WO2022102348A1 - Display device, display method, control device, control method, and computer program - Google Patents

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

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Publication number
WO2022102348A1
WO2022102348A1 PCT/JP2021/038427 JP2021038427W WO2022102348A1 WO 2022102348 A1 WO2022102348 A1 WO 2022102348A1 JP 2021038427 W JP2021038427 W JP 2021038427W WO 2022102348 A1 WO2022102348 A1 WO 2022102348A1
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WO
WIPO (PCT)
Prior art keywords
plant
graph
area
display
graphs
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PCT/JP2021/038427
Other languages
French (fr)
Japanese (ja)
Inventor
大也 藤井
建聖 渡邊
七海 青木
豊 明渡
正法 門脇
孝志 水野
理絵 山根
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 KR1020237012578A priority Critical patent/KR20230104871A/en
Priority to JP2022561358A priority patent/JPWO2022102348A1/ja
Publication of WO2022102348A1 publication Critical patent/WO2022102348A1/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
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0221Preprocessing measurements, e.g. data collection rate adjustment; Standardization of measurements; Time series or signal analysis, e.g. frequency analysis or wavelets; Trustworthiness of measurements; Indexes therefor; Measurements using easily measured parameters to estimate parameters difficult to measure; Virtual sensor creation; De-noising; Sensor fusion; Unconventional preprocessing inherently present in specific fault detection methods like PCA-based methods
    • 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
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • 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
    • G05B2219/24103Graphical display of proces as function of detected alarm signals

Definitions

  • the present invention relates to a display device, a display method, a control device, a control method, and a computer program.
  • process values can be displayed as a time-series graph, but whether the operating state of the plant is normal or abnormal only with such a single type of graph. Judgment may be difficult.
  • the present invention has been made in view of such circumstances, and is a display device capable of displaying the operating state of a plant using a plurality of graphs and contributing to the analysis of the operating state from various viewpoints. It is an object of the present invention to provide a display method, a control device, a control method, and a computer program.
  • the first aspect of the present invention is a display device for displaying the operating state of a plant, in which a plurality of types of graphs showing the operating state of the plant are displayed as options in the first area, and the operation of the plant is displayed using the graph.
  • the state is displayed in the second area.
  • the operating state of the plant can be displayed in the second area using the specific graph.
  • a second aspect of the present invention is a display method for displaying the operating state of a plant, which is a selection display step of displaying a plurality of types of graphs showing the operating state of the plant as options in a first area of a predetermined screen, and options. It includes an operation state display step of displaying the operation state of a plant in a second area by using any one of a plurality of types of graphs displayed in the display step.
  • the operation status display process of this display method when a specific graph is selected from a plurality of types of graphs displayed in the option display process, the operation status of the plant is displayed in the second area using the specific graph. be able to.
  • a third aspect of the present invention is a control device that controls a display device that displays the operating state of the plant, and is a control device that acquires process data of the plant and a plant based on the process data acquired by the acquisition unit.
  • a generator that generates multiple types of graphs showing the operating status, and multiple types of graphs are displayed as options in the first area of the display device, and the operating status of the plant is displayed in the second area of the display device using the graph. It is provided with a display control unit for making the display control unit.
  • the control device may further include a reception unit that accepts graph selection, and the display control unit accepts that a specific graph is selected from a plurality of types of graphs displayed in the first area. In this case, the operating state of the plant can be displayed in the second area using a specific graph.
  • a fourth aspect of the present invention is a control method for controlling a display device for displaying the operating state of the plant, which is a control method for acquiring the process data of the plant and the process data acquired in the acquisition process of the plant.
  • a generation process that generates multiple types of graphs showing the operating status, displaying multiple types of graphs as options in the first area of the display device, and displaying the operating status of the plant in the second area of the display device using the graph. It includes a display control process for causing the display.
  • This control method can further include a reception process for accepting graph selection, and in the display control process, the reception process accepts that a specific graph is selected from a plurality of types of graphs displayed in the first area. In this case, the operating state of the plant can be displayed in the second area using a specific graph.
  • a fifth aspect of the present invention is a computer program that causes a computer to execute a control method for controlling a display device that displays the operating state of the plant, wherein the control method includes an acquisition process for acquiring process data of the plant and acquisition.
  • a generation process that generates multiple types of graphs that represent the operating status of the plant based on the process data acquired in the process, and multiple types of graphs are displayed as options in the first area of the display device, and the graph is used to display the plant. It includes a display control step of displaying an operating state in a second area of a display device.
  • the control method executed by the computer program can further include a reception process for accepting graph selection, and in the display control process, a specific graph is selected from a plurality of types of graphs displayed in the first area. When this is accepted in the reception process, the operating status of the plant can be displayed in the second area using a specific graph.
  • a plurality of types of graphs showing the operating state of the plant can be displayed as options in the first area of the display device. Therefore, the operator can select one of a plurality of types of graphs displayed in the first area of the display device, and the second graph of the display device can be used to display the operating state of the plant using the selected graph. Can be displayed in the area. Therefore, since the operating state of the plant can be displayed using a plurality of graphs, it is possible to contribute to the analysis of the operating state from various viewpoints.
  • the plurality of types of graphs in each aspect of the present invention those showing the history of process data indicating the operating state of the plant can be adopted. Further, as a plurality of types of graphs, a graph showing common process data in different modes (for example, a graph showing the history of process data in time series and a graph showing the history of process data in non-time series). (Including both) can be adopted.
  • the operating state of the plant (for example, the operating state that is likely to gradually shift to an abnormal state) that cannot be found only by the time-series graph can be specified by the non-time-series graph. It is possible to grasp the cause of the abnormality of the plant at an early stage and take proactive measures, which can contribute to the continuation of stable operation of the plant.
  • the display control unit can store the graph generated by the generation unit in the storage unit, and in the display control steps according to the fourth and fifth aspects of the present invention, the display control unit is generated by the generation unit.
  • the graph can be stored in the storage unit.
  • the display control unit can read the graph stored in the storage unit and display it in the second area of the display device, and the display control step according to the fourth and fifth aspects of the present invention. Then, the graph stored in the storage unit can be read and displayed in the second area of the display device.
  • a graph (a graph in which various items are set) used in the past by a specific operator with a high degree of proficiency can be read and the graph can be displayed in the second area of the display device. can.
  • a display device a display method, a control device, a control method, and a display device, a display method, a control device, a control method, and a display device, a display method, a control device, and a display device, a display method, a control device, and a control method, which can display the operation state of a plant using a plurality of graphs and can contribute to the analysis of the operation state from various viewpoints. It becomes possible to provide a computer program.
  • FIG. 1 It is a schematic diagram which shows the whole structure of the plant to be monitored in embodiment of this invention. It is a figure which shows the functional structure of the driving support system in embodiment of this invention. It is a figure which shows an example of the graph selection setting screen displayed on the display device which concerns on embodiment of this invention. It is a figure which shows an example of the time series graph screen displayed on the display device which concerns on embodiment of this invention. It is a figure which shows an example of the non-time series graph screen displayed on the display device which concerns on embodiment of this invention. It is a figure which shows the physical structure of the driving support system in embodiment of this invention. It is a flowchart which shows an example of the control method which concerns on embodiment of this invention.
  • the monitoring target to which the present invention is applied includes plants.
  • 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 diagram showing an overall configuration of plant 1, which is an example of a monitoring target in the embodiment of the present invention.
  • the plant 1 according to the present embodiment is, for example, a power plant provided with 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 material such as silica sand that flows at a high temperature.
  • non-fossil fuels woody biomass, waste tires, waste plastics, sludge, etc.
  • the steam generated in the plant 1 is used to drive the turbine 100.
  • the plant 1 is configured to burn fuel in the furnace 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 furnace 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 furnace 2, and a gas outlet 2b for discharging combustion gas is provided in the upper portion of the furnace 2.
  • the fuel supplied to the furnace 2 from the fuel supply device (not shown) is supplied to the inside of the furnace 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 furnace 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. The combustion gas generated in the furnace 2 is introduced into the cyclone 3 with a circulating material.
  • the cyclone 3 separates the circulating lumber and the gas by the centrifugal separation action, returns the circulating lumber separated through the circulating lumber recovery pipe 4 to the furnace 2, and returns the combustion gas from which the circulating lumber is removed to the exhaust gas flow path 3a. To the rear flue 5.
  • the in-furnace bed material stays at the bottom.
  • This bed material may contain a material having a coarse particle size unsuitable for circulating flow or a combustion contaminant, and a bed material or the like unsuitable for such a circulating material may cause flow failure.
  • 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 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.
  • the plant 1 is provided with a steam drum 8 for storing the boiler water supply that has passed through the economizer 12.
  • the steam drum 8 is also connected to the furnace wall pipe 6 of the furnace 2.
  • 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 from 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.
  • 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 the present embodiment may be arbitrary data relating to the plant 1, but may be, for example, data obtained by measuring the operating state of the plant 1 with a sensor (an example of “process data”), and is more specific. 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 superheated steam flow rate) and the liquid level of the steam drum 8.
  • the DCS Distributed Control System, see FIG. 2 20, which will be described later, 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 the plant.
  • the operating status of 1 is monitored, and whether or not an abnormality has occurred in plant 1 is monitored.
  • 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.
