WO2022080106A1 - Display device, display method, control device, and computer program - Google Patents

Display device, display method, control device, and computer program Download PDF

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Publication number
WO2022080106A1
WO2022080106A1 PCT/JP2021/034868 JP2021034868W WO2022080106A1 WO 2022080106 A1 WO2022080106 A1 WO 2022080106A1 JP 2021034868 W JP2021034868 W JP 2021034868W WO 2022080106 A1 WO2022080106 A1 WO 2022080106A1
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WO
WIPO (PCT)
Prior art keywords
plant
information
guide information
display
alarm
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PCT/JP2021/034868
Other languages
French (fr)
Japanese (ja)
Inventor
正法 門脇
豊 明渡
建聖 渡邊
大也 藤井
七海 青木
Original Assignee
住友重機械工業株式会社
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Application filed by 住友重機械工業株式会社 filed Critical 住友重機械工業株式会社
Priority to KR1020237011289A priority Critical patent/KR20230087458A/en
Priority to JP2022557319A priority patent/JPWO2022080106A1/ja
Publication of WO2022080106A1 publication Critical patent/WO2022080106A1/en

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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0267Fault communication, e.g. human machine interface [HMI]
    • G05B23/0272Presentation of monitored results, e.g. selection of status reports to be displayed; Filtering information to the user
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0267Fault communication, e.g. human machine interface [HMI]
    • G05B23/027Alarm generation, e.g. communication protocol; Forms of alarm
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/048Interaction techniques based on graphical user interfaces [GUI]
    • G06F3/0484Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09GARRANGEMENTS OR CIRCUITS FOR CONTROL OF INDICATING DEVICES USING STATIC MEANS TO PRESENT VARIABLE INFORMATION
    • G09G5/00Control arrangements or circuits for visual indicators common to cathode-ray tube indicators and other visual indicators
    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09GARRANGEMENTS OR CIRCUITS FOR CONTROL OF INDICATING DEVICES USING STATIC MEANS TO PRESENT VARIABLE INFORMATION
    • G09G5/00Control arrangements or circuits for visual indicators common to cathode-ray tube indicators and other visual indicators
    • G09G5/14Display of multiple viewports
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/20Pc systems
    • G05B2219/24Pc safety
    • G05B2219/24091Display indication out of order, alarm indication

