CN116086608A - In-furnace reaction monitoring system and method in converter steelmaking process - Google Patents

In-furnace reaction monitoring system and method in converter steelmaking process Download PDF

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CN116086608A
CN116086608A CN202111315911.XA CN202111315911A CN116086608A CN 116086608 A CN116086608 A CN 116086608A CN 202111315911 A CN202111315911 A CN 202111315911A CN 116086608 A CN116086608 A CN 116086608A
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spectrum
image
spectral
monitoring
furnace
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崔开宇
黄翊东
刘仿
张巍
冯雪
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Tsinghua University
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Tsinghua University
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01JMEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28Investigating the spectrum
    • G01J3/2823Imaging spectrometer
    • CCHEMISTRY; METALLURGY
    • C21METALLURGY OF IRON
    • C21CPROCESSING OF PIG-IRON, e.g. REFINING, MANUFACTURE OF WROUGHT-IRON OR STEEL; TREATMENT IN MOLTEN STATE OF FERROUS ALLOYS
    • C21C5/00Manufacture of carbon-steel, e.g. plain mild steel, medium carbon steel or cast steel or stainless steel
    • C21C5/28Manufacture of steel in the converter
    • C21C5/42Constructional features of converters
    • C21C5/46Details or accessories
    • C21C5/4673Measuring and sampling devices
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/01Arrangements or apparatus for facilitating the optical investigation
    • G01N2021/0106General arrangement of respective parts
    • G01N2021/0112Apparatus in one mechanical, optical or electronic block
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P10/00Technologies related to metal processing
    • Y02P10/25Process efficiency

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  • Engineering & Computer Science (AREA)
  • Chemical & Material Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Manufacturing & Machinery (AREA)
  • Materials Engineering (AREA)
  • Metallurgy (AREA)
  • Organic Chemistry (AREA)
  • Investigating, Analyzing Materials By Fluorescence Or Luminescence (AREA)

Abstract

The invention provides a system and a method for monitoring the reaction in a converter steelmaking process, wherein a snapshot type spectral imaging chip is matched with a lens group to acquire a spectral image of flame at a furnace mouth, and the spectral analysis is used to acquire the reaction state in the converter, so that the real-time monitoring of the reaction state in the converter steelmaking process is realized.

Description

In-furnace reaction monitoring system and method in converter steelmaking process
Technical Field
The invention relates to the technical field of steelmaking, in particular to a system and a method for monitoring in-furnace reaction in a converter steelmaking process.
Background
The converter steelmaking uses molten iron, scrap steel and ferroalloy as main raw materials, and the steelmaking process is completed in the converter without using external energy sources by utilizing the physical heat of molten iron and the heat generated by chemical reaction between molten iron components. Because of the uncertainty of raw materials, the reaction in the furnace is complex during steelmaking, and the reaction in the furnace needs to be monitored.
At present, the monitoring process of the reaction in the furnace mainly adopts a mode of manually observing the flame at the furnace mouth of the converter to judge the condition of the reaction in the furnace, the accuracy of the result obtained by manual observation is low, the time and the labor are consumed, and the real-time monitoring cannot be realized.
Accordingly, there is a need for an accurate, efficient, real-time in-furnace reaction monitoring system that addresses the above-described problems.
Disclosure of Invention
The invention provides a system and a method for monitoring reaction in a converter steelmaking process, which are used for solving the defects that a manual observation mode is inaccurate, time and labor are consumed and real-time monitoring cannot be realized in the prior art.
In a first aspect, the present invention provides a system for monitoring reaction in a converter steelmaking process, the system comprising: lens group, snapshot type spectrum imaging chip and data processing equipment;
the lens group is arranged at the front end of the snapshot type spectrum imaging chip, and the snapshot type spectrum imaging chip is used for acquiring a spectrum image of the flame at the furnace mouth through the lens group and sending the spectrum image to the data processing equipment;
the data processing equipment is used for receiving the spectrum image, carrying out spectrum analysis on the spectrum image, and monitoring the reaction state in the furnace according to the result of the spectrum analysis.
According to the invention, the front end of the snapshot type spectrum imaging chip is additionally provided with the lens group, so that the remote acquisition of the flame spectrum image of the furnace mouth can be realized, and the effect of remotely observing the flame of the furnace mouth is realized while the quality requirement of the acquired spectrum image is met.