  • 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 the process data of the plant 1, generates a plurality of types of graphs showing the operating state of the plant 1 based on the process data, and displays the generated plurality of types of graphs on the display device 50. In addition to displaying as an option in one area, the operating state of the plant 1 is displayed in the second area of the display device 50 using the graph. This makes it possible to analyze the operating state from various viewpoints.
  • 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 driver assistance system 30 acquires the process data from the DCS 20 via the network.
  • the monitoring device 40 includes a control unit 42 and a storage unit 44.
  • the control unit 42 is based on the process data acquisition unit 42A that acquires process data from the edge / cloud computing unit 32, the graph selection reception unit 42B that accepts graph selection, and the process data acquired by the process data acquisition unit 42A.
  • the graph generation unit 42C that generates a plurality of types of graphs representing the operating state of the plant 1 and the plurality of types of graphs generated by the graph generation unit 42C are displayed in the selection area (example of "first area") A1 of the display device 50.
  • the graph selection reception unit 42B accepts that a specific graph has been selected from the plurality of types of graphs displayed in the selection area A1 while being displayed as options, the operating state of the plant 1 is used using the specific graph.
  • a display control unit 42D for displaying the display device 50 in the display area (an example of the “second area”) B1, C1, and the like.
  • the storage unit 44 of the monitoring device includes a graph setting DB 44A and a graph history DB 44B. First, each database of the storage unit 44 will be described.
  • the graph setting DB44A stores the process data acquired in the past.
  • the graph setting unit DB44A associates the process data with the time of acquisition so that when the period to be monitored (target period) is specified by the operator, the process data acquired during the target period can be output. And store it.
  • the graph setting DB44A stores template information of each graph for expressing the acquired process data in a plurality of types of graphs (for example, graphs such as trend charts, box plot charts, scatter charts, and cumulative frequency distribution charts). For example, when a group of process data is input via the process data acquisition unit 42A and a specific graph is selected via the graph selection reception unit 42B, the input process data is displayed in a specific graph.
  • the template information is read from the graph setting DB 44 and used for graph generation in the graph generation unit 42C.
  • the information stored in the graph setting DB 44A can be updated as appropriate.
  • the graph setting DB 44 stores information for setting the details of each graph. For example, when generating the graph of the scatter plot shown in FIG. 5, the parameter of the vertical axis (Y axis) can be selected and set from "air flow rate”, "damper opening", and "air pressure”. , Process data is classified and stored for each parameter.
  • the graph history DB44B stores the history information of the graph used in the past.
  • the graph history DB 44B stores the operator and the graph used by the operator in association with each other so that the graph used by the operator with a high degree of proficiency in the past can be referred to. It has become.
  • the process data acquisition unit 42A acquires process data from the edge / cloud computing unit 32.
  • the graph selection reception unit 42B accepts graph selection from the operator via a user interface (keyboard, mouse, etc.) (not shown).
  • the graph generation unit 42C generates a plurality of types of graphs representing the operating state of the plant 1 based on the process data acquired by the process data acquisition unit 42A. Specifically, the graph generation unit 42C inputs a group of process data via the process data acquisition unit 42A, and when the period to be monitored (target period) is specified by the operator, the graph generation unit 42C acquires it in the target period.
  • the process data is read from the graph setting DB 44A, and the template information for displaying the input process data in a plurality of types of graphs is read from the graph setting DB 44, and a plurality of types of graphs are generated based on these information. For example, as shown in FIG.
  • the graph generation unit 42C has a graph of a trend diagram showing the air flow rate of the air box 2c (FIG. 1) as process data in chronological order (the vertical axis is the air flow rate and the horizontal axis is the horizontal axis). It is possible to generate a graph with time) or, as shown in FIG. 5, a graph of air flow distribution (a graph with air flow on the vertical axis and boiler load on the horizontal axis). can.
  • the trend chart graph and the scatter chart graph represent the common process data of "air flow rate" in different modes (one in a time series mode and the other in a non-time series mode).
  • the display control unit 42D causes the selection area (an example of the “first area”) A1 of the display device 50 to display a plurality of types of graphs generated by the graph generation unit 42C as options. Specifically, as shown in FIG. 3, the display control unit 42D has a plurality of types of graphs (for example, for example) generated by the graph generation unit 42C in the selection area A1 included in the graph setting screen S1 displayed on the display device 50. , Trend chart, box plot chart, scatter chart, cumulative frequency distribution chart, etc.) are displayed as options in the selection area A1. The operator can select a specific graph (for example, the icon IT of the trend diagram or the icon IS of the scatter diagram) from the graphs displayed as icons by double-clicking or the like.
  • a specific graph for example, the icon IT of the trend diagram or the icon IS of the scatter diagram
  • the display control unit 42D displays information for setting the details of each graph. For example, as shown in FIG. 3, the display control unit 42D displays a period (target period) to be monitored in the period setting area A2 included in the graph setting screen S1. The operator can appropriately select the date and time from the options displayed in the period setting area A2. Further, as shown in FIG. 3, the display control unit 42D has a vertical axis or a horizontal axis when generating a specific graph (for example, a scatter diagram of FIG. 5) in the item setting areas A3 and A4 included in the graph setting screen S1. Display options for setting axis parameters, and display for adjusting the length of the vertical and horizontal axes.
  • a specific graph for example, a scatter diagram of FIG. 5
  • the display control unit 42D has a vertical axis or a horizontal axis length (for example, a scatter diagram of FIG. 5) in the specific value display area A5 included in the graph setting screen S1. Adjustment value), maximum value, minimum value, average value, etc. of the parameters on the vertical and horizontal axes are displayed.
  • the display control unit 42D is selected.
  • the operating state of the plant 1 is displayed in the display areas (an example of the "second area") B1 and C1 of the display device 50 using a specific graph.
  • the display control unit 42D is displayed on the display device 50 as shown in FIG. 4 when the trend diagram (icon IT ) is selected from the graph displayed as an icon in the selection area A1.
  • the graph of the trend diagram is displayed in the display area B1 included in the first graph display screen S2.
  • the operating state of the plant 1 is displayed using the graph of the trend diagram.
  • the vertical axis is the air flow rate and the horizontal axis is the time, and a certain target period (June 12, 2020, 21:45 to June 19, 2020) is taken.
  • the time history of the air flow within 21:45) is shown. From the graph of this trend diagram, it is possible to understand how the air flow rate increases or decreases with the passage of time. Whether this time history indicates an abnormal state of plant 1 or a normal state. It may not be possible to distinguish depending on the proficiency level of the operator.
  • the operator selects a non-time-series graph (for example, a scatter diagram) from the graphs displayed as icons in the selection area A1 of the display device 50.
  • the display control unit 42D has a second graph displayed on the display device 50 as shown in FIG. 5 when a scatter diagram (icon IS ) is selected from the graphs displayed as icons in the selection area A1.
  • a scatter plot graph is displayed in the display area C1 included in the display screen S3.
  • the operating state of the plant 1 is displayed using the graph of the scatter diagram.
  • the vertical axis is the air flow rate and the horizontal axis is the boiler load.
  • the correlation between the air flow rate and the boiler load within the same period as (21:45 on June 19, 2014) is shown. From the graph of this scatter plot, it can be seen that the air flow rate gradually increases as the boiler load increases, but such a correlation is typical when the plant 1 is in a normal state. Since it is observed, it is inferred that there is no particular abnormality in the plant 1.
  • the display control unit 42D can also register and display the history information of the graph used in the past. That is, the display control unit 42D inputs the graph generated through the above procedure to, for example, predetermined information in the registration area A6 of FIG. 3, so that the peripheral information of the graph (name of the created operator, process data used) , Graph type, axis, adjustment value, etc.) can be stored (registered) in the graph history DB44B. Then, the display control unit 42D reads, for example, a graph (a graph in which various items are set) used in the past by a specific operator having a high proficiency level from the graph history DB 44B, and reads the graph from the graph display screen S2 (S3).
  • a graph a graph in which various items are set
  • 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 other devices such as the DCS 20.
  • the communication unit 30D may be connected to a communication network such as the Internet.
  • the input unit 30E receives data input, graph selection, and the like from the operator, and may include, for example, 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).
  • each function constituting the control unit 42 of the monitoring device 40 mainly by executing the computer program by the CPU 30A, and each of the functions constituting the storage unit 44 mainly from the ROM 30C. It is possible to realize a database, and it is possible to realize the display device 50 mainly from the display unit 30F.
  • the driving support system 30 may be configured by a tablet terminal. By configuring the driving support system 30 with the tablet terminal, the driving support system 30 can be carried around, and for example, the driving support system 30 can be used while patrolling the plant 1.
  • FIG. 7 is a flowchart including such a display method.
  • the method of displaying the operating state of the plant 1 by the control method according to the present invention is an example of the display method in the present invention.
  • the process data acquisition unit 42A of the control unit 42 of the monitoring device 40 of the operation support system 30 acquires the process data of the plant 1 via the edge / cloud computing unit 32 and the DCS 20 (data acquisition process: S71). ..
  • the graph generation unit 42C of the control unit 42 of the monitoring device 40 of the operation support system 30 generates a plurality of types of graphs representing the operation state of the plant 1 based on the process data acquired in the data acquisition step S71 (graph). Generation step: S72).
  • the display control unit 42D of the control unit 42 of the monitoring device 40 of the driving support system 30 displays a plurality of types of graphs generated in the graph generation step S72 as icons in the selection area A1 of the display device 50 (option display).
  • Control step: S73 The step of displaying a plurality of types of graphs as options in the selection area A1 by the option display control step S73 corresponds to the option display step of the display method in the present invention.