Definitions

  • the present invention relates to a display device, a display method, a control device, and a computer program.
  • sensors have been installed in monitored equipment such as plants, and the operating status of the monitored equipment has been monitored based on the data acquired by the sensors.
  • an alarm is issued and the guide information that describes the countermeasure policy is displayed to support the operator.
  • Guide information is created by a skilled person spending a great deal of time scrutinizing various information based on his or her own knowledge and experience.
  • the plant monitoring device described in Patent Document 1 merely displays recommended operations to be performed in routine work such as excluding the equipment under inspection from the monitoring target based on the past operation history.
  • the countermeasure policy when an alarm is issued often does not involve plant operation. Therefore, it is difficult to create guide information at the time of alarm issuance based on the past operation history of the plant.
  • Patent Document 1 discloses that "the operation guide selection pattern list” and “the operation guide pattern to be referred to is selected from” (paragraph [0047], FIG. 6). Since the pattern is only obtained from the past plant operation history, it does not allow the addition of new information.
  • an object of the present invention is to provide a display device, a display method, a control device, and a computer program that enable an inexperienced operator to easily add new guide information.
  • the present disclosure is a display device including a display screen, which is configured to display an area for adding guide information displayed when a warning regarding a plant operation status is generated on the display screen. offer.
  • the guide information is displayed in the first area of the display screen, and the area for adding the guide information is displayed in the second area juxtaposed with the first area of the display screen. You may.
  • At least one word included in the information describing the past operation status of the plant may be displayed, and the information including the selected word may be displayed on the display screen.
  • the word has a step of calculating the feature amount of at least one word based on the information describing the past operation status of the plant, and the importance of at least one word based on the feature amount of the word.
  • the word is extracted by executing the step of calculating the above, and the word may be configured to be displayed on the display screen together with the importance of the word.
  • the present disclosure provides a display method including a step of displaying an area for adding guide information displayed when a warning regarding a plant operation status is generated on a display screen of a display device.
  • the present disclosure is a control device for controlling a display device provided with a display screen, and is configured to display an area for adding guide information displayed when a warning regarding a plant operation status occurs on the display screen. Also, a control device is provided.
  • the present disclosure causes a computer for controlling a display device including a display screen to execute a step of displaying an area for adding guide information displayed when a warning regarding a plant operation status occurs on the display screen.
  • a computer program Provides a computer program.
  • FIG. 1 is a schematic view showing the overall configuration of the plant.
  • FIG. 2 is a functional block diagram of the plant, DCS and operation support system.
  • FIG. 3 is an example of guide information displayed on the display screen of the display device.
  • FIG. 4 is a functional block diagram of the important word extraction unit.
  • FIG. 5 is an example in which an excerpt list such as a driving diary and a free entry frame are displayed side by side.
  • FIG. 6 is a diagram showing a physical configuration of the driving support system 30.
  • FIG. 7 is a flowchart of a driving support method including a display method according to the present embodiment.
  • the monitored equipment to which the present invention is applied includes a plant.
  • the plant is intended for a power plant including a boiler, an incinerator plant, a chemical plant, a wastewater treatment plant, etc., for which process data can be obtained.
  • the process data in the incinerator such as waste may be, for example, the amount of air input to the incinerator and the temperature of the input air, the gas temperature at the outlet of the furnace, and the composition factor.
  • Process data in a chemical plant may include, for example, temperature differences between processes or between two or more thermocouples, operating pressure, generated distribution parameters (speed, density, etc.), cooling water flow rate, output measurements, valve sensor data, etc. including.
  • the process data in the wastewater treatment plant includes, for example, the amount of raw water inflow and outflow of the tank, the water level, the quality of treated water, the amount of operation of equipment such as various pumps, and the like, which are output from each sensor and each watt-hour meter.
  • FIG. 1 is a schematic view showing an overall configuration of plant 1, which is an example of a monitoring target to which the present invention is applied.
  • the plant 1 according to the present embodiment is a power generation plant including, for example, a circulating fluidized bed boiler (Circulating Fluidized Bed type) that burns fuel to generate steam while circulating a circulating material such as silica sand that flows at a high temperature.
  • a circulating fluidized bed boiler that burns fuel to generate steam while circulating a circulating material such as silica sand that flows at a high temperature.
  • a circulating fluidized bed boiler that burns fuel to generate steam while circulating a circulating material such as silica sand that flows at a high temperature.
  • a circulating fluidized bed boiler that burns fuel to generate steam while circulating a circulating material such as silica sand that flows at a high temperature.
  • non-fossil fuels woody biomass, waste tires, waste plastics, sludge, etc
  • the plant 1 is configured to burn fuel in the fireplace 2, separate the circulating material from the exhaust gas by a cyclone 3 functioning as a solid air separating device, and return the separated circulating material to the furnace 2 for circulation. There is.
  • the separated circulating material is returned to the lower part of the furnace 2 via the circulating material recovery pipe 4 connected below the cyclone 3.
  • the lower part of the circulation material recovery pipe 4 and the lower part of the furnace 2 are connected to each other via a loop seal portion 4a having a narrowed flow path.
  • a predetermined amount of circulating material is stored in the lower part of the circulating material recovery pipe 4.
  • the exhaust gas from which the circulating material has been removed by the cyclone 3 is supplied to the rear flue 5 via the exhaust gas flow path 3a.
  • the boiler is equipped with a fireplace 2 for burning fuel and a heat exchanger for generating steam or the like using the heat obtained by the combustion.
  • a fuel supply port 2a for supplying fuel is provided in the middle portion of the fireplace 2, and a gas outlet 2b for discharging combustion gas is provided in the upper part of the fireplace 2.
  • the fuel supplied to the fireplace 2 from the fuel supply device (not shown) is supplied to the inside of the fireplace 2 through the fuel supply port 2a.
  • a furnace wall pipe 6 for heating the boiler water supply is provided on the furnace wall of the fireplace 2. The boiler water supply flowing through the furnace wall pipe 6 is heated by combustion in the furnace 2.
  • the air for combustion and flow introduced from the lower air supply line 2c causes solid matter including fuel supplied from the fuel supply port 2a to flow, and the fuel flows while flowing, for example, about 800 to 900.
  • Burn at ° C. Combustion gas generated in the fireplace 2 is introduced into the cyclone 3 with a circulating material.
  • the cyclone 3 separates the circulating material and the gas by the centrifugal separation action, returns the circulating material separated through the circulating material recovery pipe 4 to the furnace 2, and returns the combustion gas from which the circulating material has been removed to the exhaust gas flow path 3a. To the rear flue 5.
  • the in-fireplace bed material stays at the bottom.
  • This bed material may contain a bed material having a coarse particle size unsuitable for circulating flow and exhaust combustion contaminants, and the bed material unsuitable for these circulating materials may cause flow failure. Therefore, in order to suppress flow failure, in the furnace 2, the bed material in the furnace is continuously or intermittently discharged to the outside from the discharge port 2d at the bottom. The discharged bed material is supplied to the furnace 2 again after removing unsuitable substances such as metal and coarse particle size on a circulation line (not shown), or is discarded as it is.
  • the circulatory material of the circulatory furnace 2 circulates in the circulatory system including the circulatory furnace 2, the cyclone 3, and the circulatory material recovery pipe 4.
  • the rear flue 5 has a flow path for flowing the gas discharged from the cyclone 3 to the rear stage.
  • the rear flue 5 has a superheater 10 for generating superheated steam and an economizer 12 for preheating the boiler water supply as an exhaust heat recovery unit for recovering the heat of the exhaust gas.
  • the exhaust gas flowing through the rear flue 5 is heat-exchanged with the steam flowing through the superheater 10 and the economizer 12 and the boiler supply water to be cooled. Further, it has a steam drum 8 in which boiler water supply that has passed through the economizer 12 is stored, and the steam drum 8 is also connected to a furnace wall pipe 6.
  • the economizer 12 transfers the heat of the exhaust gas to the boiler water supply to preheat the boiler water supply.
  • the economizer 12 is connected to the pump 7 by a pipe 21 while being connected to the steam drum 8 by a pipe 22.
  • the boiler water supplied from the pump 7 to the economizer 12 via the pipe 21 and preheated by the economizer 12 is supplied to the steam drum 8 via the pipe 22.
  • a precipitation pipe 8a and a furnace wall pipe 6 are connected to the steam drum 8.
  • the boiler water supply in the steam drum 8 descends the precipitation pipe 8a, is introduced into the furnace wall pipe 6 on the lower side of the furnace 2, and flows toward the steam drum 8.
  • the boiler water supply in the furnace wall pipe 6 is heated by the combustion heat generated in the furnace 2 and evaporates in the steam drum 8 to become steam.
  • a saturated steam pipe 8b for discharging internal steam is connected to the steam drum 8.
  • the saturated steam pipe 8b connects the steam drum 8 and the superheater 10.
  • the steam in the steam drum 8 is supplied to the superheater 10 via the saturated steam pipe 8b.
  • the superheater 10 uses the heat of the exhaust gas to superheat the steam to generate superheated steam.
  • the superheated steam passes through the pipe 10a, is supplied to the turbine 100 outside the plant 1, and is used for power generation.
  • the pressure and temperature of the steam discharged from the turbine 100 is lower than the pressure and temperature of the steam discharged from the superheater 10.
  • the pressure of the steam supplied to the turbine 100 is about 10 to 17 MPa, and the temperature is about 530 to 570 ° C.
  • the pressure of the steam discharged from the turbine 100 is about 3 to 5 MPa, and the temperature is about 350 to 400 ° C.
  • a condenser 102 is provided downstream of the turbine 100.
  • the steam discharged from the turbine 100 is supplied to the condenser 102, condensed in the condenser 102 and returned to saturated water, and then supplied to the pump 7.
  • a generator that converts the kinetic energy obtained by the rotation of the turbine 100 into electrical energy is connected to the turbine 100.
  • the pump 7a supplies make-up water so as to keep the water level of the condenser 102 constant.
  • FIG. 1 shows a make-up water flow rate u1 (an example of “process data”) replenished by the pump 7a.
  • the process data handled in this embodiment may be arbitrary data relating to the plant 1, but may be, for example, data obtained by measuring the state of the plant 1 with a sensor (an example of “process data”), and more specifically. May include measured values such as temperature, pressure and flow rate of plant 1.
  • FIG. 1 shows a boiler supply water flow rate u2 (an example of “process data”) supplied from the pump 7 to the economizer 12. Further, FIG. 1 shows a boiler outlet steam flow rate u3 (an example of “process data”) supplied from the superheater 10 to the turbine 100, and a saturated steam flow rate u4 (“process”) supplied from the steam drum 8 to the superheater 10. An example of "data”) is shown.
  • the make-up water flow rate u1 may be controlled to follow the saturated steam flow rate u4. Further, it may be controlled to adjust the boiler supply water flow rate u2 while monitoring both the boiler outlet steam flow rate u3 (or the superheated steam flow rate) and the liquid level of the steam drum 8.
  • the DCS (Distributed Control System, FIG. 2) 20 receives the process data of the plant 1 such as the make-up water flow rate u1, the boiler supply water flow rate u2, the boiler outlet steam flow rate u3, and the saturated steam flow rate u4 from the plant 1, and operates the plant 1. Monitor the situation and monitor the plant 1 for any abnormalities. As will be described later, the monitoring device 40 evaluates the process data based on the alarm determination logic set for each type of abnormality, and when it is determined that an abnormality has occurred, the monitoring device 50 causes the display device 50 to issue an alarm.
  • the process data related to the plant 1 may be other data.
  • the process data related to the plant 1 may be other data such as temperature and pressure, data calculated based on a plurality of process data, or data obtained from a sensor or the like that has not been calculated. You may.
  • FIG. 2 is a functional block diagram of the plant 1, DCS20 and the operation support system 30 according to the present embodiment.
  • DCS20 is a distributed control system for controlling plant 1.
  • the DCS 20 acquires process data from a sensor or the like installed in the plant 1 and supplies a control signal for controlling the plant 1 to the plant 1 based on the process data.
  • the operation support system 30 includes an edge / cloud computing unit 32 that acquires process data from the DCS 20, and a monitoring device 40 that acquires process data from the edge / cloud computing unit 32 and monitors the plant 1 based on the process data. Also equipped with a display device 50 for displaying the operating status of the plant 1 for the operator.
  • the monitoring device 40 (an example of a “control device”) also functions as a control device for controlling the display device 50. Specifically, the monitoring device 40 acquires process data, determines the presence or absence of an abnormality based on the process data, and if it is determined that an abnormality has occurred, an alarm is given to the display device 50 (an example of "warning"). To be notified. When issuing an alarm, the monitoring device 40 acquires information to be displayed when the alarm is issued, such as guide information (described later), from a database described later, and displays the information on the display screen of the display device 50.
  • guide information described later
  • the edge / cloud computing unit 32 includes a plurality of edge servers distributed in the peripheral portion of the network network, and a cloud data server that collects process data from the plurality of edge servers and provides them to the monitoring device 40.
  • a cloud data server that collects process data from the plurality of edge servers and provides them to the monitoring device 40.
  • the driving support system 30 does not necessarily have to include the edge / cloud computing unit 32. In that case, the driving support system 30 acquires the process data from the DCS 20 via the network.
  • the monitoring device 40 includes an alarm display control unit 42 and a storage unit 44.
  • the alarm display control unit 42 determines whether or not an alarm needs to be issued based on the process data acquisition unit 42A that acquires process data from the edge / cloud computing unit 32 and the process data acquired by the process data acquisition unit 42A.
  • the alarm judgment unit 42B and the alarm judgment unit 42B determine that it is necessary to issue an alarm, the alarm is issued and alarm-related information including guide information for guiding the response method when the alarm is issued is displayed. It includes an alarm information display unit 42C to be displayed on the device 50 and a standard guide setting unit 42D for setting standard guide information to be displayed on the display device 50.
  • the alarm display control unit 42 is configured so that guide information can be added.
  • the important word extraction unit 42E for extracting important words (an example of "word") from the daily driving report DB44C, the importance of the extracted important words, and a part of the daily driving report including the important words. It is provided with a guide additional setting unit 42F for displaying on the display device 50 as a candidate for guide information to be added and for receiving input of additional guide information to be added to the standard guide information.
  • the storage unit 44 of the monitoring device includes an alarm information DB 44A, a guide information DB 44B, and a daily operation report DB 44C. First, each database of the storage unit 44 will be described.
  • the alarm information DB 44A has an alarm determination logic (judgment criterion) for determining whether or not an alarm indicating an abnormality in plant 1 has occurred, and alarm history information (alarm identification information and alarm identification information) issued in the past, based on process data. Information including the date and time when the alarm occurred) is stored. Specifically, the alarm determination logic is associated with the alarm identification information, the alarm classification information, and the evaluation item name of the process data related to the alarm, and is stored for each alarm.
  • the alarm determination logic may define a criterion for determining whether the value of the process data exceeds the threshold based on the process data acquired from a single sensor, or may be a predetermined algorithm (machine learning). Acquired from multiple types of sensors according to (including those based on a predetermined trained model generated by, and mathematical or mathematical models derived by performing multivariate analysis etc. of process data of multiple sensors). It may specify the judgment criteria based on the processed process data.
  • the guide information DB 44B stores guide information for guiding the response method when an alarm is issued.
  • the guide information includes the standard guide information preset by the standard guide setting unit 42D and the additional guide information added by the guide additional setting unit 42F.
  • a sentence explaining a method of capturing an event from a graph entitled "1. Monitoring point (how to read the graph)" for each alarm and a process data entitled “2. Response method” are provided.
  • a sentence is recorded explaining how to optimize the condition of.
  • the method for optimizing the state of the process data is, for example, a method for optimizing the state in which the process data of interest exceeds the threshold value and keeping it within the threshold value.
  • FIG. 3 shows an example of guide information displayed on the display screen of the display device 50 when the issued alarm is “circulatory system temperature difference 1”.
  • Monitoring point how to read the graph
  • the definition of the temperature difference in the furnace and the calculation formula are described. With such an explanation, the operator can confirm how to capture the event from the graph, and it becomes easy to understand what kind of event is occurring.
  • items that the operator should check according to the magnitude of the temperature difference in the furnace are listed. With such an explanation, it becomes possible to confirm the method for optimizing the state of the process data.
  • the guide information may include an image, a legend graph, and the like in addition to character information and mathematical formulas. Further, it may have a function of displaying the time when the same alarm was issued in the past.
  • the daily operation report DB44C stores information on the actual operating status of the plant 1.
