WO2016151744A1 - プラント監視制御装置 - Google Patents
プラント監視制御装置 Download PDFInfo
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- WO2016151744A1 WO2016151744A1 PCT/JP2015/058820 JP2015058820W WO2016151744A1 WO 2016151744 A1 WO2016151744 A1 WO 2016151744A1 JP 2015058820 W JP2015058820 W JP 2015058820W WO 2016151744 A1 WO2016151744 A1 WO 2016151744A1
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric 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
- G05B23/0243—Electric 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 model based detection method, e.g. first-principles knowledge model
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
- G05B13/048—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators using a predictor
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B17/00—Systems involving the use of models or simulators of said systems
- G05B17/02—Systems involving the use of models or simulators of said systems electric
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
Definitions
- the present invention relates to a plant monitoring and control apparatus including a simulator that simulates the operation of a process control apparatus that controls a plant.
- the plant monitoring and control device acquires plant data that are various parameters indicating the state of the plant from a process control device that controls the plant.
- the operator monitors the current value of the plant data, the trend graph indicating the change tendency, and the like on the monitoring screen, and instructs the process control device to perform necessary control.
- the response of the plant may differ from the operator's expectation as a result of executing processing such as changing parameter setting values or opening / closing valves according to the operator's instructions. For this reason, the operator has to perform control while monitoring the change tendency of the plant data, and the operation sometimes takes a long time.
- a simulator that simulates a plant is used to predict changes in plant data after the control is performed.
- a first prediction simulator that predicts a future trend of the plant based on the changed setting value information, and a plant based on the setting value information before the change.
- a plant operation support apparatus including a second simulator for predicting future trends of the plant is disclosed.
- the operator can determine whether or not to change the set value after examining the trend information of the two simulation results. However, since it is left to the operator to determine when there is no clear difference in the simulation result or when the expected simulation result is not obtained, it becomes a burden on the operator.
- Patent Document 1 when an operator changes a set value, a future trend simulation before and after the change is executed.
- the control instruction for the plant is not only a change of the set value, but for example, opening and closing of a valve and motor There are also start and stop.
- Patent Document 1 does not mention prediction of a result for a control instruction other than setting value change.
- the present invention predicts a change in plant data after performing plant control, and can further automatically determine whether to perform the control or not.
- the purpose is to reduce the burden on the operator.
- the plant monitoring and control apparatus is connected to a process control apparatus that performs plant control based on control information via a network, and acquires plant data that is various parameters indicating the state of the plant from the process control apparatus.
- Plant monitoring and control device for monitoring and control an input unit for inputting a control instruction to the process control device, and a plant program after executing a control program that simulates the operation of the process control device and performing control based on the control instruction
- a simulator that predicts and calculates a plant model that stores plant data acquired from the process control device and supplies plant data necessary for executing the control program to the simulator.
- a determination unit that determines whether or not to perform control based on the control instruction, and a control unit that notifies the simulator of control information of the control instruction to request a prediction calculation, and the determination unit determines to perform control based on the control instruction
- a control unit for notifying control information of the control instruction to the process control device is provided.
- control information of the control instruction is notified to the simulator. Further, it is automatically determined whether or not to execute the control based on the result of the prediction calculation by the simulator. When it is determined that the control is to be performed, the control information of the control instruction is notified to the process control device. Therefore, the operator can quickly perform appropriate control without performing any operation other than inputting a control instruction, and the burden on the operator is reduced.
- Embodiment 1 FIG. Below, the plant monitoring control apparatus which concerns on Embodiment 1 of this invention is demonstrated based on drawing. 1 and 2 are a functional block diagram and a hardware configuration diagram of the plant monitoring control apparatus according to the first embodiment.
- the plant monitoring control device 100 includes a monitoring control unit 1, a simulator 2, a plant model 3, an input unit 4, and a display unit 5.
- the hardware includes a processor 10, a memory 20, a receiving device 30, and a display device 40.
- the plant monitoring and control apparatus 100 is connected to a process control apparatus 300 that controls the plant 200 based on control information via a control network 400.
- the plant 200 includes various devices constituting the plant, such as a motor, a pump, a valve, a switch, a hydraulic device, and the like.