  • the graph of the control unit 42 of the monitoring device 40 of the driving support system 30 The reception unit 42B accepts the selection of the graph from the operator (graph selection reception process: S74). Then, the display control unit 42D of the control unit 42 of the monitoring device 40 of the driving support system 30 displays a specific graph (for example, a graph of a trend diagram or a scatter diagram) received in the graph selection reception process S74 in the display area of the display device 50. Displayed on B1 and C1 (graph display control step: S75).
  • the operating state of the plant 1 is displayed using a specific graph (for example, a graph of a trend diagram or a scatter diagram).
  • the step of displaying the operating state of the plant 1 in the display areas B1 and C1 using the specific graph by the graph display control step S75 corresponds to the operating state display step of the display method in the present invention.
  • a plurality of types of graphs showing the operating state of the plant 1 can be displayed as options in the selection area A1 of the display device 50. Therefore, the operator can select one of a plurality of types of graphs displayed in the selection area A1 of the display device 50, and the operation state of the plant 1 is displayed using the selected graph. Can be displayed in the display areas B1 and C1 of. Therefore, since the operating state of the plant 1 can be displayed using a plurality of graphs, it is possible to contribute to the analysis of the operating state from various viewpoints.
  • a graph displaying common process data in different modes that is, a graph such as a trend diagram showing the history of process data in chronological order and process data. Since it employs both a graph like a scatter plot that shows the history of the data in a non-time series, the operating state of plant 1 that cannot be found only by the time-series graph (for example, gradually shifts to an abnormal state). It is possible to identify the operating conditions that are likely to occur) by a non-time series graph, to grasp the abnormal factors of plant 1 at an early stage and take proactive measures, and to continue stable operation of plant 1. Can contribute to.
  • the display control unit 42D reads a graph (a graph in which various items are set) used in the past by a specific operator with a high degree of proficiency from the graph history DB 44B, and reads the graph into the display area B1.
  • a graph a graph in which various items are set
  • An example was shown in which an operator with a relatively low level of proficiency can learn a past graph of an operator with a high level of proficiency by displaying the image on (C1). It is also possible to automatically display a sample of the optimum graph according to the situation.
  • the display control unit 42D machine-learns the correlation between a specific situation (for example, a situation where a warning has occurred) and a graph used by a highly proficient operator in that situation, and the learning result. Is recorded in the graph history DB, and when it is determined that a specific situation has arrived based on the process data, the graph related to that situation is automatically read from the graph history DB and displayed in the display area B1 (C1). Can be displayed in.
  • Machine learning models include those using a neural network such as a convolutional neural network (CNN), those using a regression model such as Gaussian process regression, and those using a tree algorithm such as a decision tree.
  • the edge / cloud computing unit 32 can be used when collecting information for machine learning.
  • the present invention can be modified in various ways as long as it does not deviate from the gist thereof.
  • some components in one embodiment may be added to other embodiments within the normal creative abilities of those skilled in the art.
  • some components in one embodiment can be replaced with corresponding components in another embodiment.

Abstract

The present invention provides a display device, a display method, a control device, a control method, and a computer program which can use a plurality of graphs to display the operational state of a plant, and which can contribute to analysis of the operational state from a variety of viewpoints. A display device 50 for displaying the operational state of a plant 1 displays a plurality of types of graphs indicating the operational state of the plant 1 as options in a first region A1, and uses a graph to display the operational state of the plant in a second region B1, C1.

Description

表示装置、表示方法、制御装置、制御方法及びコンピュータプログラムDisplay device, display method, control device, control method and computer program
 本発明は、表示装置、表示方法、制御装置、制御方法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, a control method, and a computer program.
 従来より、プラントの運転状態況を監視する技術が種々提案されている。例えば、プラント内の監視対象ポイントから時系列的に取得されたプロセス値と、対応する制限値と、を比較することにより、そのプロセス値が制限値を超えた時点を判定し、当該時点に基づいて設定された時間範囲内のプロセス値及び対応する制限値を時系列的に表示装置に表示させるプラント監視装置が提案されている(特許文献1参照)。 Conventionally, various techniques for monitoring the operating status of plants have been proposed. For example, by comparing the process value acquired from the monitored points in the plant in time series with the corresponding limit value, the time point when the process value exceeds the limit value is determined, and based on the time point. A plant monitoring device has been proposed in which a process value within a set time range and a corresponding limit value are displayed on a display device in chronological order (see Patent Document 1).
特開2016-115195号公報Japanese Unexamined Patent Publication No. 2016-115195
 特許文献1に記載された技術においては、プロセス値を時系列的なグラフとして表示することができるが、そのような単一種類のグラフだけではプラントの運転状態が正常であるのか異常であるのか判定が困難となる場合があった。 In the technique described in Patent Document 1, process values can be displayed as a time-series graph, but whether the operating state of the plant is normal or abnormal only with such a single type of graph. Judgment may be difficult.
 本発明は、かかる事情に鑑みてなされたものであり、複数のグラフを用いてプラントの運転状態を表示することができ、様々な視点からの運転状態の分析に寄与することができる表示装置、表示方法、制御装置、制御方法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。 The present invention has been made in view of such circumstances, and is a display device capable of displaying the operating state of a plant using a plurality of graphs and contributing to the analysis of the operating state from various viewpoints. It is an object of the present invention to provide a display method, a control device, a control method, and a computer program.
 本発明の第一の態様は、プラントの運転状態を表示する表示装置であって、プラントの運転状態を表す複数種類のグラフを第1領域に選択肢として表示するとともに、グラフを用いてプラントの運転状態を第2領域に表示するものである。本表示装置においては、第1領域に表示された複数種類のグラフのうち特定のグラフが選択された場合に、特定のグラフを用いてプラントの運転状態を第2領域に表示することができる。 The first aspect of the present invention is a display device for displaying the operating state of a plant, in which a plurality of types of graphs showing the operating state of the plant are displayed as options in the first area, and the operation of the plant is displayed using the graph. The state is displayed in the second area. In this display device, when a specific graph is selected from a plurality of types of graphs displayed in the first area, the operating state of the plant can be displayed in the second area using the specific graph.
 本発明の第二の態様は、プラントの運転状態を表示する表示方法であって、プラントの運転状態を表す複数種類のグラフを所定画面の第1領域に選択肢として表示する選択肢表示工程と、選択肢表示工程で表示した複数種類のグラフのうち何れかのグラフを用いてプラントの運転状態を第2領域に表示する運転状態表示工程と、を含むものである。本表示方法の運転状態表示工程においては、選択肢表示工程で表示した複数種類のグラフのうち特定のグラフが選択された場合に、特定のグラフを用いてプラントの運転状態を第2領域に表示することができる。 A second aspect of the present invention is a display method for displaying the operating state of a plant, which is a selection display step of displaying a plurality of types of graphs showing the operating state of the plant as options in a first area of a predetermined screen, and options. It includes an operation state display step of displaying the operation state of a plant in a second area by using any one of a plurality of types of graphs displayed in the display step. In the operation status display process of this display method, when a specific graph is selected from a plurality of types of graphs displayed in the option display process, the operation status of the plant is displayed in the second area using the specific graph. be able to.
 本発明の第三の態様は、プラントの運転状態を表示する表示装置を制御する制御装置であって、プラントのプロセスデータを取得する取得部と、取得部で取得したプロセスデータに基づいてプラントの運転状態を表す複数種類のグラフを生成する生成部と、複数種類のグラフを表示装置の第1領域に選択肢として表示させるとともに、グラフを用いてプラントの運転状態を表示装置の第2領域に表示させる表示制御部と、を備えるものである。本制御装置は、グラフの選択を受け付ける受付部を更に備えることができ、表示制御部は、第1領域に表示された複数種類のグラフのうち特定のグラフが選択されたことを受付部で受け付けた場合に、特定のグラフを用いてプラントの運転状態を第2領域に表示させることができる。 A third aspect of the present invention is a control device that controls a display device that displays the operating state of the plant, and is a control device that acquires process data of the plant and a plant based on the process data acquired by the acquisition unit. A generator that generates multiple types of graphs showing the operating status, and multiple types of graphs are displayed as options in the first area of the display device, and the operating status of the plant is displayed in the second area of the display device using the graph. It is provided with a display control unit for making the display control unit. The control device may further include a reception unit that accepts graph selection, and the display control unit accepts that a specific graph is selected from a plurality of types of graphs displayed in the first area. In this case, the operating state of the plant can be displayed in the second area using a specific graph.
 本発明の第四の態様は、プラントの運転状態を表示する表示装置を制御する制御方法であって、プラントのプロセスデータを取得する取得工程と、取得工程で取得したプロセスデータに基づいてプラントの運転状態を表す複数種類のグラフを生成する生成工程と、複数種類のグラフを表示装置の第1領域に選択肢として表示させるとともに、グラフを用いてプラントの運転状態を表示装置の第2領域に表示させる表示制御工程と、を含むものである。本制御方法は、グラフの選択を受け付ける受付工程を更に含むことができ、表示制御工程では、第1領域に表示された複数種類のグラフのうち特定のグラフが選択されたことを受付工程で受け付けた場合に、特定のグラフを用いてプラントの運転状態を第2領域に表示させることができる。 A fourth aspect of the present invention is a control method for controlling a display device for displaying the operating state of the plant, which is a control method for acquiring the process data of the plant and the process data acquired in the acquisition process of the plant. A generation process that generates multiple types of graphs showing the operating status, displaying multiple types of graphs as options in the first area of the display device, and displaying the operating status of the plant in the second area of the display device using the graph. It includes a display control process for causing the display. This control method can further include a reception process for accepting graph selection, and in the display control process, the reception process accepts that a specific graph is selected from a plurality of types of graphs displayed in the first area. In this case, the operating state of the plant can be displayed in the second area using a specific graph.