According to the in-furnace reaction monitoring system in the converter steelmaking process, the snapshot type spectrum imaging chip comprises a photosensitive modulator and an image sensor;
the photosensitive modulation piece is used for acquiring a spectrum image of the flame at the furnace mouth through the lens group and modulating the spectrum image;
the image sensor is used for receiving the modulated spectrum image, converting the modulated spectrum image into an electric signal and transmitting the electric signal to the data processing equipment.
According to the invention, the snapshot type spectrum imaging chip can be used for rapidly acquiring the spectrum image of the flame at the furnace mouth in the steelmaking area, and compared with a mode of manually observing the flame, the snapshot type spectrum imaging chip can be used for more efficiently and accurately acquiring the spectrum image of the flame at the furnace mouth.
According to the in-furnace reaction monitoring system in the converter steelmaking process, the data processing equipment is a monitoring computer, the monitoring computer is used for receiving the electric signals, carrying out spectrum restoration processing on the electric signals, carrying out spectrum analysis on spectrum images obtained by the spectrum restoration processing, and monitoring the in-furnace reaction state according to spectrum analysis results; or (b)
The data processing equipment comprises a processing module and a monitoring terminal, wherein the processing module is integrated on the snapshot spectrum imaging chip;
the processing module is used for receiving the electric signal, carrying out spectrum restoration processing on the electric signal, and carrying out spectrum analysis on a spectrum image obtained by the spectrum restoration processing;
and the monitoring terminal is used for monitoring the reaction state in the furnace according to the result of the spectrum analysis.
On the one hand, the data processing equipment can be realized by the monitoring computer, the monitoring computer is utilized to realize the functions of spectrum restoration, spectrum analysis, state monitoring and the like, and finally, the accurate analysis result of the reaction state in the furnace can be fed back to related staff, so that the real-time monitoring of the reaction state in the furnace is realized.
On the other hand, the data processing equipment can be realized by matching the processing module with the monitoring terminal, the processing module and the snapshot spectrum imaging chip can be integrated into a whole, the processing module realizes the functions of spectrum restoration, spectrum analysis and the like, and the monitoring terminal realizes the function of monitoring the reaction state in the furnace in real time.
According to the in-furnace reaction monitoring system for the converter steelmaking process provided by the invention, the data processing equipment is specifically used for receiving the spectrum image, extracting the area which is not interfered by smoke dust in the spectrum image according to the brightness of the flame at the furnace mouth in the spectrum image, carrying out spectrum analysis on the area which is not interfered by smoke dust, and monitoring the in-furnace reaction state according to the result of the spectrum analysis.
According to the in-furnace reaction monitoring system for the converter steelmaking process, the data processing equipment is particularly used for receiving the spectrum image, performing spectrum analysis on the spectrum image, and early warning the abnormal reaction state in the converter according to the result of the spectrum analysis.
The data processing equipment mainly carries out early warning on the abnormal reaction state in the converter through the result of spectrum analysis, so that the probability of safety accidents caused by abnormal reaction in the converter is reduced, and the safety of the converter steelmaking process is improved.
In a second aspect, the present invention provides a method for monitoring the reaction in a converter steelmaking process, the method comprising:
acquiring a spectral image of the flame at the furnace mouth through the cooperation of the snapshot type spectral imaging chip and the lens group;
and carrying out spectral analysis on the spectral image, and monitoring the reaction state in the furnace according to the result of the spectral analysis.
According to the method for monitoring the reaction in the converter, which is provided by the invention, the spectral image is subjected to spectral analysis, and the reaction state in the converter is monitored according to the result of the spectral analysis, and the method comprises the following steps:
inputting the spectral image into a spectral analysis model to obtain the furnace reaction state information output by the spectral analysis model; the spectrum analysis model is obtained by training a neural network based on a spectrum image data set marked with in-furnace reaction state information;
and monitoring the reaction state in the furnace according to the reaction state information in the furnace.
According to the method, the spectral analysis is carried out on the spectral image through the pre-trained spectral analysis model, so that the reaction state information in the furnace corresponding to the spectral image can be obtained more quickly, and the efficiency of the spectral analysis process is improved effectively.