  • Information on the actual operating status of plant 1 is, for example, an operating diary (daily operating report) that records the results of an operator observing the operating status of the equipment in charge of plant 1 for the next operator to hand over. included.
  • Daily operation reports may be created for each equipment such as boilers and turbines, or for the entire plant.
  • the daily operation report is preferably prepared periodically (for example, at least once a day).
  • the information regarding the actual operating status of the plant 1 may include a monthly operation report, maintenance information of the equipment in charge, inspection records, repair information, and failure history.
  • the process data acquisition unit 42A acquires process data from the edge / cloud computing unit 32.
  • the alarm determination unit 42B determines whether or not an abnormality has occurred in the plant 1 based on the process data, and if it is determined that an abnormality has occurred, causes the display device 50 to issue an alarm. Specifically, the alarm determination unit 42B reads the alarm determination logic (determination standard) recorded in the alarm information DB 44A, and evaluates the process data according to this alarm determination logic. For example, the alarm determination unit 42B evaluates predetermined process data based on the alarm determination logic, and blows (like a boiler tube leak, metal materials such as tubes and pipes constituting the boiler are damaged and puncture. , A state in which internal steam leaks to the outside. Including a state in which there is a high possibility that a blast will occur in the future. The same shall apply hereinafter). In this case, the display device 50 is made to issue an alarm. At the same time, the alarm determination unit 42B records in the alarm information DB 44A that an abnormality has occurred.
  • the alarm determination logic determination standard
  • the alarm information display unit 42C determines that the alarm determination unit 42B needs to issue an alarm
  • the alarm information display unit 42C causes the display device 50 to display information for the operator to confirm the suitability of the alarm.
  • information on past and present alarms acquired from the alarm determination unit 42B is displayed in a list format.
  • the alarm information display unit 42C acquires the guide information corresponding to the selected alarm and displays it on the display screen.
  • the standard guide setting unit 42D is prepared in advance among the guide information corresponding to the alarm coping policy (including information that identifies the process data, etc. that the operator should check in order to determine the suitability of the alarm when the alarm is issued).
  • Set the standard guide information which is the set guide information.
  • Standard guide information is typically versatile information that a skilled operator sets before the plant is up and running (or information that can be set up before the plant is up and running) based on his or her knowledge and experience. Is.
  • the important word extraction unit 42E extracts important words (an example of "word") from the daily driving report DB44C in order to assist the operator in setting additional guide information.
  • the important word extraction unit 42E shown in the present embodiment extracts a plurality of words from a daily driving report or the like by using a known natural language processing method, and extracts important words by calculating the importance thereof.
  • FIG. 4 shows a functional block diagram of the important word extraction unit 42E.
  • the important word extraction unit 42E has an information extraction unit 42E1 that extracts words that can be important words from the daily driving report, and a feature amount that calculates statistical information of each word extracted by the information extraction unit 42E1. It includes a calculation unit 42E2 and an importance calculation unit 42E3 that calculates the importance of each word based on the statistical information of each word.
  • the information extraction unit 42E1 divides the daily driving report and other information, which is a natural language, into morphemes, performs morphological analysis to specify the morpheme whose part of speech is a word, and of the morphemes, unnecessary parts of speech and other parts of speech and important words. Perform unnecessary part-speech filtering and unnecessary word filtering to remove unnecessary words.
  • the feature amount calculation unit 42E2 calculates statistical information such as the number of appearances of words extracted by the information extraction unit 42E1. Specifically, the appearance frequency of each word (an example of a "feature amount”), the n-gram co-occurrence frequency (an example of a "feature amount”), and the frequency distribution (an example of a "feature amount”) are calculated.
  • the n-gram co-occurrence frequency is the co-occurrence frequency of N adjacent words.
  • the importance calculation unit 42E3 calculates information indicating the importance of each word based on the statistical information of each word calculated by the feature amount calculation unit 42E2.
  • the importance calculation unit 42E3 calculates information indicating importance based on, for example, TF (Term Frequency), IDF (Inverse Document Frequency), TF-IDF, or at least one of the connection frequencies.
  • TF (an example of "importance") divides the number of occurrences of a predetermined word contained in one document j (or sentence j ) by the total number of words contained in the document j (or sentence j ). It is a value calculated by this.
  • IDF (an example of "importance") is a value calculated as a logarithmic value obtained by dividing the total number of documents (or the total number of sentences) by the number of documents (or the number of sentences) in which a predetermined word appears.
  • TF indicates the frequency of occurrence of a predetermined word for each document (or sentence).
  • IDF indicates a low value for words that are used across multiple documents (or sentences).
  • TF-IDF is a value obtained by multiplying TF by IDF.
  • TF-IDF is an index showing a high value for a word that appears mainly in some documents (or sentences), not a word that is generally used across the board.
  • the importance calculation unit 42E3 extracts a word having a high TF-IDF value as an important word and displays it on the display device 50 together with the TF-IDF value (an example of “importance”).
  • Equation 1 shows an example of an equation for calculating TF (tf i, j ), IDF (idf i ) and TF-IDF (tfidf).
  • the importance calculation unit 42E3 may calculate information indicating the importance of each word based on the connection frequency (an example of "importance").
  • the connection frequency may be calculated based on the FLR method that counts the frequency at which one word and another word are used in a set, and the word having a high value may be extracted as an important word.
  • Higher importance words eg, "circulating particles” are often used in combination with other higher importance words (eg, "lower furnace temperature”), so it is important to use the connection frequency. It is also possible to extract words with a high degree.
  • FIG. 4 shows an example of the important word list L1 which is an example of the important word extracted by the important word extraction unit 42E and its importance (score).
  • the guide additional setting unit 42F sets the additional guide information to be added to the standard guide information.
  • the additional guide information is typically guide information based on information obtained by an operator observing the plant after the start of operation of the plant. Since the information is obtained by actually operating the plant, the additional guide information corresponds to the information reflecting the circumstances peculiar to the plant.
  • the standard guide information corresponds to the guide information that is likely to be applicable to other plants other than plant 1
  • the additional guide information may not be applicable to other plants other than plant 1. Is.
  • the guide additional setting unit 42F displays a free entry frame FL (an example of "area for adding guide information") for receiving additional guide information on the display screen of the display device 50.
  • the guide additional setting unit 42F accepts the information input by the operator in this free entry frame as additional guide information and records it in the guide information DB 44B.
  • the guide additional setting unit 42F further displays standard guide information, important words, and their importance in different areas of the display screen of the display device 50 in order to assist the operator in inputting additional guide information.
  • the list L1 (FIG. 4) showing the above is displayed.
  • the guide additional setting unit 42F accesses the daily driving report DB44C, reads a part of the daily driving report including the selected important word, and displays the display device 50. Display in different areas of the screen.
  • the guide addition setting unit 42F displays the standard guide information (FIG. 3) corresponding to the guide information before the addition, and the list L1 (FIG. 4) showing the important words and their importance. And, the excerpt part such as the driving diary including the selected important word and the free entry frame can be displayed at the same time.
  • the standard guide information (Fig. 3) and the free entry frame can be displayed side by side (that is, arranged so as to be at the same position in the vertical or horizontal direction of the display screen).
  • the standard guide information may be displayed in the area on the left side of the display screen (an example of the "first area"), and the free entry frame may be displayed in the area on the right side of the display screen (an example of the "second area").
  • the guide additional setting unit 42F accesses the daily driving report DB44C, reads and displays a part of the daily driving report including the newly selected important word. Display in different areas of the display screen of the device 50. By displaying in this way, it is possible to input additional guide information while referring to daily driving reports and the like relating to a plurality of important words.
  • FIG. 5 when the operator selects the important word "circulating particles", a list L2 of excerpts such as an operation diary including "circulating particles” and a free entry frame FL (guide entry column) are displayed on the display device. An example of juxtaposition on the display screens of 50 is shown. As shown in the figure, the guide additional setting unit 42F may highlight the selected important word.
  • the guide addition setting unit 42F may create a list L2 so as to extract sentences including important words for a plurality of dates and times from a driving diary or the like. By excerpting sentences containing important words for multiple dates and times, it becomes possible to efficiently find related sentences.
  • the guide addition setting unit 42F may create a list L2 so that sentences that contribute to the importance (for example, sentences with a large TF) are displayed at a higher level.
  • the guide additional setting unit 42F accesses the alarm information DB 44A and creates a list L2 so as to display the sentences and the like created on the day (or before and after) the alarm corresponding to the additional guide information at the upper level. You may.
  • the display device displays an area on the display screen for adding guide information displayed when a warning regarding the operation status of the plant is generated, and at the same time, the past when a warning of the same (or the same category) as this warning is generated. Information on the operating status of the plant is displayed at the same time.
  • FIG. 6 is a diagram showing a physical configuration for realizing the driving support system 30 according to the present embodiment.
  • the edge / cloud computing unit 32 can adopt a known physical configuration, the description thereof is omitted.
  • the driving support system 30 excluding the edge / cloud computing unit 32 will be described.
  • the physical configuration will be described.
  • the operation support system 30 includes a CPU (Central Processing Unit) 30A corresponding to a calculation unit, a RAM (Random Access Memory) 30B and a ROM (Read only Memory) 30C corresponding to a storage unit, a communication unit 30D, and an input unit 30E. And a display unit 30F.
  • a CPU Central Processing Unit
  • RAM Random Access Memory
  • ROM Read only Memory
  • Each of these configurations is connected to each other via a bus so that data can be transmitted and received.
  • the driving support system 30 is composed of one computer will be described, but the driving support system 30 may be composed of a plurality of computers.
  • the display unit 30F may be composed of a plurality of displays.
  • the configuration shown in FIG. 6 is only an example, and it is not necessary to have a part of these configurations.
  • a part of the configuration may be provided in a remote place.
  • a part of the ROM 30C may be provided at a remote location so that communication can be performed via a communication network.
  • the CPU 30A is a calculation unit that performs control processing, calculation processing, and the like included in the present disclosure by executing a computer program or the like recorded in the ROM 30C or the like.
  • the CPU 30A includes a processor.
  • the CPU 30A receives various information (including process data) from the RAM 30B, ROM 30C, communication unit 30D, input unit 30E, etc., displays the calculation processing result or the like on the display unit 30F, or stores it in the RAM 30B or ROM 30C.
  • the RAM 30B functions as a cache memory in the storage unit, and may be composed of a volatile semiconductor storage element such as a SRAM and a DRAM.
  • the ROM 30C functions as a main memory in the storage unit, and may be composed of, for example, a non-volatile semiconductor storage element such as a flash memory that can electrically rewrite information or an HDD that can magnetically rewrite information.
  • the ROM 30C may store, for example, a computer program and data for executing a process including each control and each arithmetic process shown in the present disclosure.
  • the communication unit 30D is an interface for connecting the driving support system 30 to another device such as the DCS 20.
  • the communication unit 30D may be connected to a communication network such as the Internet.
  • the input unit 30E accepts data input and the like (including selection of important words and input of additional guide information in the present disclosure) from the operator, and may include, for example, a mouse, a keyboard, and a touch panel.
  • the display unit 30F visually displays the calculation result by the CPU 30A, and may be composed of, for example, an LCD (Liquid Crystal Display).
  • FIG. 7 is a flowchart including such a display method.
  • standard guide information is created. Based on the standard guide setting unit 42D of the driving support system 30, a skilled operator should check the countermeasure policy (process data, etc. that the operator should check in order to judge the suitability of the alarm when the alarm is issued) for each alarm. Enter standard guide information that summarizes (including information that identifies).
  • the standard guide information is typically highly versatile guide information created in advance before the start of operation of plant 1, and may include information that can be used for other plants of the same type.
  • the input standard guide information is registered in the guide information DB 44B.
  • the operation of plant 1 is started.
  • the operator records an operation diary every day based on the actual operation status of the plant 1.
  • the daily operation report DB44C stores and stores the operation diary.
  • the alarm determination unit 42B evaluates the predetermined process data based on the alarm determination logic, and determines whether or not an abnormality has occurred.
  • the monitoring device 40 causes the display device 50 to issue an alarm and display guide information.
  • the guide information displayed at this time corresponds to the standard guide information set in advance. The operator responds to the alarm based on standard guide information.
  • the important word extraction unit 42E accesses the daily operation report DB44C and acquires information on the actual operation status such as the operation diary (step S71).
  • the important word extraction unit 42E extracts important words based on the acquired information (step S72).
  • a list of important words and importance, guide information at the present time, and a free entry frame FL are displayed.
  • the guide information and the free entry frame FL are displayed side by side in the horizontal direction of the display screen, for example.
  • the important word extraction unit 42E may be configured so that the important words to be extracted differ depending on the content of the alarm.
  • the importance calculation unit 42E3 may be configured to calculate the importance of a predetermined word so that the importance of the predetermined word becomes higher in advance for the predetermined alarm.
  • the information extraction unit 42E1 may be configured to filter words having low relevance to the alarm and exclude them from important words according to the content of the alarm.
  • the operator confirms the important word and the list of importance (step S73), and selects the important word with reference to the importance (score) (step S74).
  • the guide additional setting unit 42F accesses the daily driving report DB44C, reads a part of the daily driving report including the selected important word, and displays the display screen of the display device 50. Display in different areas. At this time, by displaying a plurality of candidates including sentences including important words, it is possible to efficiently find information suitable for additional guide information.
  • the operator determines whether or not there is information to be added to the guide information while checking the guide information and excerpts of the daily driving report (step S75).
  • the operator When it is determined that there is information to be added to the guide information (YES), the operator inputs the additional guide information to be added to the free entry frame FL based on the excerpt of the daily driving report or the like (step S77). ..
  • the guide additional setting unit 42F accepts the information input by the operator in the free entry frame FL as additional guide information and records it in the guide information DB 44B. After that, when the alarm is issued, the guide information including the additional guide information is displayed on the display screen of the display device 50.
  • the additional guide information may be information based on the difference in the specifications of the equipment of the plant.
  • the specifications of the equipment of the plant differ depending on the scale of power generation of the plant, etc., but the standard guide information may describe only the countermeasures applicable to boilers in general without considering such differences in the specifications of the equipment. ..
  • a boiler which is one of the equipment of a plant, has different regulation values for sulfur oxides (SOx) and nitrogen oxides (NOx) depending on the specifications.
  • SOx sulfur oxides
  • NOx nitrogen oxides
  • some boilers have a denitration device and a desulfurization device, and some do not.
  • different boilers may require different temperatures and pressures. Focusing on this point, the inventors of this application reflected the circumstances peculiar to the plant, such as the difference in the specifications of the equipment of the plant, by making it possible to add the guide information instead of fixing the guide information. I came up with the idea of creating guide information.
  • the information that is of high importance is narrowed down and configured to be viewed by guide creators such as operators, further reducing the load of creating guide information. It will be possible to do.
  • a machine learning method may be used for extracting important words and calculating the importance.
  • teacher data may be created in which the reward is actually added to the additional guide information.
  • the identification information of the operator who created the driving diary may be used as one factor.
  • Machine learning models include those using neural networks such as convolutional neural networks (CNN), those using regression models such as Gaussian process regression, and those using tree algorithms such as decision trees. It is also possible to use the edge / cloud computing unit 32 when collecting information for machine learning.
  • some components in one embodiment may be added to other embodiments within the normal creative abilities of those skilled in the art. Also, some components in one embodiment can be replaced with corresponding components in another embodiment.

