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JP2007094794A - Control loop diagnostic device - Google Patents

Control loop diagnostic device Download PDF

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JP2007094794A
JP2007094794A JP2005283845A JP2005283845A JP2007094794A JP 2007094794 A JP2007094794 A JP 2007094794A JP 2005283845 A JP2005283845 A JP 2005283845A JP 2005283845 A JP2005283845 A JP 2005283845A JP 2007094794 A JP2007094794 A JP 2007094794A
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control
control loop
monitoring data
diagnosis
monitoring
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Tatsuhiko Imai
龍彦 今井
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Yokogawa Electric Corp
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Abstract

<P>PROBLEM TO BE SOLVED: To realize a control loop diagnostic device which eliminates subjective factors and enables identification of the factors, when a control loop is not sound by data based on an objective event. <P>SOLUTION: A control loop diagnostic device performs control operation using a measurement signal of flow rate of the measurement fluid by inserting a control valve in a duct in which the measurement fluid flows, and performs diagnosis of the soundness of the control loop which controls the control valve by the control signal obtained by the operation. This device is provided with an input process means to acquire and hold the measurement signal, the control signal and the signal of open degree of the control valve as monitoring data; and a change trend monitoring means which reads the monitoring data from this input process means, and monitors combination of patterns of the change trend of each monitoring data. <P>COPYRIGHT: (C)2007,JPO&INPIT

Description

本発明は、測定流体が流れる管路に調節弁が挿入され、前記測定流体の流量の測定信号を用いて制御演算を行い、演算で求めた制御信号で前記調節弁を制御する制御ループの健全性を診断する制御ループ診断装置に関するものである。   The present invention provides a sound control loop in which a control valve is inserted into a conduit through which a measurement fluid flows, a control calculation is performed using a measurement signal of the flow rate of the measurement fluid, and the control valve is controlled by the control signal obtained by the calculation. The present invention relates to a control loop diagnostic apparatus for diagnosing sex.

測定流体が流れる管路に挿入された調節弁を強制的に開閉操作し、測定値変化の挙動から制御ループの健全性を診断する技術が特許文献1に開示されている。本発明は、制御ループを通常の制御状態のままでその健全性を診断する、制御ループ診断装置に関する。   Patent Document 1 discloses a technique for diagnosing the soundness of a control loop from the behavior of a change in measured value by forcibly opening and closing a control valve inserted in a pipe line through which a measurement fluid flows. The present invention relates to a control loop diagnosis apparatus that diagnoses the soundness of a control loop while maintaining a normal control state.

図3は、従来の制御ループ診断装置が適用された制御システムの構成例を示す機能ブロック図である。Aはフィールドの領域、Bは制御システムの領域を示す。フィールドの領域Aにおいて、1は流体Fが流れる管路、2はこの管路に挿入された調節弁、3は同じくこの管路に挿入された伝送器である。   FIG. 3 is a functional block diagram illustrating a configuration example of a control system to which a conventional control loop diagnosis apparatus is applied. A indicates a field area, and B indicates a control system area. In the field area A, 1 is a conduit through which the fluid F flows, 2 is a control valve inserted into the conduit, and 3 is a transmitter also inserted into the conduit.

制御システムの領域Bにおいて、4は調節計であり、伝送器3からの測定信号PVと設定値SVを入力し、その偏差を演算した制御信号MVを調節弁2へ出力し、流体Fの流量を設定値SVに制御する制御ループが形成されている。   In region B of the control system, reference numeral 4 denotes a controller, which inputs the measurement signal PV and the set value SV from the transmitter 3, outputs the control signal MV obtained by calculating the deviation to the control valve 2, and the flow rate of the fluid F Is set to the set value SV.

5は、この制御ループの健全性を診断する制御ループ診断装置である。この制御ループ診断装置において、51は入力処理手段であり、測定信号PV、設定値SV、制御信号MV及び調節計4より警報信号AL、制御モード信号MDを監視データとして取得する。   Reference numeral 5 denotes a control loop diagnosis device that diagnoses the soundness of the control loop. In this control loop diagnostic apparatus, 51 is an input processing means, which acquires an alarm signal AL and a control mode signal MD as monitoring data from the measurement signal PV, the set value SV, the control signal MV and the controller 4.