- the functions of the monitoring control unit 1, the simulator 2, and the plant model 3 are realized by the processor 10 executing a program stored in the memory 20. Further, the plurality of processors 10 and the plurality of memories 20 may cooperate to execute the above function.
- the input unit 4 is a receiving device 30 that receives information input by an operator using a mouse, keyboard, touch panel, or the like (all not shown).
- the display unit 5 is a display device 40 such as a liquid crystal display.
- the monitoring unit 12 and the control unit 13 of the monitoring control unit 1 perform input / output of control information and plant data with the process control device 300 via the input / output processing unit 11.
- the monitoring unit 12 acquires plant data, which are various parameters indicating the state of the plant 200, from the process control device 300, and monitors the current value and the change tendency.
- the control unit 13 notifies the simulator 2 or the process control device 300 of the control information of the control instruction input to the input unit 4 by the operator.
- the control unit 13 requests the simulator 2 to perform a prediction calculation
- the control unit 13 notifies the simulator 2 of the control information before notifying the process control device 300 of the control information.
- the control unit 13 requests the simulator 2 for prediction calculation regardless of the processing contents of the control.
- the simulator 2 has a control program 21 that simulates the operation of the process control apparatus 300, receives the request for the prediction calculation from the control unit 13, executes the control program 21, and executes control based on the operator's control instruction. Predict and calculate changes in plant data. Note that the predicted plant data output as a result of the prediction calculation is not limited to one value, and may output the transition of plant data over time.
- the simulator 2 acquires actual plant data from the process control apparatus 300 via the input / output processing part 11 of the monitoring control part 1, and this plant data Is used to execute the control program 21 and notify the plant model 3 of the obtained predicted plant data.
- the plant model 3 has a plant database 31 (hereinafter referred to as a plant DB 31) that stores actual plant data acquired from the process control device 300.
- the plant model 3 acquires control data for control performed from the process control device 300 and plant data including plant data before and after the control data from the process controller 300 via the input / output processing unit 11 in time series, and the plant DB 31 To store.
- the plant model 3 uses plant data stored in the plant DB 31, generates plant data (calculated values) required when the simulator 2 executes the control program 21, and supplies the plant data to the simulator 2.
- the plant model 3 has executed the same process ID 1 in the past from the plant DB 31.
- Time plant data here, flow rate data
- necessary data is selected from the data and supplied to the simulator 2. If the necessary data is not stored in the plant DB 31, the calculated values estimated from the preceding and following plant data are supplied to the simulator 2.
- the plant model 3 has a function of acquiring predicted plant data that is a result of the prediction calculation by the simulator 2 and plant data after performing actual control corresponding to the predicted plant data, and comparing the two. ing.
- the difference between the predicted plant data and the actual plant data is large and there is a difference of a predetermined value or more, the plant data supplied to the simulator 2 is corrected and the plant DB 31 is updated.
- the accuracy of the prediction calculation is the plant data (calculation) supplied from the plant model 3. Value).
- the plant model 3 updates the content of the plant DB 31, the accuracy of the prediction calculation of the simulator 2 can be maintained high.
- control unit 13 includes a determination circuit 131 and a determination logic storage unit 132 as a determination unit that determines whether or not to perform control based on an operator's control instruction.
- the determination logic storage unit 132 stores determination logic set for the processing contents of each control.
- the determination circuit 131 determines whether or not to perform the current control based on the predicted plant data acquired from the simulator 2 and the determination logic stored in the determination logic storage unit 132.
- FIG. 3 shows an example of a determination logic table stored in the determination logic storage unit 132.
- determination conditions for predicted plant data x, y, and z are set for each control process ID.
- a and B are preset constants.
- the determination circuit 131 determines to perform the control when the predicted plant data x, y, and z satisfy the determination logic.
- the flow of processing by the monitoring control unit 1 when an operator inputs a control instruction to the input unit 4 will be described with reference to the flowchart of FIG. Note that the flowchart of FIG. 4 includes processing by the operator (step 70).
- step 10 the control unit 13 of the monitoring control unit 1 acquires control information of the input control instruction in step 10 (S10). Subsequently, in step 20 (S20), the acquired control information is notified to the simulator 2, and a prediction calculation is requested from the simulator 2.