According to the method for monitoring the reaction in the converter steelmaking process, which is provided by the invention, the acquisition process of the spectrum image data set marked with the reaction state information in the converter comprises the following steps:
acquiring a spectrum image sample of furnace mouth flame in the whole steelmaking process of the converter, and constructing a whole steelmaking image set;
according to the brightness of the flame at the furnace mouth, determining areas which are not interfered by smoke dust in each spectrum image sample in the whole steelmaking image set respectively;
respectively acquiring spectral characteristic information corresponding to a region which is not interfered by smoke dust in each spectral image sample, and determining reaction state information in the furnace corresponding to each spectral image sample;
and respectively marking the spectral characteristic information and the in-furnace reaction state information corresponding to each spectral image sample, and secondarily marking the spectral image samples in a preset period when the abnormal reaction state in the furnace occurs and before the abnormal reaction state occurs to obtain a spectral image data set.
The spectral image data set contains spectral image samples of corresponding furnace mouth flames in the whole steelmaking process of the converter, spectral characteristic information of each spectral image sample and corresponding in-furnace reaction state information, the spectral information of the furnace mouth flames in each reaction state in the whole steelmaking period is completely recorded, and the sufficient integrity of sample data used for training a spectral analysis model is ensured.
According to the method for monitoring the reaction in the converter, which is provided by the invention, the spectral image is subjected to spectral analysis, and the reaction state in the converter is monitored according to the result of the spectral analysis, and the method comprises the following steps:
and carrying out spectral analysis on the spectral image, and carrying out early warning on the abnormal reaction state in the furnace according to the spectral analysis result.
According to the method for monitoring the reaction in the converter steelmaking process, which is provided by the invention, the spectral image is subjected to spectral analysis, and the method comprises the following steps:
and extracting the area which is not interfered by the smoke dust in the spectrum image according to the brightness of the flame at the furnace mouth in the spectrum image, and carrying out spectrum analysis on the area which is not interfered by the smoke dust.
According to the method, the region which is not interfered by the smoke dust in the spectrum image is used as the spectrum analysis region, so that the influence of the smoke dust interference on the spectrum analysis result can be avoided, and the spectrum analysis process is higher in accuracy.
According to the system and the method for monitoring the reaction in the converter in the steelmaking process, the snapshot type spectrum imaging chip and the lens group are matched to obtain the spectrum image of the flame at the furnace mouth, and the spectrum analysis is used to obtain the reaction state in the furnace, so that the real-time monitoring of the reaction state in the converter in the steelmaking process is realized.
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In order to more clearly illustrate the invention or the technical solutions of the prior art, the following description will briefly explain the drawings used in the embodiments or the description of the prior art, and it is obvious that the drawings in the following description are some embodiments of the invention, and other drawings can be obtained according to the drawings without inventive effort for a person skilled in the art.
FIG. 1 is a schematic diagram of a reaction monitoring system in a converter steelmaking process according to one embodiment of the present invention;
FIG. 2 is a schematic diagram of a structure of a snapshot spectrum imaging chip;
FIG. 3 is a second schematic diagram of the system for monitoring the reaction in the converter during the steelmaking process of the present invention;
FIG. 4 is a third schematic diagram of the system for monitoring the reaction in the converter during the steelmaking process of the present invention;
FIG. 5 is a schematic diagram of the implementation flow of the method for monitoring the reaction in the converter during the steelmaking process of the present invention;
FIG. 6 is a schematic view of spectral signature data for a point in a spectral image of a burner flame;
fig. 7 is a schematic structural diagram of an electronic device provided by the present invention.
Detailed Description
For the purpose of making the objects, technical solutions and advantages of the present invention more apparent, the technical solutions of the present invention will be clearly and completely described below with reference to the accompanying drawings, and it is apparent that the described embodiments are some embodiments of the present invention, not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
FIG. 1 shows a system for monitoring reaction in a converter steelmaking process, which comprises: a lens group 110, a snapshot-type spectral imaging chip 120, and a data processing device 130;
the lens group 110 is arranged at the front end of the snapshot type spectrum imaging chip 120, and the snapshot type spectrum imaging chip 120 acquires a spectrum image of the fire hole flame through the lens group 110 and sends the spectrum image to the data processing equipment 130;
the data processing device 130 is configured to receive the spectral image, perform spectral analysis on the spectral image, and monitor a reaction state in the furnace according to a result of the spectral analysis.
Considering that the traditional image sensor can only collect the image information of the flame at the furnace mouth, the image information only comprises three channels of red, green and blue, and further accurate analysis of the image is very difficult. The method is an effective technical means for accurately measuring and monitoring the reaction condition in the furnace in a non-contact manner at present. The main reason is that different chemical reactions can produce different substances and different substances can produce different spectrums, so that the spectrum can be analyzed to more accurately analyze the conditions of the reaction in the furnace, thereby monitoring the reaction process of converter steelmaking.