入力処理手段51は、取得したこれら監視データより、SVに対するMVやPVの追従特性、PVの振幅、取り込んだデータの警報発生状況及び自動制御状態を解除した時間割合等を定周期で算出し、監視データ保持手段52に保持する。   Based on the acquired monitoring data, the input processing means 51 calculates the tracking characteristics of the MV and PV with respect to the SV, the amplitude of the PV, the alarm occurrence status of the acquired data, the time ratio when the automatic control state is released, etc. at regular intervals, It is held in the monitoring data holding means 52.

53は、ユーザにより事前に設定されるベンチマークデータ保持手段である。54はパフォーマンス測定手段であり、ベンチマークデータ保持手段53に保持されたベンチマークに対する監視データ保持手段52に保持された監視データの達成度を測定する。   Reference numeral 53 denotes benchmark data holding means set in advance by the user. 54 is a performance measuring means for measuring the achievement level of the monitoring data held in the monitoring data holding means 52 with respect to the benchmark held in the benchmark data holding means 53.

55は診断手段であり、パフォーマンス測定手段54からの測定データを取得して、所定のアルゴリズムに基づいて制御ループの健全性やプロセスの問題を評価、診断してユーザに通知する。   Reference numeral 55 denotes a diagnosis unit which acquires measurement data from the performance measurement unit 54, evaluates and diagnoses the control loop soundness and process problems based on a predetermined algorithm, and notifies the user.

特開2002−076807号公報JP 2002-076807 A

従来の制御ループ診断装置では、次のような問題点がある。
(1)制御ループにおいては、調節機能を有する2つの要素である調節計および調節弁の動作状況を把握することが重要であるが、アナログ計装では、調節弁の挙動を調節結果として反映される測定信号PVとしてしか測定できない。
The conventional control loop diagnostic apparatus has the following problems.
(1) In the control loop, it is important to grasp the operating conditions of the controller and the control valve, which are the two elements having the adjustment function, but in the analog instrumentation, the behavior of the control valve is reflected as the adjustment result. It can be measured only as a measurement signal PV.

そのために、制御ループが健全でない場合の要因が、調節弁の調整不足や不具合によるものか、プロセスに起因よるものか特定が困難である。 当然ながら、その詳細の特定までは至らず、現場でのメンテナンスを通してこれらを特定することになる。   For this reason, it is difficult to specify whether the cause when the control loop is not healthy is due to insufficient adjustment or malfunction of the control valve or due to the process. Of course, the details are not specified, and these are specified through on-site maintenance.

(2)制御ループの健全性を評価する指標が、ベンチマークに対する達成度であり、このベンチマークの設定がユーザの主観的要因で大きく変わるため、診断結果の客観性が低くなり、汎用的な制御ループ診断装置とはなりえない。 (2) The index that evaluates the soundness of the control loop is the degree of achievement with respect to the benchmark. Since the setting of this benchmark varies greatly depending on the subjective factors of the user, the objectivity of the diagnosis result becomes low, and the general control loop It cannot be a diagnostic device.

本発明は上述した問題点を解決するためになされたものであり、主観的要因を排除し、客観的な事象に基づくデータにより、制御ループが健全でない場合の要因の特定を可能とする、制御ループ診断装置を実現することを目的としている。   The present invention has been made in order to solve the above-described problems, and eliminates subjective factors and makes it possible to identify factors when the control loop is not healthy by data based on objective events. The object is to realize a loop diagnosis device.