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Abstract

[Problem] To provide a display device, a display method, a control device, and a computer program that make it possible even for inexperienced operators to easily add new guide information. [Solution] The invention is a display device comprising a display screen. A warning is issued by displaying a warning relating to the operation status of a plant on the display screen of the display device. The region for adding guide information displayed in such instances is displayed on the display screen.

Description

表示装置、表示方法、制御装置及びコンピュータプログラムDisplay device, display method, control device and computer program
 本発明は、表示装置、表示方法、制御装置及びコンピュータプログラムに関する。 The present invention relates to a display device, a display method, a control device, and a computer program.
 従来より、プラント等の監視対象設備にセンサを設置して、センサが取得するデータに基づいて、監視対象設備の稼働状況を監視することが行われている。監視対象設備に異常が発生した際には、アラームを発報するとともに、その対処方針が記載されたガイド情報を表示することにより、運転員を支援することが行われる。ガイド情報は、熟練員が自身の知識と経験に基づいて様々な情報を精査して多大な時間を費やすことによって、作成される。 Conventionally, sensors have been installed in monitored equipment such as plants, and the operating status of the monitored equipment has been monitored based on the data acquired by the sensors. When an abnormality occurs in the monitored equipment, an alarm is issued and the guide information that describes the countermeasure policy is displayed to support the operator. Guide information is created by a skilled person spending a great deal of time scrutinizing various information based on his or her own knowledge and experience.
 又、特許文献1には、「各運転状態において行われた操作を記録する」「プラント操作履歴保存部」(段落[0038])と、「操作履歴を所定の運転状態毎に分類し、運転状態毎の推奨動作である操作ガイドデータ」(段落[0040])を作成し、表示する「プラント監視装置」が記載されている。 Further, in Patent Document 1, "recording operations performed in each operating state", "plant operation history storage unit" (paragraph [0038]), and "operation history are classified for each predetermined operating state, and operation is performed. A "plant monitoring device" that creates and displays "operation guide data" (paragraph [0040]), which is a recommended operation for each state, is described.
特開2014-32633号公報Japanese Unexamined Patent Publication No. 2014-32633
 しかしながら、熟練員の知識等に基づいて作成されるガイド情報は、自ずと属人性が高いものとならざるを得ない。このため、経験の浅い運転員は、同様のガイド情報を容易に作成することができない。 However, the guide information created based on the knowledge of experts, etc., must naturally have a high degree of personality. Therefore, an inexperienced operator cannot easily create similar guide information.
 又、特許文献1記載のプラント監視装置は、そもそも、点検中の機器を監視対象から除外する、といったルーティン作業において行うべき推奨操作を、過去の操作履歴に基づいて表示するものに過ぎない。一方で、アラーム発報時の対処方針は、プラント操作を伴わない場合が少なくない。このため、プラントの過去の操作履歴に基づいてアラーム発報時におけるガイド情報を作成することは困難である。 Further, the plant monitoring device described in Patent Document 1 merely displays recommended operations to be performed in routine work such as excluding the equipment under inspection from the monitoring target based on the past operation history. On the other hand, the countermeasure policy when an alarm is issued often does not involve plant operation. Therefore, it is difficult to create guide information at the time of alarm issuance based on the past operation history of the plant.
 更に、特許文献1記載のプラント監視装置は、「操作ガイド選択パターンリスト」「から参照したい操作ガイドパターンを選択」(段落[0047]、図6)することを開示するものであるところ、操作ガイドパターンは、過去のプラント操作履歴から取得されたものに過ぎないから、新規な情報の追加を許容するものではない。 Further, the plant monitoring device described in Patent Document 1 discloses that "the operation guide selection pattern list" and "the operation guide pattern to be referred to is selected from" (paragraph [0047], FIG. 6). Since the pattern is only obtained from the past plant operation history, it does not allow the addition of new information.
 そこで本発明は、経験の浅い運転員でも容易に新規なガイド情報を追加することが可能となる、表示装置、表示方法、制御装置及びコンピュータプログラムを提供することを目的とする。 Therefore, an object of the present invention is to provide a display device, a display method, a control device, and a computer program that enable an inexperienced operator to easily add new guide information.
 本開示は、表示画面を備える表示装置であって、プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、前記表示画面に表示するように構成された、表示装置を提供する。 The present disclosure is a display device including a display screen, which is configured to display an area for adding guide information displayed when a warning regarding a plant operation status is generated on the display screen. offer.
 さらに、前記ガイド情報を前記表示画面の第1領域に表示し、前記ガイド情報を追加させるための前記領域を、前記表示画面の前記第1領域に並置される第2領域に表示するように構成してもよい。 Further, the guide information is displayed in the first area of the display screen, and the area for adding the guide information is displayed in the second area juxtaposed with the first area of the display screen. You may.
 さらに、前記プラントの過去の運転状況を記載した情報に含まれる少なくとも一つの単語を表示し、選択された前記単語を含む前記情報を、前記表示画面に表示するように構成してもよい。 Further, at least one word included in the information describing the past operation status of the plant may be displayed, and the information including the selected word may be displayed on the display screen.
 さらに、前記単語は、前記プラントの過去の運転状況を記載した情報に基づいて少なくとも一つの前記単語の特徴量を算出するステップと、前記単語の特徴量に基づいて少なくとも一つの前記単語の重要度を算出するステップと、を実行することにより抽出されたものであり、前記単語をその単語の前記重要度と共に、前記表示画面に表示するように構成してもよい。 Further, the word has a step of calculating the feature amount of at least one word based on the information describing the past operation status of the plant, and the importance of at least one word based on the feature amount of the word. The word is extracted by executing the step of calculating the above, and the word may be configured to be displayed on the display screen together with the importance of the word.
 本開示は、プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、表示装置の表示画面に表示させるステップを含む、表示方法を提供する。 The present disclosure provides a display method including a step of displaying an area for adding guide information displayed when a warning regarding a plant operation status is generated on a display screen of a display device.
 本開示は、表示画面を備える表示装置を制御する制御装置であって、プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、前記表示画面に表示させるように構成された、制御装置を提供する。 The present disclosure is a control device for controlling a display device provided with a display screen, and is configured to display an area for adding guide information displayed when a warning regarding a plant operation status occurs on the display screen. Also, a control device is provided.
 本開示は、表示画面を備える表示装置を制御するためのコンピュータに、プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、前記表示画面に表示させるステップを実行させる、コンピュータプログラムを提供する。 The present disclosure causes a computer for controlling a display device including a display screen to execute a step of displaying an area for adding guide information displayed when a warning regarding a plant operation status occurs on the display screen. Provide a computer program.
図1は、プラントの全体構成を示す概略図である。FIG. 1 is a schematic view showing the overall configuration of the plant. 図2は、プラント、DCS及び運転支援システムの機能ブロック図である。FIG. 2 is a functional block diagram of the plant, DCS and operation support system. 図3は、表示装置の表示画面に表示されるガイド情報の一例である。FIG. 3 is an example of guide information displayed on the display screen of the display device. 図4は、重要ワード抽出部の機能ブロック図である。FIG. 4 is a functional block diagram of the important word extraction unit. 図5は、運転日誌等の抜粋リストと自由記入枠とを並置表示された一例である。FIG. 5 is an example in which an excerpt list such as a driving diary and a free entry frame are displayed side by side. 図6は、運転支援システム30の物理的構成を示す図である。FIG. 6 is a diagram showing a physical configuration of the driving support system 30. 図7は、本実施形態に係る表示方法を含む運転支援方法のフローチャートである。FIG. 7 is a flowchart of a driving support method including a display method according to the present embodiment.
 以下、本発明の実施形態について図面を用いて説明する。以下の実施形態は、本発明を説明するための例示であり、本発明をその実施形態のみに限定する趣旨ではない。
  本発明が適用される監視対象設備は、プラントを含む。プラントは、例えば、ボイラを含む発電プラント、焼却プラント、化学プラント、排水処理プラント等、プロセスデータが取得できるものを対象としている。下記実施形態に記載する発電プラントにおけるプロセスデータの例示の他、廃棄物等の焼却プラントにおけるプロセスデータは、例えば、焼却炉への投入空気量及び投入空気温度、炉出口のガス温度及び組成因子、センサ等により計測される各部位の温度、圧力、流量、燃焼状態等の計測データ、等を含む。化学プラントにおけるプロセスデータは、例えば、プロセス間または2つ以上の熱電対間の温度差、動作圧力、生成物流パラメータ(速度、密度など)、冷却水の流量、出力測定値、バルブセンサデータ、等を含む。排水処理プラントにおけるプロセスデータは、例えば、各センサ及び各電力量計から出力される、タンクの原水流出入量、水位、処理水質、各種ポンプ等の機器運転の操作量、等を含む。
Hereinafter, embodiments of the present invention will be described with reference to the drawings. The following embodiments are examples for explaining the present invention, and the present invention is not intended to be limited only to the embodiments.
The monitored equipment to which the present invention is applied includes a plant. The plant is intended for a power plant including a boiler, an incinerator plant, a chemical plant, a wastewater treatment plant, etc., for which process data can be obtained. In addition to the examples of the process data in the power generation plant described in the following embodiments, the process data in the incinerator such as waste may be, for example, the amount of air input to the incinerator and the temperature of the input air, the gas temperature at the outlet of the furnace, and the composition factor. Includes measurement data such as temperature, pressure, flow rate, combustion state, etc. of each part measured by sensors and the like. Process data in a chemical plant may include, for example, temperature differences between processes or between two or more thermocouples, operating pressure, generated distribution parameters (speed, density, etc.), cooling water flow rate, output measurements, valve sensor data, etc. including. The process data in the wastewater treatment plant includes, for example, the amount of raw water inflow and outflow of the tank, the water level, the quality of treated water, the amount of operation of equipment such as various pumps, and the like, which are output from each sensor and each watt-hour meter.
 [プラントの説明]
  図1は、本発明が適用される監視対象の一例であるプラント1の全体構成を示す概略図である。本実施形態に係るプラント1は、例えば、高温で流動する珪砂等の循環材を循環させながら燃料を燃焼して蒸気を発生させる循環流動層ボイラ(Circulating Fluidized Bed型)を備える発電プラントである。プラント1の燃料としては、石炭等の化石燃料の他、例えば非化石燃料(木質バイオマス、廃タイヤ、廃プラスチック、スラッジ等)を使用することができる。プラント1で発生した蒸気は、タービン100の駆動に用いられる。
[Plant description]
FIG. 1 is a schematic view showing an overall configuration of plant 1, which is an example of a monitoring target to which the present invention is applied. The plant 1 according to the present embodiment is a power generation plant including, for example, a circulating fluidized bed boiler (Circulating Fluidized Bed type) that burns fuel to generate steam while circulating a circulating material such as silica sand that flows at a high temperature. As the fuel of the plant 1, in addition to fossil fuels such as coal, for example, non-fossil fuels (woody biomass, waste tires, waste plastics, sludge, etc.) can be used. The steam generated in the plant 1 is used to drive the turbine 100.
 プラント1は、火炉2内で燃料を燃焼させ、固気分離装置として機能するサイクロン3によって排ガスから循環材を分離し、分離された循環材を火炉2内に戻して循環させるように構成されている。分離された循環材は、サイクロン3の下方に接続された循環材回収管4を経由して火炉2の下部に返送される。なお、循環材回収管4の下部と火炉2の下部とは、流路が絞られたループシール部4aを介して接続されている。これにより、循環材回収管4の下部には所定量の循環材が貯められた状態となる。サイクロン3によって循環材が取り除かれた排ガスは、排ガス流路3aを経由して後部煙道5に供給される。 The plant 1 is configured to burn fuel in the fireplace 2, separate the circulating material from the exhaust gas by a cyclone 3 functioning as a solid air separating device, and return the separated circulating material to the furnace 2 for circulation. There is. The separated circulating material is returned to the lower part of the furnace 2 via the circulating material recovery pipe 4 connected below the cyclone 3. The lower part of the circulation material recovery pipe 4 and the lower part of the furnace 2 are connected to each other via a loop seal portion 4a having a narrowed flow path. As a result, a predetermined amount of circulating material is stored in the lower part of the circulating material recovery pipe 4. The exhaust gas from which the circulating material has been removed by the cyclone 3 is supplied to the rear flue 5 via the exhaust gas flow path 3a.
 ボイラは、燃料を燃焼させるための火炉2と、燃焼により得られた熱を用いて水蒸気等を発生させるための熱交換器を備える。火炉2の中間部には、燃料を供給する燃料供給口2aが設けられており、火炉2の上部には、燃焼ガスを排出するガス出口2bが設けられている。図示されていない燃料供給装置から火炉2に供給される燃料は、燃料供給口2aを介して火炉2の内部に供給される。又、火炉2の炉壁には、ボイラ給水を加熱するための炉壁管6が設けられている。炉壁管6を流れるボイラ給水は、火炉2での燃焼によって加熱される。 The boiler is equipped with a fireplace 2 for burning fuel and a heat exchanger for generating steam or the like using the heat obtained by the combustion. A fuel supply port 2a for supplying fuel is provided in the middle portion of the fireplace 2, and a gas outlet 2b for discharging combustion gas is provided in the upper part of the fireplace 2. The fuel supplied to the fireplace 2 from the fuel supply device (not shown) is supplied to the inside of the fireplace 2 through the fuel supply port 2a. Further, a furnace wall pipe 6 for heating the boiler water supply is provided on the furnace wall of the fireplace 2. The boiler water supply flowing through the furnace wall pipe 6 is heated by combustion in the furnace 2.
 火炉2内では、下部の給気ライン2cから導入される燃焼・流動用の空気により、燃料供給口2aから供給された燃料を含む固形物が流動し、燃料は流動しながら例えば約800~900℃で燃焼する。サイクロン3には、火炉2で発生した燃焼ガスが循環材を同伴しながら導入される。サイクロン3は、遠心分離作用により循環材と気体とを分離し、循環材回収管4を介して分離された循環材を火炉2に戻すとともに、循環材が除かれた燃焼ガスを排ガス流路3aから後部煙道5へと送出する。 In the furnace 2, the air for combustion and flow introduced from the lower air supply line 2c causes solid matter including fuel supplied from the fuel supply port 2a to flow, and the fuel flows while flowing, for example, about 800 to 900. Burn at ° C. Combustion gas generated in the fireplace 2 is introduced into the cyclone 3 with a circulating material. The cyclone 3 separates the circulating material and the gas by the centrifugal separation action, returns the circulating material separated through the circulating material recovery pipe 4 to the furnace 2, and returns the combustion gas from which the circulating material has been removed to the exhaust gas flow path 3a. To the rear flue 5.
 火炉2では、底部に炉内ベッド材と呼ばれる循環材の一部が滞留する。このベッド材には、循環流動に不適な粗い粒径を有するベッド材や排燃夾雑物が含まれることがあり、これらの循環材として不適なベッド材によって流動不良が発生することがある。そのため、流動不良を抑制するために、火炉2では、底部の排出口2dから炉内ベッド材が連続的又は断続的に外部に排出されている。排出されたベッド材は、図示されていない循環ライン上で金属や粗大粒径等の不適物を取り除いた後、再び火炉2に供給されるか、若しくはそのまま廃棄される。火炉2の循環材は、火炉2、サイクロン3及び循環材回収管4で構成される循環系内を循環する。 In the fireplace 2, a part of the circulating material called the in-fireplace bed material stays at the bottom. This bed material may contain a bed material having a coarse particle size unsuitable for circulating flow and exhaust combustion contaminants, and the bed material unsuitable for these circulating materials may cause flow failure. Therefore, in order to suppress flow failure, in the furnace 2, the bed material in the furnace is continuously or intermittently discharged to the outside from the discharge port 2d at the bottom. The discharged bed material is supplied to the furnace 2 again after removing unsuitable substances such as metal and coarse particle size on a circulation line (not shown), or is discarded as it is. The circulatory material of the circulatory furnace 2 circulates in the circulatory system including the circulatory furnace 2, the cyclone 3, and the circulatory material recovery pipe 4.
 後部煙道5は、サイクロン3から排出されたガスを後段へ流す流路を有している。後部煙道5は、排ガスの熱を回収する排熱回収部として、過熱蒸気を発生させる過熱器10と、ボイラ給水を予熱する節炭器12と、を有している。後部煙道5を流れる排ガスは、過熱器10及び節炭器12を流通する蒸気やボイラ給水と熱交換されて冷却される。又、節炭器12を通過したボイラ給水が貯留される蒸気ドラム8を有し、蒸気ドラム8は炉壁管6にも接続されている。 The rear flue 5 has a flow path for flowing the gas discharged from the cyclone 3 to the rear stage. The rear flue 5 has a superheater 10 for generating superheated steam and an economizer 12 for preheating the boiler water supply as an exhaust heat recovery unit for recovering the heat of the exhaust gas. The exhaust gas flowing through the rear flue 5 is heat-exchanged with the steam flowing through the superheater 10 and the economizer 12 and the boiler supply water to be cooled. Further, it has a steam drum 8 in which boiler water supply that has passed through the economizer 12 is stored, and the steam drum 8 is also connected to a furnace wall pipe 6.
 節炭器12は、排ガスの熱をボイラ給水に伝熱して、ボイラ給水を予熱するものである。節炭器12は、管21によってポンプ7と接続される一方、管22によって蒸気ドラム8と接続されている。ポンプ7から管21を経由して節炭器12に供給され、節炭器12によって予熱されたボイラ給水は、管22を経由して蒸気ドラム8に供給される。 The economizer 12 transfers the heat of the exhaust gas to the boiler water supply to preheat the boiler water supply. The economizer 12 is connected to the pump 7 by a pipe 21 while being connected to the steam drum 8 by a pipe 22. The boiler water supplied from the pump 7 to the economizer 12 via the pipe 21 and preheated by the economizer 12 is supplied to the steam drum 8 via the pipe 22.