However, in the converter steelmaking process, the flame smoke dust at the furnace mouth is more and the distribution is uneven, if the commercial spectrometer is used for measurement, the commercial spectrometer can only obtain spectrum information of a single point, so the commercial spectrometer is very easy to be interfered by the smoke dust, the obtained spectrum information is inaccurate, the difficulty is brought to the follow-up analysis of the spectrum to monitor the reaction condition in the furnace, and the commercial spectrometer has large volume and high cost and is not strong in practicability for monitoring the reaction in the converter steelmaking process.
Accordingly, the embodiment adopts the snapshot type spectrum imaging chip as a device for collecting spectrum images, the snapshot type spectrum imaging chip is a device for measuring spectrum by utilizing modulation actions of different micro-nano structures, and the snapshot type spectrum imaging chip can be used for obtaining spectrum information in the whole area of an image. Meanwhile, the snapshot spectrum imaging chip has the advantages of high imaging speed, small size, low cost and the like. Therefore, the snapshot type spectrum imaging chip is used for detecting the spectrum image of the flame area of the furnace mouth during converter steelmaking, and the area to be analyzed, namely the area which is not interfered by smoke dust, is selected for analysis, so that accurate spectrum information can be obtained, and the reaction condition in the furnace can be accurately analyzed.
Specifically, referring to fig. 2, the snapshot-type spectral imaging chip 120 mainly includes a photosensitive modulator 210 and an image sensor 220;
the photosensitive modulation piece 210 is used for acquiring a spectral image of the flame at the furnace mouth through the lens group 110 and modulating the spectral image;
the image sensor 220 is configured to receive the modulated spectral image, convert the modulated spectral image into an electrical signal, and transmit the electrical signal to the data processing device 130.
It should be noted that, the photosensitive modulator 210 mainly refers to a portion of the snapshot spectrum imaging chip 120 formed by stacking the micro-nano modulation structure on the photosensitive layer and having photosensitive and light modulation functions.
Because the photographic function of the snapshot spectrum imaging chip 120 itself has higher requirements on the distance of the measured object, spectrum images need to be acquired in a shorter distance, in order to realize the monitoring of the flame at the remote furnace mouth, the embodiment is additionally provided with the lens group 110, the lens group 110 is installed at the front end of the quick illumination spectrum imaging chip 120, corresponds to the photographic area, a plurality of lenses exist in the lens group 110, and can cooperate with the snapshot spectrum imaging chip 120 to realize the spectrum image acquisition effect with the same quality or even higher quality at the position farther from the converter mouth.
In an exemplary embodiment, referring to fig. 3, the data processing apparatus 130 may employ a monitoring computer 310, where the monitoring computer 310 is configured to receive the electrical signal, perform a spectral restoration process on the electrical signal, perform a spectral analysis on a spectral image obtained by the spectral restoration process, and monitor a reaction state in the furnace according to a result of the spectral analysis.
In this embodiment, the spectrum image processing function and the abnormality pre-warning function are allocated to a monitoring computer 310, and the monitoring computer 310 may be disposed at a remote monitoring end, so as to implement spectrum restoration processing, spectrum analysis processing and in-furnace reaction status display on the electrical signal transmitted from the snapshot-type spectrum imaging chip through the built-in spectrum restoration program, spectrum analysis program and information display program.
In another exemplary embodiment, referring to fig. 4, the data processing device 130 may also be implemented by using a processing module 410 and a monitoring terminal 420 in cooperation, where the processing module 410 is integrated on the snapshot spectrum imaging chip 120;
the processing module 410 is configured to receive the electrical signal, perform spectrum restoration processing on the electrical signal, and perform spectrum analysis on a spectrum image obtained by the spectrum restoration processing to obtain a spectrum analysis result;
the monitoring terminal 420 is used for monitoring the reaction state in the furnace according to the spectrum analysis result.
In this embodiment, the spectrum image processing function and the state monitoring function are respectively allocated to the processing module 410 and the monitoring terminal 420, where the processing module 410 may be understood as a built-in computing module added on the snapshot spectrum chip 120, and may implement functions such as spectrum image recovery and spectrum analysis, and the reaction state information in the furnace obtained by spectrum analysis is displayed by the monitoring terminal 420, and the monitoring terminal 420 may be understood as a display with a display function, or may also be implemented by an intelligent terminal such as a computer with a display function.