このような課題を達成するために、本発明は次の通りの構成になっている。
(1)測定流体が流れる管路に調節弁が挿入され、前記測定流体の流量の測定信号を用いて制御演算を行い、演算で求めた制御信号で前記調節弁を制御する制御ループの健全性を診断する制御ループ診断装置において、
前記測定信号、前記制御信号及び前記調節弁の開度信号を監視データとして取得して保持する入力処理手段と、
この入力処理手段より前記監視データを読み出し、各監視データの変化傾向のパターンの組み合わせを監視する変化傾向監視手段と、
を備えることを特徴とする制御ループ診断装置。
In order to achieve such a subject, the present invention has the following configuration.
(1) The soundness of a control loop in which a control valve is inserted into a pipe line through which the measurement fluid flows, the control calculation is performed using the measurement signal of the flow rate of the measurement fluid, and the control valve is controlled by the control signal obtained by the calculation In a control loop diagnostic device for diagnosing
Input processing means for acquiring and holding the measurement signal, the control signal and the opening signal of the control valve as monitoring data;
Change trend monitoring means for reading out the monitoring data from the input processing means and monitoring a combination of change tendency patterns of each monitoring data;
A control loop diagnosis apparatus comprising:

(2)前記変化傾向監視手段は、前記各監視データを、上昇、下降、ハンチング、変化なし、のいずれかの変化傾向のパターンに分類することを特徴とする(1)に記載の制御ループ診断装置。 (2) The control trend diagnosis according to (1), wherein the change trend monitoring unit classifies each monitoring data into a change trend pattern of any one of ascending, descending, hunting, and no change. apparatus.

(3)前記監視データの変化傾向のパターンの組み合わせに対応して想定される制御ループの異常パターンを設定して保持する異常パターン保持手段と、
この異常パターン保持手段に保持された異常パターンが、前記変化傾向監視手段で監視される前記各監視データの変化傾向のパターンと一致した場合に、異常診断情報を時間情報と共に出力して保持する診断手段と、
を備えることを特徴とする(1)または(2)に記載の制御ループ診断装置。
(3) an abnormal pattern holding unit that sets and holds an abnormal pattern of a control loop assumed in correspondence with a combination of patterns of change tendency of the monitoring data;
Diagnosis that outputs and holds abnormality diagnosis information together with time information when the abnormality pattern held in the abnormality pattern holding means matches the change tendency pattern of each monitoring data monitored by the change tendency monitoring means Means,
The control loop diagnostic apparatus according to (1) or (2), further comprising:

(4)前記診断手段に保持された診断情報を表示若しくはネットワークに送出する診断結果通知手段を備えることを特徴とする(3)に記載の制御ループ診断装置。 (4) The control loop diagnostic apparatus according to (3), further comprising diagnostic result notification means for displaying or sending diagnostic information held in the diagnostic means to a network.

以上説明したことから明らかなように、本発明によれば次のような効果がある。
(1)制御ループが健全でない場合に、その要因が調節弁の調整不足や不具合によるものか、プロセスの要因によるものかを客観的に診断できるようになる。
As is apparent from the above description, the present invention has the following effects.
(1) When the control loop is not healthy, it is possible to objectively diagnose whether the cause is due to insufficient adjustment or malfunction of the control valve or due to a process factor.

(2)また、その問題箇所の詳細部位の特定が可能となるため、これまで行われてきた現場でのメンテナンス作業が削減され、プラント操業の生産性向上が期待される。 (2) Moreover, since it becomes possible to specify the detailed part of the problem part, the maintenance work in the field performed so far is reduced, and the productivity improvement of a plant operation is anticipated.

(3)診断情報が客観性を備えるので、この情報をさらに上位のシステムに渡し、プラント設備の中長期の管理システム等の構築が可能となる。 (3) Since the diagnostic information has objectivity, it is possible to pass this information to a higher-level system and construct a medium- to long-term management system for plant equipment.

以下、本発明を図面により詳細に説明する。図1は、本発明の制御ループ診断装置が適用された制御システムの実施形態示す機能ブロック図である。図3で説明した従来装置と同一要素には、同一符号を付して説明を省略する。以下、本発明の特徴部につき説明する。   Hereinafter, the present invention will be described in detail with reference to the drawings. FIG. 1 is a functional block diagram showing an embodiment of a control system to which a control loop diagnosis apparatus of the present invention is applied. The same elements as those of the conventional apparatus described with reference to FIG. Hereinafter, the characteristic part of the present invention will be described.