 本発明の第五の態様は、プラントの運転状態を表示する表示装置を制御する制御方法をコンピュータに実行させるコンピュータプログラムであって、制御方法は、プラントのプロセスデータを取得する取得工程と、取得工程で取得したプロセスデータに基づいてプラントの運転状態を表す複数種類のグラフを生成する生成工程と、複数種類のグラフを表示装置の第1領域に選択肢として表示させるとともに、グラフを用いてプラントの運転状態を表示装置の第2領域に表示させる表示制御工程と、を含むものである。本コンピュータプログラムによって実行される制御方法は、グラフの選択を受け付ける受付工程を更に含むことができ、表示制御工程では、第1領域に表示された複数種類のグラフのうち特定のグラフが選択されたことを受付工程で受け付けた場合に、特定のグラフを用いてプラントの運転状態を第2領域に表示させることができる。 A fifth aspect of the present invention is a computer program that causes a computer to execute a control method for controlling a display device that displays the operating state of the plant, wherein the control method includes an acquisition process for acquiring process data of the plant and acquisition. A generation process that generates multiple types of graphs that represent the operating status of the plant based on the process data acquired in the process, and multiple types of graphs are displayed as options in the first area of the display device, and the graph is used to display the plant. It includes a display control step of displaying an operating state in a second area of a display device. The control method executed by the computer program can further include a reception process for accepting graph selection, and in the display control process, a specific graph is selected from a plurality of types of graphs displayed in the first area. When this is accepted in the reception process, the operating status of the plant can be displayed in the second area using a specific graph.
 かかる構成及び方法を採用すると、プラントの運転状態を表す複数種類のグラフを、表示装置の第1領域に選択肢として表示することができる。従って、操作者は、表示装置の第1領域に表示された複数種類のグラフのうち何れかのグラフを選択することができ、その選択したグラフを用いてプラントの運転状態を表示装置の第2領域に表示することができる。従って、複数のグラフを用いてプラントの運転状態を表示することができるため、様々な視点からの運転状態の分析に寄与することができる。 By adopting such a configuration and method, a plurality of types of graphs showing the operating state of the plant can be displayed as options in the first area of the display device. Therefore, the operator can select one of a plurality of types of graphs displayed in the first area of the display device, and the second graph of the display device can be used to display the operating state of the plant using the selected graph. Can be displayed in the area. Therefore, since the operating state of the plant can be displayed using a plurality of graphs, it is possible to contribute to the analysis of the operating state from various viewpoints.
 本発明の各態様における複数種類のグラフとしては、プラントの運転状態を示すプロセスデータの履歴を表すものを採用することができる。また、複数種類のグラフとしては、共通するプロセスデータを異なる態様で表すもの(例えば、プロセスデータの履歴を時系列的に示すグラフと、プロセスデータの履歴を非時系列的に示すグラフと、の双方を含むもの)を採用することができる。 As the plurality of types of graphs in each aspect of the present invention, those showing the history of process data indicating the operating state of the plant can be adopted. Further, as a plurality of types of graphs, a graph showing common process data in different modes (for example, a graph showing the history of process data in time series and a graph showing the history of process data in non-time series). (Including both) can be adopted.
 このようにすると、時系列のグラフだけでは発見できないプラントの運転状態(例えば、異常状態へと徐々に移行する可能性が高い運転状態)を、非時系列的なグラフによって特定することができ、プラントの異常要因を早期に把握して事前処置を講じることが可能となり、プラントの安定運転の継続に寄与することができる。 In this way, the operating state of the plant (for example, the operating state that is likely to gradually shift to an abnormal state) that cannot be found only by the time-series graph can be specified by the non-time-series graph. It is possible to grasp the cause of the abnormality of the plant at an early stage and take proactive measures, which can contribute to the continuation of stable operation of the plant.
 本発明の第三の態様における表示制御部は、生成部で生成したグラフを記憶部に記憶させることができ、本発明の第四及び第五の態様における表示制御工程では、生成部で生成したグラフを記憶部に記憶させることができる。 The display control unit according to the third aspect of the present invention can store the graph generated by the generation unit in the storage unit, and in the display control steps according to the fourth and fifth aspects of the present invention, the display control unit is generated by the generation unit. The graph can be stored in the storage unit.
 かかる構成及び方法を採用すると、過去に生成され使用されたグラフを記憶しておくことができる。従って、例えば、運転員と、その運転員が使用したグラフと、を関連付けて記憶しておくことにより、過去に習熟度が高い運転員が使用したグラフを参照することができる。 By adopting such a configuration and method, it is possible to store graphs generated and used in the past. Therefore, for example, by associating and storing the operator and the graph used by the operator, it is possible to refer to the graph used by the operator having a high degree of proficiency in the past.
 本発明の第三の態様における表示制御部は、記憶部に記憶されたグラフを読み込んで表示装置の第2領域に表示させることができ、本発明の第四及び第五の態様における表示制御工程では、記憶部に記憶されたグラフを読み込んで表示装置の第2領域に表示させることができる。 The display control unit according to the third aspect of the present invention can read the graph stored in the storage unit and display it in the second area of the display device, and the display control step according to the fourth and fifth aspects of the present invention. Then, the graph stored in the storage unit can be read and displayed in the second area of the display device.
 かかる構成及び方法を採用すると、例えば習熟度が高い特定の運転員が過去に使用したグラフ(各種項目が設定されたグラフ)を読み込み、そのグラフを、表示装置の第2領域に表示することができる。これにより、比較的習熟度の低い運転員であっても、習熟度が高い運転員が過去にどのようなグラフをどのようにアレンジ(項目設定)した上で使用していたかを知ることができる。従って、監視ポイントの学習が可能となり、運転習熟度を容易に向上させることができる。 When such a configuration and method are adopted, for example, a graph (a graph in which various items are set) used in the past by a specific operator with a high degree of proficiency can be read and the graph can be displayed in the second area of the display device. can. This makes it possible to know what kind of graph was arranged (item setting) and used by a highly proficient operator in the past, even if the operator has a relatively low proficiency level. .. Therefore, it is possible to learn monitoring points, and it is possible to easily improve driving proficiency.
 本発明によれば、複数のグラフを用いてプラントの運転状態を表示することができ、様々な視点からの運転状態の分析に寄与することができる表示装置、表示方法、制御装置、制御方法及びコンピュータプログラムを提供することが可能となる。 According to the present invention, a display device, a display method, a control device, a control method, and a display device, a display method, a control device, a control method, and a display device, a display method, a control device, and a control method, which can display the operation state of a plant using a plurality of graphs and can contribute to the analysis of the operation state from various viewpoints. It becomes possible to provide a computer program.
本発明の実施形態において監視対象となるプラントの全体構成を示す概略図である。It is a schematic diagram which shows the whole structure of the plant to be monitored in embodiment of this invention. 本発明の実施形態における運転支援システムの機能的構成を示す図である。It is a figure which shows the functional structure of the driving support system in embodiment of this invention. 本発明の実施形態に係る表示装置に表示されるグラフ選択設定画面の一例を示す図である。It is a figure which shows an example of the graph selection setting screen displayed on the display device which concerns on embodiment of this invention. 本発明の実施形態に係る表示装置に表示される時系列グラフ画面の一例を示す図である。It is a figure which shows an example of the time series graph screen displayed on the display device which concerns on embodiment of this invention. 本発明の実施形態に係る表示装置に表示される非時系列グラフ画面の一例を示す図である。It is a figure which shows an example of the non-time series graph screen displayed on the display device which concerns on embodiment of this invention. 本発明の実施形態における運転支援システムの物理的構成を示す図である。It is a figure which shows the physical structure of the driving support system in embodiment of this invention. 本発明の実施形態に係る制御方法の一例を示すフローチャートである。It is a flowchart which shows an example of the control method which concerns on embodiment of this invention.
 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。以下の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 monitoring target to which the present invention is applied includes plants. 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.
  図1は、本発明の実施形態におけ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。 FIG. 1 is a schematic diagram showing an overall configuration of plant 1, which is an example of a monitoring target in the embodiment of the present invention. The plant 1 according to the present embodiment is, for example, a power plant provided with 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 furnace 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。また、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 furnace 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 furnace 2, and a gas outlet 2b for discharging combustion gas is provided in the upper portion of the furnace 2. The fuel supplied to the furnace 2 from the fuel supply device (not shown) is supplied to the inside of the furnace 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 furnace 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. The combustion gas generated in the furnace 2 is introduced into the cyclone 3 with a circulating material. The cyclone 3 separates the circulating lumber and the gas by the centrifugal separation action, returns the circulating lumber separated through the circulating lumber recovery pipe 4 to the furnace 2, and returns the combustion gas from which the circulating lumber is 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ものや排燃夾雑物が含まれることがあり、このような循環材に適さないベッド材等によって流動不良が発生することがある。このような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 furnace 2, a part of the circulating material called the in-furnace bed material stays at the bottom. This bed material may contain a material having a coarse particle size unsuitable for circulating flow or a combustion contaminant, and a bed material or the like unsuitable for such a circulating material may cause flow failure. In order to suppress such 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 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。また、プラント1には、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が設けられている。蒸気ドラム8は、火炉2の炉壁管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, the plant 1 is provided with a steam drum 8 for storing the boiler water supply that has passed through the economizer 12. The steam drum 8 is also connected to the furnace wall pipe 6 of the furnace 2.