- the simulator 2 receiving the request for the prediction calculation executes the control program 21 using the control information notified from the control unit 13 and the plant data (calculated value) acquired from the plant model 3. Note that the flow of processing by the simulator 2 will be described later with reference to the flowchart of FIG.
- step 30 the control unit 13 acquires the result of the prediction calculation from the simulator 2. Subsequently, in step 40 (S40), the control unit 13 notifies the determination circuit 131 of the result of the prediction calculation, and the determination circuit 131 determines whether or not the current control is to be performed.
- step 50 determines in step 50 (S50) that the current control is to be performed (YES)
- the process proceeds to step 90 (S90), and the control unit 13 sends the control information of the current control instruction to the input / output processing unit 11. To instruct control.
- step 100 the input / output processing unit 11 notifies the control information of the current control instruction to the process control apparatus 300 to instruct control.
- step 60 the control unit 13 determines the prediction calculation result by the simulator 2 and the determination result by the determination circuit 131. Is displayed on the display unit 5. Subsequently, in step 70 (S70), the operator considers the execution of the current control with reference to the result of the prediction calculation by the simulator 2 displayed on the display unit 5.
- Step 80 when the operator determines that the current control is to be performed (YES), the control unit executes the processes of S90 and S100. In S80, if the operator determines not to perform the current control (NO), the process is terminated.
- the simulator 2 executes the calculation at regular intervals (for example, 50 mec to 500 msec).
- regular intervals for example, 50 mec to 500 msec.
- Step 210 when there is no request for prediction calculation (NO), the process proceeds to Step 220 (S220), and actual plant data (current value) is acquired from the process control device 300. Subsequently, in step 221 (S221), the control program 21 is executed using the actual plant data acquired in S220. Further, in step 222 (S222), the result of the prediction calculation is notified to the plant model 3, and the calculation end process is performed in step 240 (S240).
- step 230 S230
- plant data calculated value
- step 231 S231
- step 232 S232
- the result of the prediction calculation is notified to the determination circuit 131, and the calculation end process is performed in S240.
- the control information of the control instruction is transmitted by the control unit 13. Is notified to the simulator 2. Further, whether or not to perform the control is automatically determined by the determination circuit 131 of the control unit 13 based on the result of the prediction calculation by the simulator 2, and if it is determined to be performed, the control unit 13 controls the control. The instruction control information is notified to the process control device 300.
- the operator does not perform any operation other than inputting a control instruction to the input unit 4, and does not determine whether or not to perform the control based on the result of the prediction calculation.
- Appropriate control in which the result is predicted in advance can be performed quickly, and the burden on the operator is reduced.
- Embodiment 2 when a control instruction from the operator is input to the input unit 4, the prediction calculation is performed by the simulator 2 regardless of the processing contents of the control. However, some control instructions include simple processing that does not require a prediction calculation.
- the prediction calculation is performed only for the control instruction of the processing content that requires the prediction calculation by the simulator.
- FIG. 1 is diverted and description of each part is abbreviate
- the control unit 13 of the plant monitoring control apparatus 100 has a prediction calculation necessity determination table shown in FIG. 6, and the control instruction input to the input unit 4 is predicted by the simulator 2. It is determined whether or not the control instruction requires calculation.
- the prediction calculation necessity determination table is provided with a determination criterion for each process ID of each control. For example, in the case of “XX valve open” of process ID 1, when the flow rate exceeds 100 (liters / minute), it is determined that a prediction calculation is necessary. Further, when the processing ID 2 is “XX valve closed”, it is determined that the prediction calculation is unnecessary regardless of the flow rate.
- the flowchart of FIG. 7 includes processing by the operator (step 70).
- step 15 the control unit 13 of the monitoring control unit 1 acquires the control information of the input control instruction in S10.
- the current control instruction is a simulator. It is determined whether or not the control instruction requires a prediction calculation by 2.
- the process ID corresponding to the control information acquired in S10 is referred to the prediction calculation necessity determination table (FIG. 6), and the plant data necessary for the determination is acquired from the process control device 300 and the determination is performed.