 蒸気ドラム8には、降水管8a及び炉壁管6が接続されている。蒸気ドラム8内のボイラ給水は、降水管8aを下降し、火炉2の下部側で炉壁管6に導入されて蒸気ドラム8へ向かって流通する。炉壁管6内のボイラ給水は、火炉2内で発生する燃焼熱によって加熱されて、蒸気ドラム8内で蒸発し蒸気となる。 A precipitation pipe 8a and a furnace wall pipe 6 are connected to the steam drum 8. The boiler water supply in the steam drum 8 descends the precipitation pipe 8a, is introduced into the furnace wall pipe 6 on the lower side of the furnace 2, and flows toward the steam drum 8. The boiler water supply in the furnace wall pipe 6 is heated by the combustion heat generated in the furnace 2 and evaporates in the steam drum 8 to become steam.
 蒸気ドラム8には、内部の蒸気を排出する飽和蒸気管8bが接続されている。飽和蒸気管8bは、蒸気ドラム8と過熱器10とを接続している。蒸気ドラム8内の蒸気は、飽和蒸気管8bを経由して過熱器10に供給される。過熱器10は、排ガスの熱を用いて蒸気を過熱して過熱蒸気を生成するものである。過熱蒸気は、管10aを通り、プラント1外のタービン100に供給されて発電に利用される。 A saturated steam pipe 8b for discharging internal steam is connected to the steam drum 8. The saturated steam pipe 8b connects the steam drum 8 and the superheater 10. The steam in the steam drum 8 is supplied to the superheater 10 via the saturated steam pipe 8b. The superheater 10 uses the heat of the exhaust gas to superheat the steam to generate superheated steam. The superheated steam passes through the pipe 10a, is supplied to the turbine 100 outside the plant 1, and is used for power generation.
 タービン100から排出された蒸気の圧力と温度は、過熱器10から排出される蒸気の圧力と温度よりも低い。特に限定されるものではないが、タービン100へ供給される蒸気の圧力は、約10~17MPa程度であり、温度は約530~570℃程度となる。タービン100から排出される蒸気の圧力は、約3~5MPa程度であり、温度は約350~400℃程度となる。 The pressure and temperature of the steam discharged from the turbine 100 is lower than the pressure and temperature of the steam discharged from the superheater 10. Although not particularly limited, the pressure of the steam supplied to the turbine 100 is about 10 to 17 MPa, and the temperature is about 530 to 570 ° C. The pressure of the steam discharged from the turbine 100 is about 3 to 5 MPa, and the temperature is about 350 to 400 ° C.
 タービン100の下流には復水器102が設けられている。タービン100から排出された蒸気は復水器102に供給され、復水器102において凝縮して飽和水に戻された上でポンプ7へと供給される。タービン100には、タービン100の回転により得られる運動エネルギーを電気エネルギーに変換するジェネレータが接続される。 A condenser 102 is provided downstream of the turbine 100. The steam discharged from the turbine 100 is supplied to the condenser 102, condensed in the condenser 102 and returned to saturated water, and then supplied to the pump 7. A generator that converts the kinetic energy obtained by the rotation of the turbine 100 into electrical energy is connected to the turbine 100.
 ポンプ7aは、復水器102の水位を一定に保つように、補給水を供給する。図1では、ポンプ7aにより補給される補給水流量u1(「プロセスデータ」の一例)を示している。 The pump 7a supplies make-up water so as to keep the water level of the condenser 102 constant. FIG. 1 shows a make-up water flow rate u1 (an example of “process data”) replenished by the pump 7a.
 本実施形態で取り扱うプロセスデータは、プラント1に関する任意のデータであってよいが、例えば、プラント1の状態をセンサで測定したデータ(「プロセスデータ」の一例)であってよく、より具体的には、プラント1の温度、圧力及び流量等の測定値を含んでよい。図1では、ポンプ7から節炭器12に供給されるボイラ給水流量u2(「プロセスデータ」の一例)を示している。さらに、図1では、過熱器10からタービン100に供給されるボイラ出口蒸気流量u3(「プロセスデータ」の一例)を示し、蒸気ドラム8から過熱器10に供給される飽和蒸気流量u4(「プロセスデータ」の一例)を示している。なお、補給水流量u1は、飽和蒸気流量u4に追従するように制御されてよい。又、ボイラ出口蒸気流量u3(又は過熱蒸気流量)と、蒸気ドラム8の液面レベルの双方を監視しながら、ボイラ給水流量u2を調整するように制御されてよい。 The process data handled in this embodiment may be arbitrary data relating to the plant 1, but may be, for example, data obtained by measuring the state of the plant 1 with a sensor (an example of “process data”), and more specifically. May include measured values such as temperature, pressure and flow rate of plant 1. FIG. 1 shows a boiler supply water flow rate u2 (an example of “process data”) supplied from the pump 7 to the economizer 12. Further, FIG. 1 shows a boiler outlet steam flow rate u3 (an example of “process data”) supplied from the superheater 10 to the turbine 100, and a saturated steam flow rate u4 (“process”) supplied from the steam drum 8 to the superheater 10. An example of "data") is shown. The make-up water flow rate u1 may be controlled to follow the saturated steam flow rate u4. Further, it may be controlled to adjust the boiler supply water flow rate u2 while monitoring both the boiler outlet steam flow rate u3 (or the superheated steam flow rate) and the liquid level of the steam drum 8.
 プラント1を構成する管系統に破孔が生じた場合、補給水流量u1が上昇したり、ボイラ給水流量u2とボイラ出口蒸気流量u3の流量差が増大したりする。DCS(Distributed Control System、図2)20は、補給水流量u1、ボイラ給水流量u2、ボイラ出口蒸気流量u3及び飽和蒸気流量u4等のプラント1のプロセスデータをプラント1から受信し、プラント1の稼働状況を監視し、プラント1に異常が生じていないか監視する。後述するように、監視装置40は、異常の種類ごとに設定されるアラーム判定ロジックに基づいてプロセスデータを評価し、異常が発生したと判断した場合、表示装置50にアラームを発報させる。 When a hole occurs in the pipe system constituting the plant 1, the make-up water flow rate u1 increases, or the flow rate difference between the boiler supply water flow rate u2 and the boiler outlet steam flow rate u3 increases. The DCS (Distributed Control System, FIG. 2) 20 receives the process data of the plant 1 such as the make-up water flow rate u1, the boiler supply water flow rate u2, the boiler outlet steam flow rate u3, and the saturated steam flow rate u4 from the plant 1, and operates the plant 1. Monitor the situation and monitor the plant 1 for any abnormalities. As will be described later, the monitoring device 40 evaluates the process data based on the alarm determination logic set for each type of abnormality, and when it is determined that an abnormality has occurred, the monitoring device 50 causes the display device 50 to issue an alarm.
 なお、プロセスデータとして補給水流量u1、ボイラ給水流量u2、ボイラ出口蒸気流量u3及び飽和蒸気流量u4を例示したが、プラント1に関するプロセスデータは、他のデータであってもよい。プラント1に関するプロセスデータは、温度、圧力等の他のデータ、又は、複数のプロセスデータに基づいて算出されたデータであってもよいし、センサ等から取得された計算処理されていないデータであってもよい。 Although the make-up water flow rate u1, the boiler supply water flow rate u2, the boiler outlet steam flow rate u3, and the saturated steam flow rate u4 are exemplified as process data, the process data related to the plant 1 may be other data. The process data related to the plant 1 may be other data such as temperature and pressure, data calculated based on a plurality of process data, or data obtained from a sensor or the like that has not been calculated. You may.
 図2は、本実施形態に係るプラント1、DCS20及び運転支援システム30の機能ブロック図である。 FIG. 2 is a functional block diagram of the plant 1, DCS20 and the operation support system 30 according to the present embodiment.
 DCS20は、プラント1を制御するための分散制御システムである。DCS20は、プラント1に設置されるセンサ等からプロセスデータを取得し、これに基づいてプラント1を制御するための制御信号をプラント1に供給する。 DCS20 is a distributed control system for controlling plant 1. The DCS 20 acquires process data from a sensor or the like installed in the plant 1 and supplies a control signal for controlling the plant 1 to the plant 1 based on the process data.
 運転支援システム30は、DCS20からプロセスデータを取得するエッジ/クラウドコンピューティング部32と、エッジ/クラウドコンピューティング部32からプロセスデータを取得し、プロセスデータに基づいてプラント1を監視する監視装置40と、運転員のためにプラント1の稼働状況を表示する表示装置50とを備える。監視装置40(「制御装置」の一例)は、表示装置50を制御する制御装置としても機能する。具体的には、監視装置40は、プロセスデータを取得しこれに基づいて異常の有無を判断し、異常が発生していると判断された場合、表示装置50にアラーム(「警告」の一例)を発報させる。アラームを発報させる際、監視装置40は、ガイド情報(後述)等アラーム発報の際に表示させる情報を後述するデータベースから取得し、表示装置50の表示画面に表示させる。 The operation support system 30 includes an edge / cloud computing unit 32 that acquires process data from the DCS 20, and a monitoring device 40 that acquires process data from the edge / cloud computing unit 32 and monitors the plant 1 based on the process data. Also equipped with a display device 50 for displaying the operating status of the plant 1 for the operator. The monitoring device 40 (an example of a “control device”) also functions as a control device for controlling the display device 50. Specifically, the monitoring device 40 acquires process data, determines the presence or absence of an abnormality based on the process data, and if it is determined that an abnormality has occurred, an alarm is given to the display device 50 (an example of "warning"). To be notified. When issuing an alarm, the monitoring device 40 acquires information to be displayed when the alarm is issued, such as guide information (described later), from a database described later, and displays the information on the display screen of the display device 50.
 エッジ/クラウドコンピューティング部32は、ネットワーク網の周縁部に分散配置された複数のエッジサーバと、複数のエッジサーバからプロセスデータを収集し監視装置40に提供するクラウドデータサーバを備える。エッジ/クラウドコンピューティング部32を備えることにより、大規模な監視装置や、複数に分散される監視装置から、好適にプロセスデータを収集することが可能である。ただし、運転支援システム30は、必ずしも、エッジ/クラウドコンピューティング部32を備えなくてもよい。その場合、運転支援システム30は、ネットワークを介して、DCS20からプロセスデータを取得する。 The edge / cloud computing unit 32 includes a plurality of edge servers distributed in the peripheral portion of the network network, and a cloud data server that collects process data from the plurality of edge servers and provides them to the monitoring device 40. By providing the edge / cloud computing unit 32, it is possible to suitably collect process data from a large-scale monitoring device or a monitoring device distributed in a plurality of areas. However, the driving support system 30 does not necessarily have to include the edge / cloud computing unit 32. In that case, the driving support system 30 acquires the process data from the DCS 20 via the network.
 監視装置40は、アラーム表示制御部42と、記憶部44とを備える。
  アラーム表示制御部42は、エッジ/クラウドコンピューティング部32からプロセスデータを取得するプロセスデータ取得部42Aと、プロセスデータ取得部42Aによって取得されたプロセスデータに基づいてアラームの発報要否を判定するアラーム判定部42Bと、アラーム判定部42Bによりアラームの発報が必要と判定された場合に、アラームの発報とともにアラーム発報時の対応方法をガイドするためのガイド情報を含むアラーム関連情報を表示装置50に表示させるアラーム情報表示部42Cと、表示装置50に表示させる標準ガイド情報を設定するための標準ガイド設定部42Dとを備える。
The monitoring device 40 includes an alarm display control unit 42 and a storage unit 44.
The alarm display control unit 42 determines whether or not an alarm needs to be issued based on the process data acquisition unit 42A that acquires process data from the edge / cloud computing unit 32 and the process data acquired by the process data acquisition unit 42A. When the alarm judgment unit 42B and the alarm judgment unit 42B determine that it is necessary to issue an alarm, the alarm is issued and alarm-related information including guide information for guiding the response method when the alarm is issued is displayed. It includes an alarm information display unit 42C to be displayed on the device 50 and a standard guide setting unit 42D for setting standard guide information to be displayed on the display device 50.
 更にアラーム表示制御部42は、ガイド情報を追加可能に構成されている。具体的には、運転日報DB44Cから重要ワード(「単語」の一例)を抽出するための重要ワード抽出部42Eと、抽出された重要ワードの重要度及びその重要ワードを含む運転日報の一部を追加すべきガイド情報の候補として表示装置50に表示させるとともに、標準ガイド情報に追加される追加ガイド情報の入力を受け付けるガイド追加設定部42Fとを備える。 Further, the alarm display control unit 42 is configured so that guide information can be added. Specifically, the important word extraction unit 42E for extracting important words (an example of "word") from the daily driving report DB44C, the importance of the extracted important words, and a part of the daily driving report including the important words. It is provided with a guide additional setting unit 42F for displaying on the display device 50 as a candidate for guide information to be added and for receiving input of additional guide information to be added to the standard guide information.
 監視装置の記憶部44は、アラーム情報DB44A、ガイド情報DB44B及び運転日報DB44Cとを備える。まず、記憶部44の各データベースについて説明する。 The storage unit 44 of the monitoring device includes an alarm information DB 44A, a guide information DB 44B, and a daily operation report DB 44C. First, each database of the storage unit 44 will be described.
 アラーム情報DB44Aは、プロセスデータに基づいて、プラント1の異常等を示すアラームの発生有無を判断するためのアラーム判定ロジック(判断基準)及び過去に発報されたアラーム履歴情報(アラームの識別情報及びアラームの発生日時等を含む情報)を格納する。具体的には、アラーム判定ロジックは、アラームの識別情報、アラームの分類情報、アラームに関連するプロセスデータの評価項目名に関連付けられて、アラームごとに格納されている。アラーム判定ロジックは、単一のセンサから取得されるプロセスデータに基づいて、プロセスデータの値が閾値を越えるか否かという判断基準を規定するものであってもよいし、所定のアルゴリズム(機械学習によって生成された所定の学習済みモデルに基づくもの、及び、複数のセンサのプロセスデータを多変量解析等することにより導かれる数式又は数理モデルに基づくものを含む。)に従って、複数種類のセンサから取得されたプロセスデータに基づく判断基準を規定するものであってもよい。 The alarm information DB 44A has an alarm determination logic (judgment criterion) for determining whether or not an alarm indicating an abnormality in plant 1 has occurred, and alarm history information (alarm identification information and alarm identification information) issued in the past, based on process data. Information including the date and time when the alarm occurred) is stored. Specifically, the alarm determination logic is associated with the alarm identification information, the alarm classification information, and the evaluation item name of the process data related to the alarm, and is stored for each alarm. The alarm determination logic may define a criterion for determining whether the value of the process data exceeds the threshold based on the process data acquired from a single sensor, or may be a predetermined algorithm (machine learning). Acquired from multiple types of sensors according to (including those based on a predetermined trained model generated by, and mathematical or mathematical models derived by performing multivariate analysis etc. of process data of multiple sensors). It may specify the judgment criteria based on the processed process data.
 ガイド情報DB44Bは、アラーム発報時の対応方法をガイドするためのガイド情報を格納する。ガイド情報は、標準ガイド設定部42Dにより予め設定された標準ガイド情報と、ガイド追加設定部42Fにより追加された追加ガイド情報を含む。 The guide information DB 44B stores guide information for guiding the response method when an alarm is issued. The guide information includes the standard guide information preset by the standard guide setting unit 42D and the additional guide information added by the guide additional setting unit 42F.
 例えば、ガイド情報DB44Bには、アラームごとに「1.監視ポイント(グラフの見方)」と題されたグラフから事象を捉える方法を説明する文章と、「2.対応方法」と題されたプロセスデータの状態を適正化するための方法を説明する文章が記録される。なお、プロセスデータの状態を適正化するための方法とは、例えば、注目しているプロセスデータが閾値を超えている状態を適正化し、閾値以内とするための方法である。 For example, in the guide information DB 44B, a sentence explaining a method of capturing an event from a graph entitled "1. Monitoring point (how to read the graph)" for each alarm and a process data entitled "2. Response method" are provided. A sentence is recorded explaining how to optimize the condition of. The method for optimizing the state of the process data is, for example, a method for optimizing the state in which the process data of interest exceeds the threshold value and keeping it within the threshold value.
 図3には、発報されたアラームが「循環系温度差1」のときに、表示装置50の表示画面に表示されたガイド情報の一例が示される。「1.監視ポイント(グラフの見方)」には、炉内温度差の定義と、算出式とが記載されている。このような説明文によって、運転員は、グラフから事象を捉える方法を確認することができ、どのような事象が発生しているのか理解しやすくなる。「2.対応方法」には、炉内温度差の大小に応じて運転員が確認すべき項目が列挙されている。このような説明文によって、プロセスデータの状態を適正化するための方法を確認することが可能となる。なお、ガイド情報は、文字情報や数式等のほか画像や凡例グラフ等を含んでもよい。さらに、同一のアラームが過去に発報された時刻を表示する機能を備えてもよい。 FIG. 3 shows an example of guide information displayed on the display screen of the display device 50 when the issued alarm is “circulatory system temperature difference 1”. In "1. Monitoring point (how to read the graph)", the definition of the temperature difference in the furnace and the calculation formula are described. With such an explanation, the operator can confirm how to capture the event from the graph, and it becomes easy to understand what kind of event is occurring. In "2. Countermeasures", items that the operator should check according to the magnitude of the temperature difference in the furnace are listed. With such an explanation, it becomes possible to confirm the method for optimizing the state of the process data. The guide information may include an image, a legend graph, and the like in addition to character information and mathematical formulas. Further, it may have a function of displaying the time when the same alarm was issued in the past.
 運転日報DB44Cは、プラント1の実際の稼働状況に関する情報を格納する。プラント1の実際の稼働状況に関する情報とは、例えば、運転員がプラント1の担当設備の稼働状況を観察した結果を、次の運転員への引き継ぎのために記録する運転日誌(運転日報)が含まれる。運転日報は、ボイラ、タービン等の機器ごとに作成される場合もあるし、プラント全体について作成される場合もある。又、運転日報は、好ましくは、定期的に(例えば、少なくとも1日1回)作成される。プラント1の実際の稼働状況に関する情報は、運転月報、担当設備の維持管理情報、点検記録、修繕情報、故障来歴を含んでもよい。 The daily operation report DB44C stores information on the actual operating status of the plant 1. Information on the actual operating status of plant 1 is, for example, an operating diary (daily operating report) that records the results of an operator observing the operating status of the equipment in charge of plant 1 for the next operator to hand over. included. Daily operation reports may be created for each equipment such as boilers and turbines, or for the entire plant. In addition, the daily operation report is preferably prepared periodically (for example, at least once a day). The information regarding the actual operating status of the plant 1 may include a monthly operation report, maintenance information of the equipment in charge, inspection records, repair information, and failure history.