 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 from 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。 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.
 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の運転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。また、ボイラ出口蒸気流量u3(または過熱蒸気流量)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 the present embodiment may be arbitrary data relating to the plant 1, but may be, for example, data obtained by measuring the operating state of the plant 1 with a sensor (an example of “process data”), and is more specific. 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 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。後述するDCS(Distributed Control System、図2参照)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。 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, see FIG. 2) 20, which will be described later, 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 the plant. The operating status of 1 is monitored, and whether or not an abnormality has occurred in plant 1 is monitored.
 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、または、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、プラント1のプロセスデータを取得し、これに基づいてプラント1の運転状態を表す複数種類のグラフを生成し、生成した複数種類のグラフを表示装置50の第1領域に選択肢として表示させるとともに、当該グラフを用いてプラント1の運転状態を表示装置50の第2領域に表示させる。これにより、様々な視点からの運転状態の分析を可能にするものである。 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. 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 the process data of the plant 1, generates a plurality of types of graphs showing the operating state of the plant 1 based on the process data, and displays the generated plurality of types of graphs on the display device 50. In addition to displaying as an option in one area, the operating state of the plant 1 is displayed in the second area of the display device 50 using the graph. This makes it possible to analyze the operating state from various viewpoints.
 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と、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 driver assistance system 30 acquires the process data from the DCS 20 via the network.
 監視装置40は、制御部42と、記憶部44と、を備える。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、グラフの選択を受け付けるグラフ選択受付部42B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プラント1の運転状態を表す複数種類のグラフを生成するグラフ生成部42Cと、グラフ生成部42Cで生成した複数種類のグラフを表示装置50の選択領域(「第1領域」の一例)A1に選択肢として表示させるとともに、選択領域A1に表示された複数種類のグラフのうち特定のグラフが選択されたことをグラフ選択受付部42Bで受け付けた場合に、特定のグラフを用いてプラント1の運転状態を表示装置50の表示領域(「第2領域」の一例)B1、C1等に表示させる表示制御部42Dと、を備える。 The monitoring device 40 includes a control unit 42 and a storage unit 44. The control unit 42 is based on the process data acquisition unit 42A that acquires process data from the edge / cloud computing unit 32, the graph selection reception unit 42B that accepts graph selection, and the process data acquired by the process data acquisition unit 42A. The graph generation unit 42C that generates a plurality of types of graphs representing the operating state of the plant 1 and the plurality of types of graphs generated by the graph generation unit 42C are displayed in the selection area (example of "first area") A1 of the display device 50. When the graph selection reception unit 42B accepts that a specific graph has been selected from the plurality of types of graphs displayed in the selection area A1 while being displayed as options, the operating state of the plant 1 is used using the specific graph. Is provided with a display control unit 42D for displaying the display device 50 in the display area (an example of the “second area”) B1, C1, and the like.
 監視装置の記憶部44は、グラフ設定DB44A及びグラフ履歴DB44B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 a graph setting DB 44A and a graph history DB 44B. First, each database of the storage unit 44 will be described.
 グラフ設定DB44Aは、過去に取得したプロセスデータを格納する。特に、グラフ設定部DB44Aは、監視対象となる期間(対象期間)が運転員によって指定されたときに、その対象期間に取得したプロセスデータを出力できるように、プロセスデータとその取得時とを関連付けて格納しておく。 The graph setting DB44A stores the process data acquired in the past. In particular, the graph setting unit DB44A associates the process data with the time of acquisition so that when the period to be monitored (target period) is specified by the operator, the process data acquired during the target period can be output. And store it.
 また、グラフ設定DB44Aは、取得したプロセスデータを複数種類のグラフ(例えば、トレンド図、ボックスプロット図、散布図、累計度数分布図等のグラフ)で表すための各グラフのテンプレート情報を格納する。例えば、プロセスデータ取得部42Aを介して一群のプロセスデータが入力され、グラフ選択受付部42Bを介して特定のグラフが選択されると、その入力されたプロセスデータを特定のグラフで表示するためのテンプレート情報がグラフ設定DB44から読み込まれて、グラフ生成部42Cにおけるグラフ生成に使用される。グラフ設定DB44Aに格納される情報は、適宜更新可能である。 Further, the graph setting DB44A stores template information of each graph for expressing the acquired process data in a plurality of types of graphs (for example, graphs such as trend charts, box plot charts, scatter charts, and cumulative frequency distribution charts). For example, when a group of process data is input via the process data acquisition unit 42A and a specific graph is selected via the graph selection reception unit 42B, the input process data is displayed in a specific graph. The template information is read from the graph setting DB 44 and used for graph generation in the graph generation unit 42C. The information stored in the graph setting DB 44A can be updated as appropriate.
 また、グラフ設定DB44は、各グラフの詳細を設定するための情報を格納する。例えば、図5に示す散布図のグラフを生成する際に、縦軸(Y軸)のパラメータを「空気流量」、「ダンパ開度」、「空気圧力」の中から選択して設定できるように、パラメータ毎にプロセスデータを分類して格納しておく。 Further, the graph setting DB 44 stores information for setting the details of each graph. For example, when generating the graph of the scatter plot shown in FIG. 5, the parameter of the vertical axis (Y axis) can be selected and set from "air flow rate", "damper opening", and "air pressure". , Process data is classified and stored for each parameter.
 グラフ履歴DB44Bは、過去に使用されたグラフの履歴情報を格納する。特に、グラフ履歴DB44Bは、運転員と、その運転員が使用したグラフと、を関連付けて格納しておくことにより、過去に習熟度が高い運転員が使用したグラフを参照することができるようになっている。 The graph history DB44B stores the history information of the graph used in the past. In particular, the graph history DB 44B stores the operator and the graph used by the operator in association with each other so that the graph used by the operator with a high degree of proficiency in the past can be referred to. It has become.
 次いで、監視装置40の制御部42の各機能ブロックについて説明する。 Next, each functional block of the control unit 42 of the monitoring device 40 will be described.
  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。グラフ選択受付部42Bは、図示されていないユーザインターフェース(キーボードやマウス等)を介して、運転員からのグラフの選択を受け付ける。 The process data acquisition unit 42A acquires process data from the edge / cloud computing unit 32. The graph selection reception unit 42B accepts graph selection from the operator via a user interface (keyboard, mouse, etc.) (not shown).
 グラフ生成部42Cは、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、プラント1の運転状態を表す複数種類のグラフを生成する。具体的には、グラフ生成部42Cは、プロセスデータ取得部42Aを介して一群のプロセスデータが入力され、監視対象となる期間(対象期間)が運転員によって指定されると、その対象期間に取得したプロセスデータをグラフ設定DB44Aから読み込むととともに、入力されたプロセスデータを複数種類のグラフで表示するためのテンプレート情報をグラフ設定DB44から読み込み、これらの情報に基づいて複数種類のグラフを生成する。例えば、グラフ生成部42Cは、図4に示すように、プロセスデータとしての風箱2c(図1)の空気流量を時系列的に示すトレンド図のグラフ(縦軸に空気流量をとり横軸に時間をとったグラフ)を生成したり、図5に示すように、空気流量の散布図のグラフ(縦軸に空気流量をとり横軸にボイラ負荷をとったグラフ)を生成したりすることができる。トレンド図のグラフと散布図のグラフは、「空気流量」という共通のプロセスデータを、異なる態様(一方は時系列的な態様、他方は非時系列的な態様)で表すものである。 The graph generation unit 42C generates a plurality of types of graphs representing the operating state of the plant 1 based on the process data acquired by the process data acquisition unit 42A. Specifically, the graph generation unit 42C inputs a group of process data via the process data acquisition unit 42A, and when the period to be monitored (target period) is specified by the operator, the graph generation unit 42C acquires it in the target period. The process data is read from the graph setting DB 44A, and the template information for displaying the input process data in a plurality of types of graphs is read from the graph setting DB 44, and a plurality of types of graphs are generated based on these information. For example, as shown in FIG. 4, the graph generation unit 42C has a graph of a trend diagram showing the air flow rate of the air box 2c (FIG. 1) as process data in chronological order (the vertical axis is the air flow rate and the horizontal axis is the horizontal axis). It is possible to generate a graph with time) or, as shown in FIG. 5, a graph of air flow distribution (a graph with air flow on the vertical axis and boiler load on the horizontal axis). can. The trend chart graph and the scatter chart graph represent the common process data of "air flow rate" in different modes (one in a time series mode and the other in a non-time series mode).