- the input / output processing unit 11 notifies the process control apparatus 300 of the control information of the current control instruction and instructs the control. Note that the processing of S30 to S80 is the same as the processing of the flowchart of FIG.
- the control instruction that is determined not to require the prediction calculation is directly processed by the process control device 300 without performing the prediction calculation by the simulator 2. Since the control information is notified to the operator, simple control can be performed quickly, and the burden on the operator is reduced.
- Embodiment 3 FIG.
- the determination circuit 131 and the determination logic storage unit 132 for determining whether or not to perform the current control are provided in the control unit 13, but in the third embodiment of the present invention, the determination unit Are provided together with the determination logic as a part of the control program 21 executed by the simulator 2.
- FIG. 1 since the whole structure of the plant monitoring control apparatus 100 which concerns on this Embodiment 3 is the same as that of the said Embodiment 1, FIG. 1 is diverted and description of each part is abbreviate
- FIG. 8 is a flowchart showing the flow of processing by the simulator 2 in the third embodiment.
- the processes in S200 to S231 are the same as those in the flowchart of FIG.
- the simulator 2 executes the control program 21 using the plant data (calculated value) acquired in S230, and performs a prediction calculation. Subsequently, in step 233 (S233), the control program 21 determines whether or not to implement the current control based on the result of the prediction calculation. Thereafter, in step 234 (S234), the prediction calculation result and the determination result are notified to the control unit 13, and the calculation end process is performed in S240.
- the control unit 13 acquires the result of the prediction calculation and the determination result as to whether or not to perform the current control from the simulator 2.
- the control unit 13 notifies the process control device 300 of the control information of the current control instruction, and the process control device 300 performs the control based on the current control instruction. .
- the control unit 13 displays the prediction calculation result and the determination result by the simulator 2 on the display unit 5, and the operator displays the simulator displayed on the display unit 5.
- the implementation of this control will be examined with reference to the result of the prediction calculation by 2.
- the determination logic in addition to the same effects as those of the first embodiment, by making the determination unit a part of the control program 21 of the simulator 2, the determination logic can be programmed and more complicated. Judgment logic can be set.
- Embodiment 4 FIG. In the first to third embodiments, when the determination unit determines that the current control is not performed on the result of the prediction calculation by the simulator 2, the operator performs the prediction calculation by the simulator 2 displayed on the display unit 5. Based on this result, the implementation of this control was examined and the next control had to be instructed.
- the determination unit determines not to perform the current control, a function of presenting operation guidance regarding the next control to the operator is added.
- FIG. 1 is diverted and description of each part is abbreviate
- the determination unit is provided as a part of the control program 21 of the simulator 2.
- an expected effect There is a change in the expected plant state (plant data) by performing certain control on the plant 200 (this is called an expected effect). For example, when “XX valve opening” of process ID 1 shown in FIG. 6 is performed, a change in plant data such as an xx water level increase or an xx flow rate increase is expected at normal times. However, when an abnormality occurs, there may be a case where the expected effect cannot be obtained even if the control is performed, or the control itself cannot be performed.
- the monitoring unit 12 includes an operation guidance storage unit and an operation guidance search unit (both not shown), and the operator refers to the operation guidance displayed on the display unit 5 to perform the next control. You can give instructions.
- Operation guidance is stored in the operation guidance storage unit.
- the operation guidance includes a process ID of each control, a process content, an expected effect of the process, an alternative process, and the like. For example, when the expected effect when “XX valve open” of process ID 1 is performed is “xx flow rate increase”, “YY valve open” is registered as an alternative process for obtaining this.
- the operation guidance search means searches for operation guidance based on the process ID of the current control, and extracts an alternative process.
- the flow of processing by the monitoring control unit 1 when an operator inputs a control instruction to the input unit 4 will be described with reference to the flowchart of FIG.
- the processes of S10, S20, S90, and S100 are the same as the flowchart of FIG. 4 described in the first embodiment.
- the flowchart of FIG. 9 includes processing by the operator (step 81).
- the control unit 13 acquires control information of the input control instruction in S10. Subsequently, in S20, the acquired control information is notified to the simulator 2, and a prediction calculation is requested from the simulator 2.