 次いでアラーム表示制御部42の各機能ブロックについて説明する。
  プロセスデータ取得部42Aは、エッジ/クラウドコンピューティング部32からプロセスデータを取得する。
Next, each functional block of the alarm display control unit 42 will be described.
The process data acquisition unit 42A acquires process data from the edge / cloud computing unit 32.
 アラーム判定部42Bは、プロセスデータに基づいて、プラント1の異常等の発生有無を判断し、異常が発生したと判断した場合、表示装置50にアラームを発報させる。具体的には、アラーム判定部42Bは、アラーム情報DB44Aに記録されているアラーム判定ロジック(判断基準)を読み出し、このアラーム判定ロジックに従ってプロセスデータを評価する。例えば、アラーム判定部42Bは、所定のプロセスデータをアラーム判定ロジックに基づいて評価し、噴破(ボイラチューブリークのように、ボイラを構成するチューブ及びパイプ等の金属材料が損傷して破孔し、内部の蒸気が外部に漏洩する状態。将来噴破が発生する可能性が高い状態を含む。以下同じ)というプラント1に生じ得る異常の発生有無を判断し、噴破が発生したと判断した場合、表示装置50にアラームを発報させる。同時に、アラーム判定部42Bは、異常が発生したことをアラーム情報DB44Aに記録する。 The alarm determination unit 42B determines whether or not an abnormality has occurred in the plant 1 based on the process data, and if it is determined that an abnormality has occurred, causes the display device 50 to issue an alarm. Specifically, the alarm determination unit 42B reads the alarm determination logic (determination standard) recorded in the alarm information DB 44A, and evaluates the process data according to this alarm determination logic. For example, the alarm determination unit 42B evaluates predetermined process data based on the alarm determination logic, and blows (like a boiler tube leak, metal materials such as tubes and pipes constituting the boiler are damaged and puncture. , A state in which internal steam leaks to the outside. Including a state in which there is a high possibility that a blast will occur in the future. The same shall apply hereinafter). In this case, the display device 50 is made to issue an alarm. At the same time, the alarm determination unit 42B records in the alarm information DB 44A that an abnormality has occurred.
 アラーム情報表示部42Cは、アラーム判定部42Bによりアラームの発報が必要と判定されると、運転員がアラームの適否を確認するための情報を、表示装置50に表示させる。表示装置50の表示画面には、アラーム判定部42Bから取得した過去及び現在のアラームに関する情報がリスト形式で表示される。又、運転員が所定のアラームをダブルクリック(選択)すると、アラーム情報表示部42Cは、選択されたアラームに対応するガイド情報を取得し、表示画面に表示させる。 When the alarm information display unit 42C determines that the alarm determination unit 42B needs to issue an alarm, the alarm information display unit 42C causes the display device 50 to display information for the operator to confirm the suitability of the alarm. On the display screen of the display device 50, information on past and present alarms acquired from the alarm determination unit 42B is displayed in a list format. Further, when the operator double-clicks (selects) a predetermined alarm, the alarm information display unit 42C acquires the guide information corresponding to the selected alarm and displays it on the display screen.
 標準ガイド設定部42Dは、アラームの対処方針(アラーム発報時にアラームの適否を判断するために、運転員が確認すべきプロセスデータ等を特定する情報を含む)に相当するガイド情報のうち、予め設定されたガイド情報である標準ガイド情報を設定する。標準ガイド情報は、典型的には、熟練の運転員が自身の知識と経験に基づいてプラントを稼働する前に設定する(又は、プラントを稼働する前に設定可能な情報)汎用性の高い情報である。 The standard guide setting unit 42D is prepared in advance among the guide information corresponding to the alarm coping policy (including information that identifies the process data, etc. that the operator should check in order to determine the suitability of the alarm when the alarm is issued). Set the standard guide information, which is the set guide information. Standard guide information is typically versatile information that a skilled operator sets before the plant is up and running (or information that can be set up before the plant is up and running) based on his or her knowledge and experience. Is.
 重要ワード抽出部42Eは、運転員による追加ガイド情報の設定を補助するために、運転日報DB44Cから重要ワード(「単語」の一例)を抽出する。本実施形態に示される重要ワード抽出部42Eは、知られた自然言語処理の手法を用いて、運転日報等から複数の単語を抽出し、その重要度を算出することによって重要ワードを抽出する。図4は、重要ワード抽出部42Eの機能ブロック図を示す。同図に示されるように、重要ワード抽出部42Eは、運転日報から重要ワードとなり得る単語を抽出する情報抽出部42E1と、情報抽出部42E1によって抽出された各単語の統計情報を算出する特徴量算出部42E2と、各単語の統計情報に基づいて、各単語の重要度を算出する重要度算出部42E3とを備える。 The important word extraction unit 42E extracts important words (an example of "word") from the daily driving report DB44C in order to assist the operator in setting additional guide information. The important word extraction unit 42E shown in the present embodiment extracts a plurality of words from a daily driving report or the like by using a known natural language processing method, and extracts important words by calculating the importance thereof. FIG. 4 shows a functional block diagram of the important word extraction unit 42E. As shown in the figure, the important word extraction unit 42E has an information extraction unit 42E1 that extracts words that can be important words from the daily driving report, and a feature amount that calculates statistical information of each word extracted by the information extraction unit 42E1. It includes a calculation unit 42E2 and an importance calculation unit 42E3 that calculates the importance of each word based on the statistical information of each word.
 情報抽出部42E1は、自然言語である運転日報その他の情報を、形態素に分割し、品詞が単語である形態素を特定する形態素解析と、形態素のうち、助詞その他の品詞及び重要ワードとなり得ない不要な単語を取り除く不要品詞フィルタリング及び不要ワードフィルタリングを実行する。 The information extraction unit 42E1 divides the daily driving report and other information, which is a natural language, into morphemes, performs morphological analysis to specify the morpheme whose part of speech is a word, and of the morphemes, unnecessary parts of speech and other parts of speech and important words. Perform unnecessary part-speech filtering and unnecessary word filtering to remove unnecessary words.
 特徴量算出部42E2は、情報抽出部42E1によって抽出された単語の出現回数等の統計情報を算出する。具体的には、各単語の出現頻度(「特徴量」の一例)、n-gram共起頻度(「特徴量」の一例)及び頻度分布(「特徴量」の一例)を算出する。なお、n-gram共起頻度は、N個の隣接する単語の共起頻度である。 The feature amount calculation unit 42E2 calculates statistical information such as the number of appearances of words extracted by the information extraction unit 42E1. Specifically, the appearance frequency of each word (an example of a "feature amount"), the n-gram co-occurrence frequency (an example of a "feature amount"), and the frequency distribution (an example of a "feature amount") are calculated. The n-gram co-occurrence frequency is the co-occurrence frequency of N adjacent words.
 重要度算出部42E3は、特徴量算出部42E2によって算出された各単語の統計情報に基づいて各単語の重要度を示す情報を算出する。重要度算出部42E3は、例えば、TF(Term Frequency)、IDF(Inverse Document Frequency)、TF-IDF、又は、連接頻度の少なくとも一つに基づいて重要度を示す情報を算出する。 The importance calculation unit 42E3 calculates information indicating the importance of each word based on the statistical information of each word calculated by the feature amount calculation unit 42E2. The importance calculation unit 42E3 calculates information indicating importance based on, for example, TF (Term Frequency), IDF (Inverse Document Frequency), TF-IDF, or at least one of the connection frequencies.
 ここでTF(「重要度」の一例)は、1つの文書(又は文章)に含まれる所定の単語の出現回数を、その文書(又は文章)に含まれる総単語数で除算することにより算出される値である。IDF(「重要度」の一例)は、総文書数(又は総文章数)を所定の単語が出現する文書数(又は文章数)で除算した値の対数値として算出される値である。TFは、文書ごと(又は文章ごと)の所定の単語の出現頻度を示す。IDFは、複数の文書(又は文章)に亘って横断的に使用される単語について低い値を示す。TF-IDFは、TFにIDFを乗じた値である。従って、TF-IDF(「重要度」の一例)は、横断的に汎用される単語ではなく、一部の文書(又は文章)にのみ重点的に出現する単語について高い値を示す指標である。重要度算出部42E3は、例えば、TF-IDFが高い値を有する単語を重要ワードとして抽出し、TF-IDFの値(「重要度」の一例)と共に表示装置50に表示させる。数1は、TF(tfi,j)、IDF(idfi)及びTF-IDF(tfidf)を算出するための式の一例を示す。
Figure JPOXMLDOC01-appb-M000001
Here, TF (an example of "importance") divides the number of occurrences of a predetermined word contained in one document j (or sentence j ) by the total number of words contained in the document j (or sentence j ). It is a value calculated by this. IDF (an example of "importance") is a value calculated as a logarithmic value obtained by dividing the total number of documents (or the total number of sentences) by the number of documents (or the number of sentences) in which a predetermined word appears. TF indicates the frequency of occurrence of a predetermined word for each document (or sentence). IDF indicates a low value for words that are used across multiple documents (or sentences). TF-IDF is a value obtained by multiplying TF by IDF. Therefore, TF-IDF (an example of "importance") is an index showing a high value for a word that appears mainly in some documents (or sentences), not a word that is generally used across the board. For example, the importance calculation unit 42E3 extracts a word having a high TF-IDF value as an important word and displays it on the display device 50 together with the TF-IDF value (an example of “importance”). Equation 1 shows an example of an equation for calculating TF (tf i, j ), IDF (idf i ) and TF-IDF (tfidf).
Figure JPOXMLDOC01-appb-M000001
 重要度算出部42E3は、連接頻度(「重要度」の一例)に基づいて各単語の重要度を示す情報を算出してもよい。例えば、ある単語と他の単語がセットで使用された頻度をカウントするFLR法に基づいて連接頻度を算出し、高い値を有する単語を重要ワードとして抽出してもよい。重要度が高い単語(例えば、「循環粒子」)は、他の重要度が高い単語(例えば、「下炉下部温度」)とセットで使用されることが多いため、連接頻度を用いることにより重要度が高い単語を抽出することも可能である。図4には、重要ワード抽出部42Eによって抽出された重要ワード及びその重要度(スコア)の一例である重要ワードリストL1の一例が示される。 The importance calculation unit 42E3 may calculate information indicating the importance of each word based on the connection frequency (an example of "importance"). For example, the connection frequency may be calculated based on the FLR method that counts the frequency at which one word and another word are used in a set, and the word having a high value may be extracted as an important word. Higher importance words (eg, "circulating particles") are often used in combination with other higher importance words (eg, "lower furnace temperature"), so it is important to use the connection frequency. It is also possible to extract words with a high degree. FIG. 4 shows an example of the important word list L1 which is an example of the important word extracted by the important word extraction unit 42E and its importance (score).
 ガイド追加設定部42Fは、標準ガイド情報に追加される追加ガイド情報を設定する。追加ガイド情報は、典型的には、プラントの稼働開始後に運転員がプラントを観察等することにより得られた情報に基づくガイド情報である。プラントを実際に稼働することにより得られた情報であることから、追加ガイド情報は、プラント特有の事情を反映した情報に相当する。 The guide additional setting unit 42F sets the additional guide information to be added to the standard guide information. The additional guide information is typically guide information based on information obtained by an operator observing the plant after the start of operation of the plant. Since the information is obtained by actually operating the plant, the additional guide information corresponds to the information reflecting the circumstances peculiar to the plant.
 従って、標準ガイド情報がプラント1以外の他のプラントにも適用できる可能性が高いガイド情報に相当する一方で、追加ガイド情報は、プラント1以外の他のプラントに適用できない可能性を有するガイド情報である。 Therefore, while the standard guide information corresponds to the guide information that is likely to be applicable to other plants other than plant 1, the additional guide information may not be applicable to other plants other than plant 1. Is.
 ガイド追加設定部42Fは、表示装置50の表示画面に、追加ガイド情報を受け付けるための自由記入枠FL(「ガイド情報を追加させるための領域」の一例)を表示させる。ガイド追加設定部42Fは、運転員がこの自由記入枠に入力した情報を追加ガイド情報として受け付け、ガイド情報DB44Bに記録する。 The guide additional setting unit 42F displays a free entry frame FL (an example of "area for adding guide information") for receiving additional guide information on the display screen of the display device 50. The guide additional setting unit 42F accepts the information input by the operator in this free entry frame as additional guide information and records it in the guide information DB 44B.
 本実施形態に係るガイド追加設定部42Fは、更に、運転員による追加ガイド情報の入力を補助するために、表示装置50の表示画面の異なる領域に、標準ガイド情報と、重要ワード及びその重要度を示すリストL1(図4)とを表示させる。 The guide additional setting unit 42F according to the present embodiment further displays standard guide information, important words, and their importance in different areas of the display screen of the display device 50 in order to assist the operator in inputting additional guide information. The list L1 (FIG. 4) showing the above is displayed.
 加えてガイド追加設定部42Fは、運転員によって重要ワードの一つが選択された場合、運転日報DB44Cにアクセスし、選択された重要ワードを含む運転日報等の一部を読み取り、表示装置50の表示画面の異なる領域に表示させる。 In addition, when one of the important words is selected by the operator, the guide additional setting unit 42F accesses the daily driving report DB44C, reads a part of the daily driving report including the selected important word, and displays the display device 50. Display in different areas of the screen.
 従って運転員が追加ガイド情報を入力するとき、ガイド追加設定部42Fは、追加前のガイド情報に相当する標準ガイド情報(図3)と、重要ワード及びその重要度を示すリストL1(図4)と、選択された重要ワードを含む運転日誌等の抜粋部分と、自由記入枠とを同時に表示可能に構成される。 Therefore, when the operator inputs the additional guide information, the guide addition setting unit 42F displays the standard guide information (FIG. 3) corresponding to the guide information before the addition, and the list L1 (FIG. 4) showing the important words and their importance. And, the excerpt part such as the driving diary including the selected important word and the free entry frame can be displayed at the same time.
 標準ガイド情報(図3)と、自由記入枠は、並置して(すなわち、表示画面の縦方向又は横方向の同じ位置となるように並べて)表示可能に構成することが好ましい。例えば標準ガイド情報を表示画面の左側の領域(「第1領域」の一例)の表示し、自由記入枠を表示画面の右側の領域(「第2領域」の一例)に表示させてもよい。このように表示させることにより、標準ガイド情報を確認しながら、標準ガイド情報に矛盾しない内容を追加ガイド情報として入力させることが可能となる。 It is preferable that the standard guide information (Fig. 3) and the free entry frame can be displayed side by side (that is, arranged so as to be at the same position in the vertical or horizontal direction of the display screen). For example, the standard guide information may be displayed in the area on the left side of the display screen (an example of the "first area"), and the free entry frame may be displayed in the area on the right side of the display screen (an example of the "second area"). By displaying in this way, it is possible to input content that does not contradict the standard guide information as additional guide information while confirming the standard guide information.
 また、ガイド追加設定部42Fは、リストL1の異なる重要ワードが運転員によって選択された場合、運転日報DB44Cにアクセスし、新たに選択された重要ワードを含む運転日報等の一部を読み取り、表示装置50の表示画面の異なる領域に表示させる。このように表示させることにより、複数の重要ワードに関する運転日報等を参照しながら、追加ガイド情報を入力させることが可能となる。 Further, when a different important word in the list L1 is selected by the operator, the guide additional setting unit 42F accesses the daily driving report DB44C, reads and displays a part of the daily driving report including the newly selected important word. Display in different areas of the display screen of the device 50. By displaying in this way, it is possible to input additional guide information while referring to daily driving reports and the like relating to a plurality of important words.
 図5には、運転員が「循環粒子」という重要ワードを選択した場合に、「循環粒子」を含む運転日誌等の抜粋のリストL2と、自由記入枠FL(ガイド記入欄)を、表示装置50の表示画面に並置させた一例を示す。同図に示されるように、ガイド追加設定部42Fは、選択された重要ワードを強調表示させてもよい。 In FIG. 5, when the operator selects the important word "circulating particles", a list L2 of excerpts such as an operation diary including "circulating particles" and a free entry frame FL (guide entry column) are displayed on the display device. An example of juxtaposition on the display screens of 50 is shown. As shown in the figure, the guide additional setting unit 42F may highlight the selected important word.
 同図に示されるように、ガイド追加設定部42Fは、運転日誌等から、複数の日時について、重要ワードを含む文章を抜粋するように、リストL2を作成してもよい。複数の日時について、重要ワードを含む文章を抜粋することにより、関連する文章を効率良く発見することが可能になる。 As shown in the figure, the guide addition setting unit 42F may create a list L2 so as to extract sentences including important words for a plurality of dates and times from a driving diary or the like. By excerpting sentences containing important words for multiple dates and times, it becomes possible to efficiently find related sentences.
 又、ガイド追加設定部42Fは、重要度に貢献した文章(例えば、TFが大きい文章)を上位に表示するようにリストL2を作成してもよい。 Further, the guide addition setting unit 42F may create a list L2 so that sentences that contribute to the importance (for example, sentences with a large TF) are displayed at a higher level.
 更に、ガイド追加設定部42Fは、アラーム情報DB44Aにアクセスし、追加ガイド情報に対応するアラームが発生した日(又はその前後)に作成された文章等を上位に表示するようにリストL2を作成してもよい。この態様に係る表示装置は、プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を表示画面に表示するとともに、この警告と同一(又は同一カテゴリ)の警告発生時における過去のプラントの運転状況に関する情報を、同時に表示する。 Further, the guide additional setting unit 42F accesses the alarm information DB 44A and creates a list L2 so as to display the sentences and the like created on the day (or before and after) the alarm corresponding to the additional guide information at the upper level. You may. The display device according to this aspect displays an area on the display screen for adding guide information displayed when a warning regarding the operation status of the plant is generated, and at the same time, the past when a warning of the same (or the same category) as this warning is generated. Information on the operating status of the plant is displayed at the same time.