 表示制御部42Dは、グラフ生成部42Cで生成した複数種類のグラフを表示装置50の選択領域(「第1領域」の一例)A1に選択肢として表示させる。具体的には、表示制御部42Dは、図3に示すように、表示装置50に表示されたグラフ設定画面S1に含まれる選択領域A1に、グラフ生成部42Cで生成した複数種類のグラフ(例えば、トレンド図、ボックスプロット図、散布図、累計度数分布図等のグラフ)を選択肢として選択領域A1にアイコン表示させる。運転員は、このようにアイコン表示されたグラフの中から特定のグラフ(例えばトレンド図のアイコンIや散布図のアイコンI)をダブルクリック操作等で選択することができる。 The display control unit 42D causes the selection area (an example of the “first area”) A1 of the display device 50 to display a plurality of types of graphs generated by the graph generation unit 42C as options. Specifically, as shown in FIG. 3, the display control unit 42D has a plurality of types of graphs (for example, for example) generated by the graph generation unit 42C in the selection area A1 included in the graph setting screen S1 displayed on the display device 50. , Trend chart, box plot chart, scatter chart, cumulative frequency distribution chart, etc.) are displayed as options in the selection area A1. The operator can select a specific graph (for example, the icon IT of the trend diagram or the icon IS of the scatter diagram) from the graphs displayed as icons by double-clicking or the like.
 また、表示制御部42Dは、各グラフの詳細を設定するための情報を表示する。例えば、表示制御部42Dは、図3に示すように、グラフ設定画面S1に含まれる期間設定領域A2において、監視対象となる期間(対象期間)を選択するための表示を行う。運転員は、期間設定領域A2に表示された選択肢の中から適宜日時を選択することができる。また、表示制御部42Dは、図3に示すように、グラフ設定画面S1に含まれる項目設定領域A3、A4において、特定のグラフ(例えば図5の散布図)を生成する際の縦軸や横軸のパラメータを設定するための選択肢を表示したり、縦軸や横軸の長さを調整するための表示を行ったりする。運転員は、表示制御部42Dによって表示された項目設定領域A3の選択肢の中から縦軸や横軸のパラメータを選択したり、表示制御部42Dによって項目設定領域A4に表示された値を適宜変更して縦軸や横軸の長さを調整したりすることができる。また、表示制御部42Dは、図3に示すように、グラフ設定画面S1に含まれる特定値表示領域A5において、特定のグラフ(例えば図5の散布図)の縦軸や横軸の長さ(調整値)、縦軸や横軸のパラメータの最大値、最小値、平均値等を表示する。 In addition, the display control unit 42D displays information for setting the details of each graph. For example, as shown in FIG. 3, the display control unit 42D displays a period (target period) to be monitored in the period setting area A2 included in the graph setting screen S1. The operator can appropriately select the date and time from the options displayed in the period setting area A2. Further, as shown in FIG. 3, the display control unit 42D has a vertical axis or a horizontal axis when generating a specific graph (for example, a scatter diagram of FIG. 5) in the item setting areas A3 and A4 included in the graph setting screen S1. Display options for setting axis parameters, and display for adjusting the length of the vertical and horizontal axes. The operator selects the parameters on the vertical axis and the horizontal axis from the options of the item setting area A3 displayed by the display control unit 42D, and appropriately changes the values displayed in the item setting area A4 by the display control unit 42D. Then, the length of the vertical axis and the horizontal axis can be adjusted. Further, as shown in FIG. 3, the display control unit 42D has a vertical axis or a horizontal axis length (for example, a scatter diagram of FIG. 5) in the specific value display area A5 included in the graph setting screen S1. Adjustment value), maximum value, minimum value, average value, etc. of the parameters on the vertical and horizontal axes are displayed.
 そして、表示制御部42Dは、選択領域A1に表示された複数種類のグラフのうち特定のグラフが例えばダブルクリック操作等で選択されたことをグラフ受付部42Cで受け付けた場合に、その選択された特定のグラフを用いてプラント1の運転状態を表示装置50の表示領域(「第2領域」の一例)B1、C1に表示させる。具体的には、表示制御部42Dは、選択領域A1にアイコン表示されたグラフの中からトレンド図(アイコンI)が選択された場合に、図4に示すように、表示装置50に表示された第1のグラフ表示画面S2に含まれる表示領域B1にトレンド図のグラフを表示する。これにより、プラント1の運転状態がトレンド図のグラフを用いて表示される。 Then, when the graph receiving unit 42C accepts that a specific graph among the plurality of types of graphs displayed in the selection area A1 is selected by, for example, a double-click operation, the display control unit 42D is selected. The operating state of the plant 1 is displayed in the display areas (an example of the "second area") B1 and C1 of the display device 50 using a specific graph. Specifically, the display control unit 42D is displayed on the display device 50 as shown in FIG. 4 when the trend diagram (icon IT ) is selected from the graph displayed as an icon in the selection area A1. The graph of the trend diagram is displayed in the display area B1 included in the first graph display screen S2. As a result, the operating state of the plant 1 is displayed using the graph of the trend diagram.
 図4に示されるトレンド図のグラフでは、縦軸に空気流量を、横軸に時間を、各々採っており、ある対象期間(2020年6月12日21時45分~2020年6月19日21時45分)内における空気流量の時間履歴が示されている。このトレンド図のグラフから、時間の経過に伴って空気流量が増減する様子が把握されるが、この時間履歴がプラント1の異常な状態を示しているのか、正常な状態を示しているのか、運転員の習熟度によっては判別できない場合がある。 In the graph of the trend diagram shown in FIG. 4, the vertical axis is the air flow rate and the horizontal axis is the time, and a certain target period (June 12, 2020, 21:45 to June 19, 2020) is taken. The time history of the air flow within 21:45) is shown. From the graph of this trend diagram, it is possible to understand how the air flow rate increases or decreases with the passage of time. Whether this time history indicates an abnormal state of plant 1 or a normal state. It may not be possible to distinguish depending on the proficiency level of the operator.
 そこで、運転員は、表示装置50の選択領域A1にアイコン表示されたグラフの中から、非時系列的なグラフ(例えば散布図)を選択する。表示制御部42Dは、選択領域A1にアイコン表示されたグラフの中から散布図(アイコンI)が選択された場合に、図5に示すように、表示装置50に表示された第2のグラフ表示画面S3に含まれる表示領域C1に散布図のグラフを表示する。これにより、プラント1の運転状態が散布図のグラフを用いて表示される。 Therefore, the operator selects a non-time-series graph (for example, a scatter diagram) from the graphs displayed as icons in the selection area A1 of the display device 50. The display control unit 42D has a second graph displayed on the display device 50 as shown in FIG. 5 when a scatter diagram (icon IS ) is selected from the graphs displayed as icons in the selection area A1. A scatter plot graph is displayed in the display area C1 included in the display screen S3. As a result, the operating state of the plant 1 is displayed using the graph of the scatter diagram.
 図5に示される散布図のグラフでは、縦軸に空気流量を、横軸にボイラ負荷を、各々採っており、トレンド図のグラフの対象期間(2020年6月12日21時45分~2020年6月19日21時45分)と同一期間内における、空気流量とボイラ負荷との間の相関関係が示されている。この散布図のグラフから、ボイラ負荷の増大に伴って空気流量も緩やかに増大していることが把握されるが、このような相関関係は、プラント1が正常な状態にあるときに典型的にみられるものであることから、プラント1に特に異常がないことが推察される。 In the graph of the scatter plot shown in FIG. 5, the vertical axis is the air flow rate and the horizontal axis is the boiler load. The correlation between the air flow rate and the boiler load within the same period as (21:45 on June 19, 2014) is shown. From the graph of this scatter plot, it can be seen that the air flow rate gradually increases as the boiler load increases, but such a correlation is typical when the plant 1 is in a normal state. Since it is observed, it is inferred that there is no particular abnormality in the plant 1.
 また、表示制御部42Dは、過去に使用されたグラフの履歴情報を登録して表示することもできる。すなわち、表示制御部42Dは、上記手順を経て生成したグラフを、例えば図3の登録領域A6に所定の情報を入力することにより、グラフの周辺情報(作成した運転員の氏名、使用したプロセスデータ、グラフの種類、軸、調整値等)とともにグラフ履歴DB44Bに格納(登録)することができる。そして、表示制御部42Dは、例えば習熟度が高い特定の運転員が過去に使用したグラフ(各種項目が設定されたグラフ)をグラフ履歴DB44Bから読み込み、そのグラフを、グラフ表示画面S2(S3)に含まれる表示領域B1(C1)に表示することもできる。これにより、比較的習熟度の低い運転員であっても、習熟度が高い運転員が過去にどのようなグラフをどのようにアレンジ(項目設定)した上で使用していたかを知ることができる。従って、監視ポイントの学習が可能となり、運転習熟度を容易に向上させることができる。 The display control unit 42D can also register and display the history information of the graph used in the past. That is, the display control unit 42D inputs the graph generated through the above procedure to, for example, predetermined information in the registration area A6 of FIG. 3, so that the peripheral information of the graph (name of the created operator, process data used) , Graph type, axis, adjustment value, etc.) can be stored (registered) in the graph history DB44B. Then, the display control unit 42D reads, for example, a graph (a graph in which various items are set) used in the past by a specific operator having a high proficiency level from the graph history DB 44B, and reads the graph from the graph display screen S2 (S3). It can also be displayed in the display area B1 (C1) included in. This makes it possible to know what kind of graph was arranged (item setting) and used by a highly proficient operator in the past, even if the operator has a relatively low proficiency level. .. Therefore, it is possible to learn monitoring points, and it is possible to easily improve driving proficiency.
 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 other devices 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及びグラフの選択等を受け付けるものであり、例えば、キーボード及びタッチパネルを含んでよい。 The input unit 30E receives data input, graph selection, and the like from the operator, and may include, for example, 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 physical configuration as described above, it is possible to realize each function constituting the control unit 42 of the monitoring device 40 mainly by executing the computer program by the CPU 30A, and each of the functions constituting the storage unit 44 mainly from the ROM 30C. It is possible to realize a database, and it is possible to realize the display device 50 mainly from the display unit 30F.