In an exemplary embodiment, the data processing device 130 may extract a region, which is not interfered by smoke dust, in the spectrum image according to the brightness of the fire hole flame in the spectrum image, and perform spectrum analysis on the region, which is not interfered by smoke dust, so as to avoid the influence of smoke dust interference on the spectrum analysis precision, and ensure that the spectrum analysis process is more efficient and accurate.
It should be noted that, the data processing device 130 is specifically configured to receive the spectral image, perform spectral analysis on the spectral image, and perform early warning on the abnormal reaction state in the furnace according to the result of the spectral analysis.
In order to realize the discrimination of the abnormal reaction state, the embodiment firstly acquires the spectral images of the flame at the furnace mouth in the whole flow of converter steelmaking, analyzes the spectral characteristics of each spectral image, marks the reaction state in the furnace corresponding to each spectral image, and mainly analyzes the spectral characteristic information of the spectral image before the abnormal reaction state occurs, and marks the abnormal reaction state of the spectral image before the abnormal reaction state occurs, thereby obtaining a spectral image data set.
And training a pre-constructed neural network model by utilizing the spectral image data set to obtain a spectral analysis model, and inputting a spectral image of the actually measured flame at the furnace mouth into the spectral analysis model in practical application to obtain the furnace reaction state information output by the spectral analysis model, so that the current furnace reaction state can be determined, and the output abnormal state is early-warned.
In the practical application process, the lens group 110 and the snapshot spectrum imaging chip 120 can be integrally designed in one camera, the lens group 110 is a lens part of the camera, and the snapshot spectrum imaging chip 120 is arranged in the body of the camera, so that a spectrum image of flame at a furnace mouth is remotely observed, in an actual steelmaking site, the lens group 110 and the snapshot spectrum imaging chip 120 can be placed at a position about 20m in front of a converter and right against the furnace mouth, remote spectrum image acquisition is realized, and the service life influence and acquisition precision interference of a severe environment near the converter on the lens group 110 and the snapshot spectrum imaging chip 120 are also reduced to a certain extent.
Finally, the reaction state information and the early warning information in the furnace output by the data processing device 130 can be displayed at the remote end in real time, and of course, other early warning modes, such as a mode of setting an audible and visual alarm on site, pushing the early warning information to a mobile terminal of a manager and the like, can be set reasonably according to actual requirements, and are not repeated here too much.
It is not difficult to find that the in-furnace reaction monitoring system for the converter steelmaking process provided by the embodiment of the invention can realize long-distance rapid acquisition of the spectral image of the flame at the furnace mouth through the cooperation of the lens group and the snapshot type spectral imaging chip, and meanwhile, can realize automatic monitoring of the in-furnace reaction state through cooperation of the data processing equipment, is more convenient in monitoring process, is more accurate in monitoring data, is more real-time, and is more suitable for modern converter steelmaking application scenes.
The method for monitoring the reaction in the converter steelmaking process provided by the embodiment of the invention is described below, and the system for monitoring the reaction in the converter steelmaking process is needed to be used in the process of monitoring the reaction state in the converter steelmaking process.
FIG. 5 shows that the invention provides a method for monitoring the reaction in a converter steelmaking process, which comprises the following steps:
step 510: and acquiring a spectral image of the flame at the furnace mouth through the cooperation of the snapshot type spectral imaging chip and the lens group.
Specifically, the lens group is arranged at the acquisition front end of the snapshot type spectrum imaging chip, so that the snapshot type spectrum imaging chip can acquire spectrum images of the fire hole flame at a long distance by means of the lens group, the image acquisition quality is ensured, and meanwhile, the long-distance observation of the fire hole flame is realized.
Step 520: and carrying out spectrum analysis on the spectrum image, and monitoring the reaction state in the furnace according to the spectrum analysis result.
In an exemplary embodiment, performing spectral analysis on the spectral image and monitoring the reaction state in the furnace according to the result of the spectral analysis may include:
inputting the spectral image into a spectral analysis model to obtain the furnace reaction state information output by the spectral analysis model; the spectrum analysis model is obtained by training a neural network based on a spectrum image data set marked with in-furnace reaction state information;
and monitoring the reaction state in the furnace according to the reaction state information in the furnace.
It can be understood that, in this embodiment, the spectral analysis model obtained by training in advance performs spectral analysis on the region to be analyzed in the spectral image, so as to obtain the reaction state information in the furnace, thereby conveniently obtaining the reaction state information in the furnace.
