉生产工艺要求设定的钢渣报警极限来判断是否已经超值。当钢渣含量超过报警极限后,转炉红外钢渣探测装置输出报警并停止浇注,进入第一步继续等待转炉开浇信号;当钢渣含量没有超过报警极限时,继续按照第二步工作。 In the third step, after obtaining the percentage content of steel slag, judge whether it has exceeded the value according to the steel slag alarm limit set according to the converter production process requirements. When the steel slag content exceeds the alarm limit, the converter infrared steel slag detection device outputs an alarm and stops pouring, enters the first step and continues to wait for the converter to start pouring signal; when the steel slag content does not exceed the alarm limit, continue to work according to the second step.
以上仅为本发明的较佳实施例而已,并非用于限定本发明的保护范围,因此,凡在本发明的精神和原则之内所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。 The above are only preferred embodiments of the present invention, and are not intended to limit the protection scope of the present invention. Therefore, any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present invention shall be included in this document. within the scope of protection of the invention.
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| CN105160683B (en) * | 2015-09-29 | 2019-01-15 | 田陆 | A kind of molten iron drossing measurement and control system and its method based on manual intervention |
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