 図6は、本実施形態に係る運転支援システム30を実現するための物理的構成を示す図である。但し、エッジ/クラウドコンピューティング部32は、知られた物理的構成を採用することが可能であるため、説明を省略し、以下では、エッジ/クラウドコンピューティング部32を除いた運転支援システム30の物理的構成について説明する。 FIG. 6 is a diagram showing a physical configuration for realizing the driving support system 30 according to the present embodiment. However, since the edge / cloud computing unit 32 can adopt a known physical configuration, the description thereof is omitted. In the following, the driving support system 30 excluding the edge / cloud computing unit 32 will be described. The physical configuration will be described.
 運転支援システム30は、演算部に相当するCPU(Central Processing Unit)30Aと、記憶部に相当するRAM(Random Access Memory)30B及びROM(Read only Memory)30Cと、通信部30Dと、入力部30Eと、表示部30Fとを有する。これらの各構成は、バスを介して相互にデータ送受信可能に接続される。なお、本例では運転支援システム30が一台のコンピュータで構成される場合について説明するが、運転支援システム30は、複数台のコンピュータから構成されてもよい。例えば、表示部30Fは、複数台のディスプレイから構成されてもよい。また、図6で示す構成は一例に過ぎず、これらの構成のうち一部を有さなくてもよい。さらに、構成の一部が遠隔地に設けられてもよい。例えば、ROM30Cの一部を遠隔地に設け、通信ネットワークを介して通信可能に構成してもよい。 The operation support system 30 includes a CPU (Central Processing Unit) 30A corresponding to a calculation unit, a RAM (Random Access Memory) 30B and a ROM (Read only Memory) 30C corresponding to a storage unit, a communication unit 30D, and an input unit 30E. And a display unit 30F. Each of these configurations is connected to each other via a bus so that data can be transmitted and received. In this example, the case where the driving support system 30 is composed of one computer will be described, but the driving support system 30 may be composed of a plurality of computers. For example, the display unit 30F may be composed of a plurality of displays. Further, the configuration shown in FIG. 6 is only an example, and it is not necessary to have a part of these configurations. Further, a part of the configuration may be provided in a remote place. For example, a part of the ROM 30C may be provided at a remote location so that communication can be performed via a communication network.
 CPU30Aは、ROM30C等に記録されたコンピュータプログラム等を実行することにより、本開示に含まれる制御処理及び演算処理等を行う演算部である。CPU30Aは、プロセッサを備える。CPU30Aは、RAM30B、ROM30C、通信部30D及び入力部30E等から種々の情報(プロセスデータを含む)を受け取り、演算処理結果等を表示部30Fに表示させたり、RAM30BまたはROM30Cに格納させたりする。 The CPU 30A is a calculation unit that performs control processing, calculation processing, and the like included in the present disclosure by executing a computer program or the like recorded in the ROM 30C or the like. The CPU 30A includes a processor. The CPU 30A receives various information (including process data) from the RAM 30B, ROM 30C, communication unit 30D, input unit 30E, etc., displays the calculation processing result or the like on the display unit 30F, or stores it in the RAM 30B or ROM 30C.
 RAM30Bは、記憶部のうちキャッシュメモリとして機能するものであり、例えばSRAM及びDRAM等の揮発性半導体記憶素子で構成されてよい。 The RAM 30B functions as a cache memory in the storage unit, and may be composed of a volatile semiconductor storage element such as a SRAM and a DRAM.
 ROM30Cは、記憶部のうちメインメモリとして機能するものであり、例えばフラッシュメモリ等の電気的に情報を書き換え可能な不揮発性半導体記憶素子又は磁気的に情報を書き換え可能なHDDで構成されてよい。ROM30Cは、例えば、本開示に示される各制御及び各演算処理を含む処理を実行するためのコンピュータプログラム及びデータを記憶してよい。 The ROM 30C functions as a main memory in the storage unit, and may be composed of, for example, a non-volatile semiconductor storage element such as a flash memory that can electrically rewrite information or an HDD that can magnetically rewrite information. The ROM 30C may store, for example, a computer program and data for executing a process including each control and each arithmetic process shown in the present disclosure.
 通信部30Dは、運転支援システム30をDCS20等の他の装置に接続するためのインターフェースである。通信部30Dは、インターネット等の通信ネットワークに接続されてよい。 The communication unit 30D is an interface for connecting the driving support system 30 to another device such as the DCS 20. The communication unit 30D may be connected to a communication network such as the Internet.
 入力部30Eは、運転員からデータの入力等(本開示における重要ワードの選択及び追加ガイド情報の入力を含む)を受け付けるものであり、例えば、マウス、キーボード及びタッチパネルを含んでよい。 The input unit 30E accepts data input and the like (including selection of important words and input of additional guide information in the present disclosure) from the operator, and may include, for example, a mouse, a keyboard, and a touch panel.
 表示部30Fは、CPU30Aによる演算結果を視覚的に表示するものであり、例えば、LCD(Liquid Crystal Display)から構成されてよい。 The display unit 30F visually displays the calculation result by the CPU 30A, and may be composed of, for example, an LCD (Liquid Crystal Display).
 上記のような物理的構成において、主としてCPU30Aがコンピュータプログラムを実行することにより監視装置40のアラーム表示制御部42を構成する各機能を実現することが可能であり、主としてROM30Cから記憶部44を構成する各データベースを実現することが可能であり、主として表示部30Fから表示装置50を実現することが可能である。 In the above physical configuration, it is possible to realize each function constituting the alarm display control unit 42 of the monitoring device 40 mainly by the CPU 30A executing the computer program, and the storage unit 44 is mainly configured from the ROM 30C. It is possible to realize each database, and it is possible to realize the display device 50 mainly from the display unit 30F.
 [表示方法]
  以下、運転支援システム30を用いて運転員にアラームを発報する際に表示されるガイド情報を作成するための表示方法を含む、一連の運転支援方法について説明する。図7は、このような表示方法を含むフローチャートである。
[Display method]
Hereinafter, a series of driving support methods including a display method for creating guide information displayed when an alarm is issued to an operator using the driving support system 30 will be described. FIG. 7 is a flowchart including such a display method.
 まず、標準ガイド情報が作成される。熟練の運転員は、運転支援システム30の標準ガイド設定部42Dに基づいて、アラームごとに、その対処方針(アラーム発報時にアラームの適否を判断するために、運転員が確認すべきプロセスデータ等を特定する情報を含む)をまとめた標準ガイド情報を入力する。標準ガイド情報は、典型的には、プラント1の稼働を開始する前に予め作成される汎用性の高いガイド情報であり、同種の他のプラントにも利用可能な情報を含む場合がある。入力された標準ガイド情報は、ガイド情報DB44Bに登録される。 First, standard guide information is created. Based on the standard guide setting unit 42D of the driving support system 30, a skilled operator should check the countermeasure policy (process data, etc. that the operator should check in order to judge the suitability of the alarm when the alarm is issued) for each alarm. Enter standard guide information that summarizes (including information that identifies). The standard guide information is typically highly versatile guide information created in advance before the start of operation of plant 1, and may include information that can be used for other plants of the same type. The input standard guide information is registered in the guide information DB 44B.
 その後、プラント1の稼働が開始される。運転員は、プラント1の実際の稼働状況に基づいて、毎日、運転日誌を記録する。運転日報DB44Cには、運転日誌が格納され、蓄積される。また、アラーム判定部42Bは、所定のプロセスデータをアラーム判定ロジックに基づいて評価し、異常の発生有無を判断する。異常が発生したと判断された場合、監視装置40は、表示装置50に、アラームを発報させると共にガイド情報を表示させる。このとき表示されるガイド情報は、予め設定された標準ガイド情報に相当する。運転員は、標準ガイド情報に基づいてアラームに対処する。 After that, the operation of plant 1 is started. The operator records an operation diary every day based on the actual operation status of the plant 1. The daily operation report DB44C stores and stores the operation diary. Further, the alarm determination unit 42B evaluates the predetermined process data based on the alarm determination logic, and determines whether or not an abnormality has occurred. When it is determined that an abnormality has occurred, the monitoring device 40 causes the display device 50 to issue an alarm and display guide information. The guide information displayed at this time corresponds to the standard guide information set in advance. The operator responds to the alarm based on standard guide information.
 十分な期間が経過した後、運転員は、所定のアラームについて、追加ガイド情報の設定に着手する。まず、重要ワード抽出部42Eは、運転日報DB44Cにアクセスし、運転日誌等の実際の稼働状況に関する情報を取得する(ステップS71)。 After a sufficient period of time, the operator will start setting additional guide information for the specified alarm. First, the important word extraction unit 42E accesses the daily operation report DB44C and acquires information on the actual operation status such as the operation diary (step S71).
 次いで重要ワード抽出部42Eは、取得した情報に基づいて重要ワードを抽出する(ステップS72)。表示装置50の表示画面には、重要ワード及び重要度のリストと、現時点におけるガイド情報と、自由記入枠FLとが表示される。ガイド情報と自由記入枠FLは、例えば、表示画面の水平方向に並置して表示される。 Next, the important word extraction unit 42E extracts important words based on the acquired information (step S72). On the display screen of the display device 50, a list of important words and importance, guide information at the present time, and a free entry frame FL are displayed. The guide information and the free entry frame FL are displayed side by side in the horizontal direction of the display screen, for example.
 なお、重要ワード抽出部42Eは、アラームの内容に応じて、抽出する重要ワードが異なるように構成されてもよい。例えば、重要度算出部42E3は、所定のアラームに対し、予め所定のワードの重要度が高くなるように重要度を算出するように構成されてもよい。また、情報抽出部42E1は、アラームの内容に応じて、そのアラームとの関連性が低い単語をフィルタリングして重要ワードから除外されるように構成されてもよい。 The important word extraction unit 42E may be configured so that the important words to be extracted differ depending on the content of the alarm. For example, the importance calculation unit 42E3 may be configured to calculate the importance of a predetermined word so that the importance of the predetermined word becomes higher in advance for the predetermined alarm. Further, the information extraction unit 42E1 may be configured to filter words having low relevance to the alarm and exclude them from important words according to the content of the alarm.
 運転員は、重要ワード及び重要度のリストを確認し(ステップS73)、重要度(スコア)を参考に重要ワードを選択する(ステップS74)。ガイド追加設定部42Fは、運転員によって重要ワードの一つが選択された場合、運転日報DB44Cにアクセスし、選択された重要ワードを含む運転日報等の一部を読み取り、表示装置50の表示画面の異なる領域に表示させる。このとき、重要ワードを含む文章を複数候補表示することにより、追加ガイド情報にふさわしい情報を効率良く発見することが可能になる。 The operator confirms the important word and the list of importance (step S73), and selects the important word with reference to the importance (score) (step S74). When one of the important words is selected by the operator, the guide additional setting unit 42F accesses the daily driving report DB44C, reads a part of the daily driving report including the selected important word, and displays the display screen of the display device 50. Display in different areas. At this time, by displaying a plurality of candidates including sentences including important words, it is possible to efficiently find information suitable for additional guide information.
 運転員は、ガイド情報及び運転日報等の抜粋を確認しながら(ステップS75)、ガイド情報に追加すべき情報の有無を判定する(ステップS76)。 The operator determines whether or not there is information to be added to the guide information while checking the guide information and excerpts of the daily driving report (step S75).
 ガイド情報に追加すべき情報が有ると判定された場合(YES)、運転員は、運転日報等の抜粋等に基づいて、自由記入枠FLに追加すべき追加ガイド情報を入力する(ステップS77)。ガイド追加設定部42Fは、運転員が自由記入枠FLに入力した情報を追加ガイド情報として受け付け、ガイド情報DB44Bに記録する。その後、アラーム発報の際には、追加ガイド情報を含むガイド情報が表示装置50の表示画面に表示される。 When it is determined that there is information to be added to the guide information (YES), the operator inputs the additional guide information to be added to the free entry frame FL based on the excerpt of the daily driving report or the like (step S77). .. The guide additional setting unit 42F accepts the information input by the operator in the free entry frame FL as additional guide information and records it in the guide information DB 44B. After that, when the alarm is issued, the guide information including the additional guide information is displayed on the display screen of the display device 50.
 ここで追加ガイド情報は、プラントの機器の仕様の相違に基づいた情報であってもよい。プラントの機器の仕様はプラントの発電規模等に応じて異なるところ、標準ガイド情報は、このような機器の仕様の相違を考慮することなく、ボイラ一般にあてはまる対処方針のみが記載されている場合がある。例えば、プラントの機器の一つであるボイラは、仕様に応じて、硫黄酸化物(SOx)及び窒素酸化物(NOx)の規制値が異なる。これに従って、ボイラによって、脱硝装置及び脱硫装置を有するものと、有さないものがある。また、ボイラによって、必要とされる温度及び圧力が異なる場合もある。本出願の発明者らは、この点に着目し、ガイド情報を固定化するのではなく、ガイド情報を追加可能にすることにより、プラントの機器の仕様の相違など、プラント特有の事情を反映したガイド情報を作成することに着想した。 Here, the additional guide information may be information based on the difference in the specifications of the equipment of the plant. The specifications of the equipment of the plant differ depending on the scale of power generation of the plant, etc., but the standard guide information may describe only the countermeasures applicable to boilers in general without considering such differences in the specifications of the equipment. .. For example, a boiler, which is one of the equipment of a plant, has different regulation values for sulfur oxides (SOx) and nitrogen oxides (NOx) depending on the specifications. According to this, some boilers have a denitration device and a desulfurization device, and some do not. Also, different boilers may require different temperatures and pressures. Focusing on this point, the inventors of this application reflected the circumstances peculiar to the plant, such as the difference in the specifications of the equipment of the plant, by making it possible to add the guide information instead of fixing the guide information. I came up with the idea of creating guide information.
 更に、運転日誌等のように異なる目的で作成され、蓄積されている情報に着目し、ガイド情報の追加の際、これらプラントの実際の稼働状況に関する情報にアクセスし、同時に表示されるように構成した。このため、ガイド情報の作成の負荷を低減するとともに、経験の浅い運転員であっても、容易に、プラント特有の事情を考慮した新規なガイド情報を追加することが可能となる。 Furthermore, it focuses on information created and accumulated for different purposes such as operation diary, and when adding guide information, it is configured to access information on the actual operating status of these plants and display them at the same time. bottom. Therefore, the load of creating guide information can be reduced, and even an inexperienced operator can easily add new guide information in consideration of the circumstances peculiar to the plant.
 また、プラントの実際の稼働状況に関する情報を単に表示するのではなく、重要度が高い情報を絞り込んで運転員等のガイド作成者に閲覧させるように構成したから、ガイド情報の作成負荷を一層低減することが可能になる。 In addition, instead of simply displaying information about the actual operating status of the plant, the information that is of high importance is narrowed down and configured to be viewed by guide creators such as operators, further reducing the load of creating guide information. It will be possible to do.
 又、本発明は、その要旨を逸脱しない限り、さまざまな変形が可能である。例えば、重要ワードの抽出及び重要度の算出には、機械学習の手法を用いてもよい。その際、実際に追加ガイド情報に加えられたことを報酬とする教師データを作成してもよい。また、運転日誌を作成した運転員の識別情報を一つの因子としてもよい。機械学習モデルは、畳み込みニューラルネットワーク(CNN)等のニューラルネットワークを用いるもの、ガウス過程回帰等の回帰モデルを用いるもの、決定木等の木アルゴリズムを用いるものを含む。機械学習のための情報を収集する際には、エッジ/クラウドコンピューティング部32を使用することも可能である。その他、当業者の通常の創作能力の範囲内で、ある実施形態における一部の構成要素を、他の実施形態に追加することができる。又、ある実施形態における一部の構成要素を、他の実施形態の対応する構成要素と置換することができる。 Further, the present invention can be modified in various ways as long as it does not deviate from the gist thereof. For example, a machine learning method may be used for extracting important words and calculating the importance. At that time, teacher data may be created in which the reward is actually added to the additional guide information. Further, the identification information of the operator who created the driving diary may be used as one factor. Machine learning models include those using neural networks such as convolutional neural networks (CNN), those using regression models such as Gaussian process regression, and those using tree algorithms such as decision trees. It is also possible to use the edge / cloud computing unit 32 when collecting information for machine learning. In addition, some components in one embodiment may be added to other embodiments within the normal creative abilities of those skilled in the art. Also, some components in one embodiment can be replaced with corresponding components in another embodiment.
1     プラント
2a   燃料供給口
2b   ガス出口
2c   給気ライン
2d   排出口
3     サイクロン
3a   排ガス流路
4     循環材回収管
4a   ループシール部
5     後部煙道
6     炉壁管
7     ポンプ
30   運転支援システム
30D 通信部
30E 入力部
30F 表示部
32   クラウドコンピューティング部
40   監視装置
42   アラーム表示制御部
42A プロセスデータ取得部
42B アラーム判定部
42C アラーム情報表示部
42D 標準ガイド設定部
42E 重要ワード抽出部
42F ガイド追加設定部
44   記憶部
50   表示装置
100 タービン
102 復水器
1 Plant 2a Fuel supply port 2b Gas outlet 2c Air supply line 2d Discharge port 3 Cyclone 3a Exhaust gas flow path 4 Circulating material recovery pipe 4a Loop seal part 5 Rear flue 6 Furnace wall pipe 7 Pump 30 Operation support system 30D Communication part 30E Input Unit 30F Display unit 32 Cloud computing unit 40 Monitoring device 42 Alarm display control unit 42A Process data acquisition unit 42B Alarm judgment unit 42C Alarm information display unit 42D Standard guide setting unit 42E Important word extraction unit 42F Guide additional setting unit 44 Storage unit 50 Display 100 Turbine 102 Condenser