In this embodiment, the process for obtaining the sample data for training the spectral analysis model, that is, the spectral image data set marked with the information of the reaction state in the furnace, may include:
firstly, a spectrum image sample of the flame at the furnace mouth in the whole steelmaking process of the converter is obtained, and a whole steelmaking process image set is constructed.
And then, respectively determining the areas which are not interfered by smoke dust in each spectrum image sample in the whole steelmaking image set according to the brightness of the flame at the furnace mouth.
Considering that the areas interfered by the smoke and the areas not interfered by the smoke are different in brightness of the flame at the furnace mouth, namely different in light intensity, the areas which are not interfered by the smoke and the dust in the spectrum image can be found by determining the brightest areas of the flame at the furnace mouth, so that the influence of the smoke and the dust interference on the analysis result of the spectrum can be avoided, and the accuracy of the subsequent spectrum analysis can be improved.
And then, respectively acquiring spectral characteristic information corresponding to the areas which are not interfered by the smoke dust in each spectral image sample, and determining the reaction state information in the furnace corresponding to each spectral image sample.
It can be understood that in this embodiment, the spectral shape and the spectral intensity corresponding to the region not interfered by the smoke are mainly analyzed, and fig. 6 shows the spectral characteristic information corresponding to a certain point in the spectral image of the flame at the furnace mouth, which reflects the corresponding light intensity values at different wavelengths.
And finally, respectively marking the spectral characteristic information and the in-furnace reaction state information corresponding to each spectral image sample, and secondarily marking the spectral image samples in a preset period when the abnormal reaction state in the furnace occurs and before the abnormal reaction state occurs to obtain a spectral image data set.
In the process of labeling, after labeling the reaction state label corresponding to each spectrum image sample, the embodiment can extract the spectrum image sample of the corresponding furnace mouth flame and the corresponding spectrum characteristic in a certain period of time when and immediately before the abnormal reaction state in the furnace, and the spectrum image sample in the period of time is subjected to emphasis labeling (namely secondary labeling), so that the spectrum analysis model can accurately predict the abnormal reaction state in the furnace.
In this embodiment, the abnormal reaction state in the furnace mainly refers to molten steel splashing, and the molten steel splashing may cause explosion of the converter when the molten steel splashing is serious in the steelmaking process of the converter, so that the marking of the abnormal reaction state of the molten steel splashing can improve the discrimination capability of a spectral analysis model obtained by post training on the molten steel splashing.
In an exemplary embodiment, performing spectral analysis on the spectral image may include:
and extracting the area which is not interfered by the smoke dust in the spectrum image according to the brightness of the flame at the furnace mouth in the spectrum image, and carrying out spectrum analysis on the area which is not interfered by the smoke dust.
The process of extracting the region which is not interfered by the smoke dust in the spectrum image is similar to the processing mode of determining the region which is not interfered by the smoke dust in the spectrum image data set acquisition process, and the region is subjected to spectrum analysis in sequence by mainly extracting the region which is not interfered by the smoke dust in the spectrum image, so that the influence of the smoke dust interference on the spectrum analysis result is avoided, and the accuracy of the subsequent spectrum analysis is ensured.
In an exemplary embodiment, performing spectral analysis on the spectral image and monitoring the reaction state in the furnace according to the result of the spectral analysis may include:
and carrying out spectrum analysis on the spectrum image, and carrying out early warning on the abnormal reaction state in the furnace according to the spectrum analysis result.
After obtaining the furnace reaction state information output by the spectrum analysis model, the embodiment judges whether the current furnace reaction state is abnormal, and if the current furnace reaction state is abnormal, for example, the current furnace reaction state information is molten steel splashing state, the situation that molten steel splashing is about to occur is indicated, and at the moment, the abnormal reaction condition that molten steel splashing is about to occur is required to be displayed to staff in a mode of information display so as to carry out abnormal early warning prompt. Of course, if the reaction state in the converter is not abnormal, the state information of normal running can be displayed to the staff, so that the staff can know the reaction state in the converter at each moment in the converter steelmaking process in real time.
It is not difficult to find that the method for monitoring the reaction state in the converter steelmaking process provided by the embodiment of the invention can be used for rapidly and accurately acquiring the spectral image of the flame at the furnace mouth by utilizing the snapshot type spectral imaging chip and the lens group, selecting the undisturbed region to acquire the spectral information corresponding to the flame at the furnace mouth, further rapidly and accurately monitoring the reaction condition in the converter in an online manner, giving an early warning on abnormal conditions such as molten steel splashing and the like, and ensuring the safe operation of the converter steelmaking process.