図1において、100は本発明の特徴部を形成する制御ループ診断装置である。この制御ループ診断装置において、101は入力処理手段であり、伝送器3から送信される測定信号PV、調節計4から出力される制御信号MV及び調節弁2から送信される開度信号RVを監視データとして定周期で取得し、監視データ保持手段102に格納する。   In FIG. 1, reference numeral 100 denotes a control loop diagnosis apparatus that forms a feature of the present invention. In this control loop diagnostic apparatus, 101 is an input processing means for monitoring the measurement signal PV transmitted from the transmitter 3, the control signal MV output from the controller 4, and the opening signal RV transmitted from the control valve 2. The data is acquired at regular intervals and stored in the monitoring data holding means 102.

103は変化傾向監視手段であり、定期的に監視データ保持手段102にアクセスし、各監視データを上昇、下降、ハンチング、変化なしの傾向に分類し、それらを組み合わせたパターンを監視する。   Reference numeral 103 denotes a change trend monitoring unit, which periodically accesses the monitoring data holding unit 102, classifies each monitoring data into a tendency of ascending, descending, hunting, and no change, and monitors a combination pattern thereof.

104は異常パターン保持手段であり、ユーザにより予め各監視データの変化の傾向パターンの組み合わせで予測される異常パターン情報及びそのパターンで予測される要因情報が設定され、保持されている。   Reference numeral 104 denotes an abnormal pattern holding unit, in which abnormal pattern information predicted by a combination of change patterns of monitoring data and factor information predicted by the pattern are set and held in advance by the user.

105は診断手段であり、変化傾向監視手段103異常パターンで監視される各監視データの変化傾向の組み合わせパターンを、異常パターン保持手段104に照会し、合致するパターンがあればその異常パターン及びそのパターンで予測される要因情報を、時間情報と共に診断情報保持手段106に格納する。   Reference numeral 105 denotes a diagnosis unit, which inquires the abnormal pattern holding unit 104 for a combination pattern of change trends of each monitoring data monitored by the change trend monitoring unit 103. If there is a matching pattern, the abnormal pattern and its pattern Is stored in the diagnostic information holding means 106 together with the time information.

107は診断結果通知手段であり、利用者からの要求に従い、診断情報保持手段106に格納された異常パターンとその発生時刻、及び事前に設定格納された異常パターンで予想される要因情報を、表示若しくはネットワークを介して注意報、警報及び電子メイル等で利用者に通知する。   107 is a diagnostic result notifying means, which displays the abnormal pattern stored in the diagnostic information holding means 106 and its occurrence time, and the factor information expected by the abnormal pattern preset and stored in accordance with a request from the user. Or notify the user with warnings, warnings and electronic mails via the network.

図2は、監視データの変化傾向の組み合わせに基づく異常パターンとその要因情報を対応させたテーブルの一例であり、このテーブル内容が異常パターン保持手段104に設定・保持されている。以下、このテーブルから参照される異常パターン(a),(b),
(c),(d)につき説明する。
FIG. 2 is an example of a table in which abnormal patterns based on combinations of change trends of monitoring data are associated with factor information thereof, and the contents of this table are set and held in the abnormal pattern holding means 104. Hereinafter, abnormal patterns (a), (b), which are referred to from this table.
(C) and (d) will be described.

(a)PVは変化していないが、MV及びRVが上昇しているパターンの組み合わせ:
ある一定の物質収支で平衡している系において、その物質収支を維持するために調節計の出力が増加(調節弁開指令)し、その結果で調節弁開度が増加した場合には、所定の物質量を下流側へ流すために必要な圧力が、それまでの調節弁開度では低すぎるため、調節弁開度が増加していることが要因として挙げられる。
(A) Combination of patterns in which PV is not changed but MV and RV are increased:
In a system that is in equilibrium with a certain mass balance, the output of the controller increases (control valve opening command) to maintain the mass balance, and if the control valve opening increases as a result, the specified The reason is that the control valve opening is increased because the pressure required to flow the amount of the substance downstream is too low at the previous control valve opening.

その根源の要因としては、以下が考えられる。
・プロセスの配管及び/又は調節弁が閉塞傾向である。
・系に物質を供給しているポンプ又はブロアーの吐出圧力がそれらの前又は後に設置 されている弁によって絞られているため、所定の圧力が確保できなくなった。
The following factors can be considered as the root factor.
• Process piping and / or control valves are prone to blockage.
・ Since the discharge pressure of the pump or blower supplying substances to the system is throttled by the valve installed before or after them, the specified pressure cannot be secured.