 なお、運転支援システム30は、タブレット端末で構成されてもよい。タブレット端末で運転支援システム30を構成することで、運転支援システム30を持ち歩くことができ、例えばプラント1を巡回しながら運転支援システム30を利用することができる。 The driving support system 30 may be configured by a tablet terminal. By configuring the driving support system 30 with the tablet terminal, the driving support system 30 can be carried around, and for example, the driving support system 30 can be used while patrolling the plant 1.
  次に、本実施形態における運転支援システム30を用いて、プラント1の運転状態を表示する表示装置50を制御する方法(制御方法)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。なお、本実施形態に係る制御方法によってプラント1の運転状態を表示する方法は、本発明における表示方法の一例である。 Next, a method (control method) for controlling the display device 50 that displays the operating state of the plant 1 will be described using the operation support system 30 in the present embodiment. FIG. 7 is a flowchart including such a display method. The method of displaying the operating state of the plant 1 by the control method according to the present invention is an example of the display method in the present invention.
 まず、運転支援システム30の監視装置40の制御部42の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やDCS20を介して、プラント1のプロセスデータを取得する(データ取得工程:S71)。次いで、運転支援システム30の監視装置40の制御部42のグラフ生成部42Cは、データ取得工程S71で取得したプロセスデータに基づいて、プラント1の運転状態を表す複数種類のグラフを生成する(グラフ生成工程:S72)。そして、運転支援システム30の監視装置40の制御部42の表示制御部42Dは、グラフ生成工程S72で生成した複数種類のグラフを、表示装置50の選択領域A1に選択肢としてアイコン表示させる(選択肢表示制御工程:S73)。なお、選択肢表示制御工程S73によって複数種類のグラフを選択領域A1に選択肢としてアイコン表示する工程は、本発明における表示方法の選択肢表示工程に対応する。 First, the process data acquisition unit 42A of the control unit 42 of the monitoring device 40 of the operation support system 30 acquires the process data of the plant 1 via the edge / cloud computing unit 32 and the DCS 20 (data acquisition process: S71). .. Next, the graph generation unit 42C of the control unit 42 of the monitoring device 40 of the operation support system 30 generates a plurality of types of graphs representing the operation state of the plant 1 based on the process data acquired in the data acquisition step S71 (graph). Generation step: S72). Then, the display control unit 42D of the control unit 42 of the monitoring device 40 of the driving support system 30 displays a plurality of types of graphs generated in the graph generation step S72 as icons in the selection area A1 of the display device 50 (option display). Control step: S73). The step of displaying a plurality of types of graphs as options in the selection area A1 by the option display control step S73 corresponds to the option display step of the display method in the present invention.
 続いて、運転員が、表示装置50の選択領域A1にアイコン表示された複数種類のグラフのうち何れかをダブルクリック操作等により選択すると、運転支援システム30の監視装置40の制御部42のグラフ受付部42Bは、運転員からのグラフの選択を受け付ける(グラフ選択受付工程:S74)。すると、運転支援システム30の監視装置40の制御部42の表示制御部42Dは、グラフ選択受付工程S74で受け付けた特定のグラフ(例えばトレンド図や散布図のグラフ)を、表示装置50の表示領域B1、C1に表示させる(グラフ表示制御工程:S75)。これにより、プラント1の運転状態が、特定のグラフ(例えばトレンド図や散布図のグラフ)を用いて表示される。なお、グラフ表示制御工程S75により、特定のグラフを用いてプラント1の運転状態を表示領域B1、C1に表示する工程は、本発明における表示方法の運転状態表示工程に対応する。 Subsequently, when the operator selects one of the plurality of types of graphs icon-displayed in the selection area A1 of the display device 50 by a double-click operation or the like, the graph of the control unit 42 of the monitoring device 40 of the driving support system 30 The reception unit 42B accepts the selection of the graph from the operator (graph selection reception process: S74). Then, the display control unit 42D of the control unit 42 of the monitoring device 40 of the driving support system 30 displays a specific graph (for example, a graph of a trend diagram or a scatter diagram) received in the graph selection reception process S74 in the display area of the display device 50. Displayed on B1 and C1 (graph display control step: S75). As a result, the operating state of the plant 1 is displayed using a specific graph (for example, a graph of a trend diagram or a scatter diagram). The step of displaying the operating state of the plant 1 in the display areas B1 and C1 using the specific graph by the graph display control step S75 corresponds to the operating state display step of the display method in the present invention.
 以上の実施形態によれば、プラント1の運転状態を表す複数種類のグラフを、表示装置50の選択領域A1に選択肢として表示することができる。従って、運転員は、表示装置50の選択領域A1に表示された複数種類のグラフのうち何れかのグラフを選択することができ、その選択したグラフを用いてプラント1の運転状態を表示装置50の表示領域B1、C1に表示することができる。従って、複数のグラフを用いてプラント1の運転状態を表示することができるため、様々な視点からの運転状態の分析に寄与することができる。 According to the above embodiment, a plurality of types of graphs showing the operating state of the plant 1 can be displayed as options in the selection area A1 of the display device 50. Therefore, the operator can select one of a plurality of types of graphs displayed in the selection area A1 of the display device 50, and the operation state of the plant 1 is displayed using the selected graph. Can be displayed in the display areas B1 and C1 of. Therefore, since the operating state of the plant 1 can be displayed using a plurality of graphs, it is possible to contribute to the analysis of the operating state from various viewpoints.
 また、以上の実施形態によれば、複数種類のグラフとして、共通するプロセスデータを異なる態様で表示するグラフ(すなわち、プロセスデータの履歴を時系列的に示すトレンド図のようなグラフと、プロセスデータの履歴を非時系列的に示す散布図のようなグラフと、の双方)を採用しているため、時系列のグラフだけでは発見できないプラント1の運転状態(例えば、異常状態へと徐々に移行する可能性が高い運転状態)を、非時系列的なグラフによって特定することができ、プラント1の異常要因を早期に把握して事前処置を講じることが可能となり、プラント1の安定運転の継続に寄与することができる。 Further, according to the above embodiment, as a plurality of types of graphs, a graph displaying common process data in different modes (that is, a graph such as a trend diagram showing the history of process data in chronological order and process data). Since it employs both a graph like a scatter plot that shows the history of the data in a non-time series, the operating state of plant 1 that cannot be found only by the time-series graph (for example, gradually shifts to an abnormal state). It is possible to identify the operating conditions that are likely to occur) by a non-time series graph, to grasp the abnormal factors of plant 1 at an early stage and take proactive measures, and to continue stable operation of plant 1. Can contribute to.
 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、上記実施形態においては、表示制御部42Dが、習熟度が高い特定の運転員が過去に使用したグラフ(各種項目が設定されたグラフ)をグラフ履歴DB44Bから読み込み、そのグラフを表示領域B1(C1)に表示させることにより、比較的習熟度の低い運転員が、習熟度の高い運転員の過去のグラフを学習することができる例を示したが、さらに進んで、表示制御部42Dが自動的に状況に応じて最適なグラフをサンプル表示することもできる。 The present invention can be modified in various ways as long as it does not deviate from the gist thereof. For example, in the above embodiment, the display control unit 42D reads a graph (a graph in which various items are set) used in the past by a specific operator with a high degree of proficiency from the graph history DB 44B, and reads the graph into the display area B1. An example was shown in which an operator with a relatively low level of proficiency can learn a past graph of an operator with a high level of proficiency by displaying the image on (C1). It is also possible to automatically display a sample of the optimum graph according to the situation.
 この場合、表示制御部42Dは、特定の状況(例えば警告が発生した状況)と、その状況において習熟度の高い運転員が使用したグラフと、の間の相関関係を機械学習し、その学習結果をグラフ履歴DBに記録しておき、プロセスデータに基づいて特定の状況が訪れたものと判定したときに、自動的にその状況に関連するグラフをグラフ履歴DBから読み込んで表示領域B1(C1)に表示させることができる。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を使用することができる。 In this case, the display control unit 42D machine-learns the correlation between a specific situation (for example, a situation where a warning has occurred) and a graph used by a highly proficient operator in that situation, and the learning result. Is recorded in the graph history DB, and when it is determined that a specific situation has arrived based on the process data, the graph related to that situation is automatically read from the graph history DB and displayed in the display area B1 (C1). Can be displayed in. Machine learning models include those using a neural network such as a convolutional neural network (CNN), those using a regression model such as Gaussian process regression, and those using a tree algorithm such as a decision tree. The edge / cloud computing unit 32 can be used when collecting information for machine learning.