- the simulator 2 having received the request for the prediction calculation executes the control program 21 using the control information notified from the control unit 13 and the plant data (calculated value) acquired from the plant model 3, and based on the result of the prediction calculation. It is determined whether or not to perform the current control.
- step 31 the control unit 13 acquires the prediction calculation result and the determination result from the simulator 2. If it is determined in step 51 (S51) that the current control is to be performed (YES), the process proceeds to S90, where the control unit 13 instructs the input / output processing unit 11 to perform the current control. The input / output processing unit 11 instructs the process control device 300 to perform the current control.
- step 61 the operation guidance search unit of the monitoring unit 12 predicts the type of control (processing ID) and the current control.
- the operation guidance is searched from the calculation result, and the operation guidance is displayed on the display unit 5 in step 71 (S71).
- step 81 the operator inputs the next control instruction to the input unit 4 according to the operation guidance, and the processes of S90 and S100 are performed.
- the determination unit determines not to perform the current control
- the operator performs an operation related to the next control. Since the guidance is presented, the burden on the operator is further reduced, and appropriate control can be quickly performed even when the plant 200 is abnormal.
- the present invention can be freely combined with each other within the scope of the invention, and each embodiment can be appropriately modified or omitted.
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Abstract
Description
この発明の上記以外の目的、特徴、観点及び効果は、図面を参照する以下のこの発明の詳細な説明から、さらに明らかになるであろう。
以下に、本発明の実施の形態1に係るプラント監視制御装置について、図面に基づいて説明する。図1及び図2は、本実施の形態1に係るプラント監視制御装置の機能ブロック図及びハードウェア構成図である。プラント監視制御装置100は、機能的には、監視制御部1、シミュレータ2、プラントモデル3、入力部4、及び表示部5を備えている。また、ハードウェアとしては、プロセッサ10、メモリ20、受信装置30、及び表示装置40を備えている。
上記実施の形態1では、オペレータによる制御指示が入力部4に入力されると、その制御の処理内容に関わらずシミュレータ2による予測演算を行っていた。しかし、制御指示の中には、予測演算の必要がない単純な処理もある。
上記実施の形態1では、今回の制御を実施するか否かを判定するための判定回路131と判定ロジック記憶部132を制御部13に設けたが、本発明の実施の形態3では、判定部を、シミュレータ2が実行する制御プログラム21の一部として、判定ロジックと共に設けている。なお、本実施の形態3に係るプラント監視制御装置100の全体構成は、上記実施の形態1と同様であるので図1を流用し、各部の説明は省略する。
上記実施の形態1~実施の形態3では、シミュレータ2による予測演算の結果に対し、判定部が今回の制御を実施しないと判定した場合、オペレータが表示部5に表示されたシミュレータ2による予測演算の結果を参考にして今回の制御の実施を検討し、次の制御を指示しなければならなかった。
Claims (6)
- 制御情報に基づいてプラントの制御を実施するプロセス制御装置とネットワークを介して接続され、前記プロセス制御装置からプラントの状態を示す各種パラメータであるプラントデータを取得し監視制御するプラント監視制御装置であって、
前記プロセス制御装置に対する制御指示を入力する入力部、
前記プロセス制御装置の動作を模擬する制御プログラムを実行し、前記制御指示に基づく制御を実施した後のプラントデータを予測演算するシミュレータ、
前記プロセス制御装置から取得したプラントデータを蓄積するデータベースを有し、前記制御プログラムを実行する際に必要なプラントデータを前記シミュレータに供給するプラントモデル、
前記シミュレータによる予測演算の結果である予測プラントデータを取得し、前記制御指示に基づく制御を実施するか否かを判定する判定部、