Fig. 7 illustrates a physical schematic diagram of an electronic device, as shown in fig. 7, which may include: processor 710, communication interface (Communications Interface) 720, memory 730, and communication bus 740, wherein processor 710, communication interface 720, memory 730 communicate with each other via communication bus 740. Processor 710 may invoke logic instructions in memory 730 to perform a method for monitoring reaction within a furnace of a steelmaking process of a converter, the method comprising: acquiring a spectral image of the flame at the furnace mouth through the cooperation of the snapshot type spectral imaging chip and the lens group; and carrying out spectrum analysis on the spectrum image, and monitoring the reaction state in the furnace according to the spectrum analysis result.
Further, the logic instructions in the memory 730 described above may be implemented in the form of software functional units and may be stored in a computer readable storage medium when sold or used as a stand alone product. Based on this understanding, the technical solution of the present invention may be embodied essentially or in a part contributing to the prior art or in a part of the technical solution, in the form of a software product stored in a storage medium, comprising several instructions for causing a computer device (which may be a personal computer, a server, a network device, etc.) to perform all or part of the steps of the method according to the embodiments of the present invention. And the aforementioned storage medium includes: a U-disk, a removable hard disk, a Read-Only Memory (ROM), a random access Memory (RAM, random Access Memory), a magnetic disk, or an optical disk, or other various media capable of storing program codes.
In another aspect, the present invention also provides a computer program product, the computer program product comprising a computer program, the computer program being storable on a non-transitory computer readable storage medium, the computer program, when executed by a processor, being capable of executing the method for monitoring the reaction in a converter steelmaking process provided by the above methods, the method comprising: acquiring a spectral image of the flame at the furnace mouth through the cooperation of the snapshot type spectral imaging chip and the lens group; and carrying out spectrum analysis on the spectrum image, and monitoring the reaction state in the furnace according to the spectrum analysis result.
In yet another aspect, the present invention provides a non-transitory computer readable storage medium having stored thereon a computer program which, when executed by a processor, is implemented to perform the method for monitoring a reaction in a steelmaking process of a converter provided by the above methods, the method comprising: acquiring a spectral image of the flame at the furnace mouth through the cooperation of the snapshot type spectral imaging chip and the lens group; and carrying out spectrum analysis on the spectrum image, and monitoring the reaction state in the furnace according to the spectrum analysis result.
The apparatus embodiments described above are merely illustrative, wherein the elements illustrated as separate elements may or may not be physically separate, and the elements shown as elements may or may not be physical elements, may be located in one place, or may be distributed over a plurality of network elements. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of this embodiment. Those of ordinary skill in the art will understand and implement the present invention without undue burden.
From the above description of the embodiments, it will be apparent to those skilled in the art that the embodiments may be implemented by means of software plus necessary general hardware platforms, or of course may be implemented by means of hardware. Based on this understanding, the foregoing technical solution may be embodied essentially or in a part contributing to the prior art in the form of a software product, which may be stored in a computer readable storage medium, such as ROM/RAM, a magnetic disk, an optical disk, etc., including several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the method described in the respective embodiments or some parts of the embodiments.
Finally, it should be noted that: the above embodiments are only for illustrating the technical solution of the present invention, and are not limiting; although the invention has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical scheme described in the foregoing embodiments can be modified or some technical features thereof can be replaced by equivalents; such modifications and substitutions do not depart from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims (10)

1. An in-furnace reaction monitoring system for a converter steelmaking process, comprising: lens group, snapshot type spectrum imaging chip and data processing equipment;
the lens group is arranged at the front end of the snapshot type spectrum imaging chip, and the snapshot type spectrum imaging chip is used for acquiring a spectrum image of the flame at the furnace mouth through the lens group and sending the spectrum image to the data processing equipment;
the data processing equipment is used for receiving the spectrum image, carrying out spectrum analysis on the spectrum image, and monitoring the reaction state in the furnace according to the result of the spectrum analysis.
2. The system for monitoring the reaction in a converter steelmaking process according to claim 1, wherein the snapshot-type spectral imaging chip comprises a photosensitive modulator and an image sensor;
the photosensitive modulation piece is used for acquiring a spectrum image of the flame at the furnace mouth through the lens group and modulating the spectrum image;
the image sensor is used for receiving the modulated spectrum image, converting the modulated spectrum image into an electric signal and transmitting the electric signal to the data processing equipment.