Claims (7)

  1.  表示画面を備える表示装置であって、
     プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、前記表示画面に表示するように構成された、
     表示装置。
    A display device equipped with a display screen
    An area for adding guide information to be displayed when a warning regarding the operation status of the plant is generated is configured to be displayed on the display screen.
    Display device.
  2.  前記ガイド情報を前記表示画面の第1領域に表示し、
     前記ガイド情報を追加させるための前記領域を、前記表示画面の前記第1領域に並置される第2領域に表示するように構成された、
     請求項1に記載の表示装置。
    The guide information is displayed in the first area of the display screen, and the guide information is displayed.
    The area for adding the guide information is configured to be displayed in the second area juxtaposed with the first area of the display screen.
    The display device according to claim 1.
  3.  前記プラントの過去の運転状況を記載した情報に含まれる少なくとも一つの単語を表示し、
     選択された前記単語を含む前記情報を、前記表示画面に表示するように構成された、
     請求項1又は2に記載の表示装置。
    Display at least one word contained in the information describing the past operating status of the plant.
    The information including the selected word is configured to be displayed on the display screen.
    The display device according to claim 1 or 2.
  4.  前記単語は、
     前記プラントの過去の運転状況を記載した情報に基づいて少なくとも一つの前記単語の特徴量を算出するステップと、
     前記単語の特徴量に基づいて少なくとも一つの前記単語の重要度を算出するステップと、を実行することにより抽出されたものであり、
     前記単語をその単語の前記重要度と共に、前記表示画面に表示するように構成された、
     請求項3に記載の表示装置。
    The word is
    A step of calculating the feature amount of at least one word based on the information describing the past operation status of the plant, and
    It is extracted by executing the step of calculating the importance of at least one word based on the feature amount of the word.
    The word is configured to be displayed on the display screen together with the importance of the word.
    The display device according to claim 3.
  5.  プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、表示装置の表示画面に表示させるステップを含む、
     表示方法。
    Including the step of displaying the area for adding the guide information displayed when the warning regarding the operation status of the plant is generated on the display screen of the display device.
    Display method.
  6.  表示画面を備える表示装置を制御する制御装置であって、
     プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、前記表示画面に表示させるように構成された、
     制御装置。
    A control device that controls a display device equipped with a display screen.
    The display screen is configured to display an area for adding guide information displayed when a warning regarding the operation status of the plant is generated.
    Control device.
  7.  表示画面を備える表示装置を制御するためのコンピュータに、
     プラントの運転状況に関する警告発生時に表示されるガイド情報を追加させるための領域を、前記表示画面に表示させるステップを実行させる、
     コンピュータプログラム。
    A computer for controlling a display device equipped with a display screen,
    To execute the step of displaying the area for adding the guide information displayed when the warning regarding the operation status of the plant is generated on the display screen.
    Computer program.
PCT/JP2021/034868 2020-10-14 2021-09-22 Display device, display method, control device, and computer program WO2022080106A1 (en)

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Citations (2)

* Cited by examiner, † Cited by third party
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JP2010049532A (en) * 2008-08-22 2010-03-04 Toshiba Corp Operation monitoring support apparatus
JP2019179395A (en) * 2018-03-30 2019-10-17 オムロン株式会社 Abnormality detection system, support device and abnormality detection method

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2014032633A (en) 2012-08-06 2014-02-20 Toshiba Corp Plant monitoring apparatus and plant operation method
KR20180019240A (en) * 2015-07-09 2018-02-23 엔테그리스, 아이엔씨. Fuel supply package

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010049532A (en) * 2008-08-22 2010-03-04 Toshiba Corp Operation monitoring support apparatus
JP2019179395A (en) * 2018-03-30 2019-10-17 オムロン株式会社 Abnormality detection system, support device and abnormality detection method

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