前記制御指示の制御情報を前記シミュレータに通知して予測演算を要求すると共に、前記判定部が前記制御指示に基づく制御を実施すると判定した場合に、前記制御指示の制御情報を前記プロセス制御装置に通知する制御部を備えたことを特徴とするプラント監視制御装置。 - 前記プラントモデルは、前記シミュレータによる予測演算の結果である予測プラントデータと、この予測プラントデータに対応する実際のプラントデータを取得して両者を比較し、それらの差が所定値以上であった場合には、前記シミュレータに供給したプラントデータを補正して前記データベースを更新することを特徴とする請求項1記載のプラント監視制御装置。
- 前記制御部は、前記入力部に入力された制御指示に対し、前記シミュレータによる予測演算が必要な制御指示であるか否かを判定し、必要であると判定した場合は、前記シミュレータに前記制御指示の制御情報を通知して予測演算を要求し、必要でないと判定した場合は、前記プロセス制御装置に前記制御指示の制御情報を通知することを特徴とする請求項1または請求項2に記載のプラント監視制御装置。
- 前記判定部は、各制御の処理内容に対して設定された判定ロジックを格納する判定ロジック記憶部と、前記判定ロジックに基づいて判定を行う判定回路を含み、前記制御部に設けられていることを特徴とする請求項1から請求項3のいずれか一項に記載のプラント監視制御装置。
- 前記判定部は、前記シミュレータが実行する前記制御プログラムの一部として、判定ロジックと共に設けられていることを特徴とする請求項1から請求項3のいずれか一項に記載のプラント監視制御装置。
- 各制御の処理内容、その処理の期待効果、該期待効果を得るための代替処理が記憶された操作ガイダンス記憶部と、今回の制御の処理内容に基づいて操作ガイダンス記憶部を検索し代替処理を抽出する操作ガイダンス検索手段と、操作ガイダンスを表示する表示部を有し、前記判定部が今回の制御指示に基づく制御を実施しないと判定した場合、前記操作ガイダンス検索手段は、今回の制御指示に基づく制御の代替処理を抽出し、操作ガイダンスとして前記表示部に表示することを特徴とする請求項1から請求項5のいずれか一項に記載のプラント監視制御装置。
Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP15886297.9A EP3276436B1 (en) | 2015-03-24 | 2015-03-24 | Plant monitor/control device |
CN201580078116.XA CN107407914B (zh) | 2015-03-24 | 2015-03-24 | 工厂监视控制装置 |
PCT/JP2015/058820 WO2016151744A1 (ja) | 2015-03-24 | 2015-03-24 | プラント監視制御装置 |
JP2015542076A JP5872124B1 (ja) | 2015-03-24 | 2015-03-24 | プラント監視制御装置 |
US15/560,566 US10216154B2 (en) | 2015-03-24 | 2015-03-24 | Plant monitoring control device |
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PCT/JP2015/058820 WO2016151744A1 (ja) | 2015-03-24 | 2015-03-24 | プラント監視制御装置 |
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US (1) | US10216154B2 (ja) |
EP (1) | EP3276436B1 (ja) |
JP (1) | JP5872124B1 (ja) |
CN (1) | CN107407914B (ja) |
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Cited By (2)
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JP7059346B1 (ja) | 2020-12-22 | 2022-04-25 | 東芝プラントシステム株式会社 | プラントシミュレーション装置およびプラントシミュレーションシステム |
WO2022145222A1 (ja) * | 2020-12-28 | 2022-07-07 | 東京エレクトロン株式会社 | 管理装置、予測方法及び予測プログラム |
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JP6683746B2 (ja) | 2018-02-08 | 2020-04-22 | ファナック株式会社 | 監視装置および監視方法 |
AU2018426458B2 (en) * | 2018-06-08 | 2023-12-21 | Chiyoda Corporation | Assistance device, learning device, and plant operation condition setting assistance system |
JP7276204B2 (ja) * | 2020-03-06 | 2023-05-18 | 横河電機株式会社 | 情報処理装置、情報処理方法、及びプログラム |
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Also Published As
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EP3276436A1 (en) | 2018-01-31 |
EP3276436B1 (en) | 2021-07-28 |
EP3276436A4 (en) | 2019-01-16 |
CN107407914A (zh) | 2017-11-28 |
US10216154B2 (en) | 2019-02-26 |
US20180046154A1 (en) | 2018-02-15 |
JP5872124B1 (ja) | 2016-03-01 |
CN107407914B (zh) | 2020-10-16 |
JPWO2016151744A1 (ja) | 2017-04-27 |
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