 その他、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。たとえば、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。また、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。 In addition, the present invention can be modified in various ways as long as it does not deviate from the gist thereof. For example, 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
 40…監視装置(制御装置)
 42A…プロセスデータ取得部(取得部)
 42B…グラフ選択受付部(受付部)
 42C…グラフ生成部(生成部)
 42D…表示制御部
 50…表示装置
 A1…選択領域(第1領域)
 B1…表示領域(第2領域)
 C1…表示領域(第2領域)
 S71…データ取得工程(取得工程)
 S72…グラフ生成工程(生成工程)
 S73…選択肢表示制御工程(表示制御工程)
 S74…グラフ選択受付工程(受付工程)
 S75…グラフ表示制御工程(表示制御工程)
1 ... Plant 40 ... Monitoring device (control device)
42A ... Process data acquisition unit (acquisition unit)
42B ... Graph selection reception department (reception department)
42C ... Graph generation unit (generation unit)
42D ... Display control unit 50 ... Display device A1 ... Selection area (first area)
B1 ... Display area (second area)
C1 ... Display area (second area)
S71 ... Data acquisition process (acquisition process)
S72 ... Graph generation process (generation process)
S73 ... Option display control process (display control process)
S74 ... Graph selection reception process (reception process)
S75 ... Graph display control process (display control process)

Claims (18)

  1.  プラントの運転状態を表示する表示装置であって、
     前記プラントの運転状態を表す複数種類のグラフを第1領域に選択肢として表示するとともに、前記グラフを用いて前記プラントの運転状態を第2領域に表示する、表示装置。
    It is a display device that displays the operating status of the plant.
    A display device that displays a plurality of types of graphs showing the operating state of the plant as options in the first area and displays the operating state of the plant in the second area using the graph.
  2.  前記複数種類のグラフは、前記プラントの運転状態を示すプロセスデータの履歴を表すものである、請求項1に記載の表示装置。 The display device according to claim 1, wherein the plurality of types of graphs represent a history of process data indicating an operating state of the plant.
  3.  前記複数種類のグラフは、共通する前記プロセスデータを異なる態様で表すものである、請求項2に記載の表示装置。 The display device according to claim 2, wherein the plurality of types of graphs represent common process data in different modes.
  4.  前記複数種類のグラフは、前記プロセスデータの履歴を時系列的に示すグラフと、前記プロセスデータの履歴を非時系列的に示すグラフと、の双方を含む、請求項3に記載の表示装置。 The display device according to claim 3, wherein the plurality of types of graphs include both a graph showing the history of the process data in time series and a graph showing the history of the process data in non-time series.
  5.  前記第1領域に表示された前記複数種類のグラフのうち特定のグラフが選択された場合に、前記特定のグラフを用いて前記プラントの運転状態を前記第2領域に表示する、請求項1から4の何れか一項に記載の表示装置。 From claim 1, when a specific graph is selected from the plurality of types of graphs displayed in the first area, the operating state of the plant is displayed in the second area using the specific graph. The display device according to any one of 4.
  6.  プラントの運転状態を表示する表示方法であって、
     前記プラントの運転状態を表す複数種類のグラフを第1領域に選択肢として表示する選択肢表示工程と、
     前記選択肢表示工程で表示した前記複数種類のグラフのうち何れかのグラフを用いて前記プラントの運転状態を第2領域に表示する運転状態表示工程と、
    を含む、表示方法。
    It is a display method that displays the operating status of the plant.
    An option display process for displaying a plurality of types of graphs showing the operating state of the plant as options in the first area, and
    An operation state display step of displaying the operation state of the plant in the second area using any of the graphs of the plurality of types displayed in the option display step, and the operation state display step.
    Display method including.
  7.  プラントの運転状態を表示する表示装置を制御する制御装置であって、
     前記プラントのプロセスデータを取得する取得部と、
     前記取得部で取得した前記プロセスデータに基づいて前記プラントの運転状態を表す複数種類のグラフを生成する生成部と、
     前記複数種類のグラフを前記表示装置の第1領域に選択肢として表示させるとともに、前記グラフを用いて前記プラントの運転状態を前記表示装置の第2領域に表示させる表示制御部と、
    を備える、制御装置。
    A control device that controls a display device that displays the operating status of a plant.
    The acquisition unit that acquires the process data of the plant,
    A generation unit that generates a plurality of types of graphs showing the operating state of the plant based on the process data acquired by the acquisition unit, and a generation unit.
    A display control unit that displays the plurality of types of graphs as options in the first area of the display device and displays the operating state of the plant in the second area of the display device using the graphs.
    A control device.
  8.  グラフの選択を受け付ける受付部を更に備え、
     前記表示制御部は、前記第1領域に表示された前記複数種類のグラフのうち特定のグラフが選択されたことを前記受付部で受け付けた場合に、前記特定のグラフを用いて前記プラントの運転状態を前記第2領域に表示させる、請求項7に記載の制御装置。
    It also has a reception area that accepts graph selections.
    When the reception unit receives that a specific graph has been selected from the plurality of types of graphs displayed in the first area, the display control unit operates the plant using the specific graph. The control device according to claim 7, wherein the state is displayed in the second area.
  9.  前記表示制御部は、前記生成部で生成した前記グラフを記憶部に記憶させる、請求項7又は8に記載の制御装置。 The control device according to claim 7 or 8, wherein the display control unit stores the graph generated by the generation unit in a storage unit.
  10.  前記表示制御部は、前記記憶部に記憶された前記グラフを読み込んで前記表示装置の前記第2領域に表示させる、請求項9に記載の制御装置。 The control device according to claim 9, wherein the display control unit reads the graph stored in the storage unit and displays it in the second area of the display device.
  11.  プラントの運転状態を表示する表示装置を制御する制御方法であって、
     前記プラントのプロセスデータを取得する取得工程と、
     前記取得工程で取得した前記プロセスデータに基づいて前記プラントの運転状態を表す複数種類のグラフを生成する生成工程と、
     前記複数種類のグラフを前記表示装置の第1領域に選択肢として表示させるとともに、前記グラフを用いて前記プラントの運転状態を前記表示装置の第2領域に表示させる表示制御工程と、
    を含む、制御方法。
    It is a control method that controls a display device that displays the operating status of the plant.
    The acquisition process for acquiring the process data of the plant and
    A generation process that generates a plurality of types of graphs showing the operating state of the plant based on the process data acquired in the acquisition process, and a generation process.
    A display control step of displaying the plurality of types of graphs as options in the first area of the display device and displaying the operating state of the plant in the second area of the display device using the graphs.
    Control methods, including.
  12.  グラフの選択を受け付ける受付工程を更に含み、
     前記表示制御工程では、前記第1領域に表示された前記複数種類のグラフのうち特定のグラフが選択されたことを前記受付工程で受け付けた場合に、前記特定のグラフを用いて前記プラントの運転状態を前記第2領域に表示させる、請求項9に記載の制御方法。
    Including the reception process that accepts graph selection,
    In the display control step, when the reception step accepts that a specific graph has been selected from the plurality of types of graphs displayed in the first area, the operation of the plant is performed using the specific graph. The control method according to claim 9, wherein the state is displayed in the second area.
  13.  前記表示制御工程では、前記生成工程で生成した前記グラフを記憶部に記憶させる、請求項11又は12に記載の制御方法。 The control method according to claim 11 or 12, wherein in the display control step, the graph generated in the generation step is stored in a storage unit.
  14.  前記表示制御工程では、前記記憶部に記憶された前記グラフを読み込んで前記表示装置の前記第2領域に表示させる、請求項13に記載の制御方法。 The control method according to claim 13, wherein in the display control step, the graph stored in the storage unit is read and displayed in the second area of the display device.
  15.  プラントの運転状態を表示する表示装置を制御する制御方法をコンピュータに実行させるコンピュータプログラムであって、
     前記制御方法は、
     前記プラントのプロセスデータを取得する取得工程と、
     前記取得工程で取得した前記プロセスデータに基づいて前記プラントの運転状態を表す複数種類のグラフを生成する生成工程と、
     前記複数種類のグラフを前記表示装置の第1領域に選択肢として表示させるとともに、前記グラフを用いて前記プラントの運転状態を前記表示装置の第2領域に表示させる表示制御工程と、
    を含む、コンピュータプログラム。
    A computer program that causes a computer to execute a control method that controls a display device that displays the operating status of a plant.
    The control method is
    The acquisition process for acquiring the process data of the plant and
    A generation process that generates a plurality of types of graphs showing the operating state of the plant based on the process data acquired in the acquisition process, and a generation process.
    A display control step of displaying the plurality of types of graphs as options in the first area of the display device and displaying the operating state of the plant in the second area of the display device using the graphs.
    Including computer programs.
  16.  前記制御方法は、グラフの選択を受け付ける受付工程を更に含み、
     前記表示制御工程では、前記第1領域に表示された前記複数種類のグラフのうち特定のグラフが選択されたことを前記受付工程で受け付けた場合に、前記特定のグラフを用いて前記プラントの運転状態を前記第2領域に表示させる、請求項15に記載のコンピュータプログラム。
    The control method further includes a reception process for accepting graph selection.
    In the display control step, when the reception step accepts that a specific graph has been selected from the plurality of types of graphs displayed in the first area, the operation of the plant is performed using the specific graph. The computer program according to claim 15, wherein the state is displayed in the second area.
  17.  前記表示制御工程では、前記生成工程で生成した前記グラフを記憶部に記憶させる、請求項15又は16に記載のコンピュータプログラム。 The computer program according to claim 15 or 16, wherein in the display control step, the graph generated in the generation step is stored in a storage unit.
  18.  前記表示制御工程では、前記記憶部に記憶された前記グラフを読み込んで前記表示装置の前記第2領域に表示させる、請求項17に記載のコンピュータプログラム。
     
    The computer program according to claim 17, wherein in the display control step, the graph stored in the storage unit is read and displayed in the second area of the display device.
PCT/JP2021/038427 2020-11-11 2021-10-18 Display device, display method, control device, control method, and computer program WO2022102348A1 (en)

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