3. The system for monitoring the reaction in the converter of the steelmaking process according to claim 2, wherein the data processing equipment is a monitoring computer, and the monitoring computer is used for receiving the electric signal, performing spectrum restoration processing on the electric signal, performing spectrum analysis on a spectrum image obtained by the spectrum restoration processing, and monitoring the reaction state in the converter according to the result of the spectrum analysis; or (b)
The data processing equipment comprises a processing module and a monitoring terminal, wherein the processing module is integrated on the snapshot spectrum imaging chip;
the processing module is used for receiving the electric signal, carrying out spectrum restoration processing on the electric signal, and carrying out spectrum analysis on a spectrum image obtained by the spectrum restoration processing;
and the monitoring terminal is used for monitoring the reaction state in the furnace according to the result of the spectrum analysis.
4. The system for monitoring the reaction in a converter according to claim 1, wherein the data processing device is specifically configured to receive the spectral image, extract a region which is not interfered by smoke dust in the spectral image according to the brightness of the flame at the furnace mouth in the spectral image, perform spectral analysis on the region which is not interfered by smoke dust, and monitor the reaction state in the converter according to the result of the spectral analysis.
5. The system for monitoring the reaction in the converter steelmaking process according to claim 1, wherein the data processing equipment is specifically configured to receive the spectral image, perform spectral analysis on the spectral image, and pre-warn the abnormal reaction state in the converter according to the result of the spectral analysis.
6. A method for monitoring reaction in a converter steelmaking process, comprising:
acquiring a spectral image of the flame at the furnace mouth through the cooperation of the snapshot type spectral imaging chip and the lens group;
and carrying out spectral analysis on the spectral image, and monitoring the reaction state in the furnace according to the result of the spectral analysis.
7. The method for monitoring the reaction in a converter according to claim 6, wherein the spectral analysis is performed on the spectral image, and the reaction state in the converter is monitored according to the result of the spectral analysis, comprising:
inputting the spectral image into a spectral analysis model to obtain the furnace reaction state information output by the spectral analysis model; the spectrum analysis model is obtained by training a neural network based on a spectrum image data set marked with in-furnace reaction state information;
and monitoring the reaction state in the furnace according to the reaction state information in the furnace.
8. The method for monitoring the reaction in a converter according to claim 7, wherein the process for acquiring the spectral image dataset marked with the reaction state information in the converter comprises the steps of:
acquiring a spectrum image sample of furnace mouth flame in the whole steelmaking process of the converter, and constructing a whole steelmaking image set;
according to the brightness of the flame at the furnace mouth, determining areas which are not interfered by smoke dust in each spectrum image sample in the whole steelmaking image set respectively;
respectively acquiring spectral characteristic information corresponding to a region which is not interfered by smoke dust in each spectral image sample, and determining reaction state information in the furnace corresponding to each spectral image sample;
and respectively marking the spectral characteristic information and the in-furnace reaction state information corresponding to each spectral image sample, and secondarily marking the spectral image samples in a preset period when the abnormal reaction state in the furnace occurs and before the abnormal reaction state occurs to obtain a spectral image data set.
9. The method for monitoring the reaction in a converter according to claim 6, wherein the spectral analysis is performed on the spectral image, and the reaction state in the converter is monitored according to the result of the spectral analysis, comprising:
and carrying out spectral analysis on the spectral image, and carrying out early warning on the abnormal reaction state in the furnace according to the spectral analysis result.
10. The method for monitoring the reaction in a converter steelmaking process according to claim 6, wherein said spectroscopic image is subjected to spectroscopic analysis comprising:
and extracting the area which is not interfered by the smoke dust in the spectrum image according to the brightness of the flame at the furnace mouth in the spectrum image, and carrying out spectrum analysis on the area which is not interfered by the smoke dust.
CN202111315911.XA 2021-11-08 2021-11-08 In-furnace reaction monitoring system and method in converter steelmaking process Pending CN116086608A (en)

Priority Applications (1)

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CN202111315911.XA CN116086608A (en) 2021-11-08 2021-11-08 In-furnace reaction monitoring system and method in converter steelmaking process

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202111315911.XA CN116086608A (en) 2021-11-08 2021-11-08 In-furnace reaction monitoring system and method in converter steelmaking process

Publications (1)

Publication Number Publication Date
CN116086608A true CN116086608A (en) 2023-05-09

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Country Link
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