(b)PVは変化していないが、MV及びRVが下降しているパターンの組み合わせ:
ある一定の物質収支で平衡している系において、その物質収支を維持するために調節計の出力が減少(調節弁閉指令)し、その結果で調節弁開度が減少した場合には、所定の物質量を下流側へ流すために必要な圧力が、それまでの調節弁開度では高すぎるため、調節弁開度が減少していることが要因として挙げられる。
(B) Combination of patterns in which PV does not change but MV and RV are lowered:
In a system balanced with a certain mass balance, the output of the controller decreases (control valve close command) to maintain the mass balance, and if the control valve opening decreases as a result, the The reason is that the pressure required to flow the amount of the substance downstream is too high at the previous control valve opening, so that the control valve opening is decreasing.

その根源の要因としては、以下が考えられる。
・調節弁のプラグ及び/又はシートリングが磨耗し、同じ開度での通過物質量が増加し ている。
・調節弁上流側の系で系外への物質の流出(プロセス配管などからの漏洩)が発生して いる。
The following factors can be considered as the root factor.
-The plug and / or seat ring of the control valve is worn out, and the amount of substance passing through at the same opening is increasing.
• Material outflow (leakage from process piping, etc.) has occurred in the system upstream of the control valve.

(c)PVは上昇、MVは下降、RVは上昇変化しているパターンの組み合わせ:
ある一定の物質収支で平衡している系において、その物質収支を維持するために調節計の出力が減少(調節弁閉指令)しているが、調節弁がそれに追従せずにMVと調節弁開度の偏差発生が継続しており、調節弁異常である。その想定される要因としては、駆動源(空気や油圧)の圧力低下が考えられる。
(C) Combination of patterns in which PV rises, MV falls, and RV rises:
In a system that is in equilibrium with a certain mass balance, the output of the controller decreases (control valve close command) to maintain the mass balance, but the control valve does not follow it and MV and control valve The deviation of the opening continues to occur and the control valve is abnormal. As a possible factor, a pressure drop of a driving source (air or hydraulic pressure) can be considered.

(d)PVの挙動には関係なく、RVは変化しないがMVが上昇又は下降変化しているパターンの組み合わせ:
調節計のMVの増加(または減少)に対して、調節弁開度が変化しない場合も調節弁異常である。その想定される要因としては、調節弁ステムの固着及び/又はグランドパッキンの過締めが要因として考えられる。
(D) A combination of patterns in which RV does not change but MV increases or decreases regardless of PV behavior:
A control valve abnormality is also caused when the control valve opening does not change with an increase (or decrease) in the MV of the controller. As the assumed factors, the control valve stem is fixed and / or the gland packing is overtightened.

以上説明した図1の実施形態では、簡単のために調節計4を独立要素の形で示したが、分散型制御システムの制御ステーションで実現される機能と同等である。又、制御ループ診断装置100は、分散型制御システムの上位装置内に組み込むこともできる。又は、この分散型制御システムとネットワークを介して通信するユーザPCのアプリケーションとして稼動させる実施形態であってもよい。   In the embodiment of FIG. 1 described above, the controller 4 is shown as an independent element for the sake of simplicity, but it is equivalent to the function realized in the control station of the distributed control system. In addition, the control loop diagnosis apparatus 100 can be incorporated in a host device of the distributed control system. Alternatively, an embodiment in which the distributed control system is operated as an application of a user PC communicating with the distributed control system via a network may be used.

本発明によれば、診断情報が客観性を備えているので、この情報をさらに上位のシステムに渡し、プラント設備の中長期の管理システムの構築ができる。即ち、制御ループの健全性診断と連携したCBO(Condition Based Operation: プラント設備の健全性に基づく操業)の実現、及び上記に加え、センサ、伝送器および調節弁個々の健全性診断まで含めた高信頼なCBOの構築が可能である。   According to the present invention, since diagnostic information has objectivity, this information can be passed to a higher-level system to construct a medium- and long-term management system for plant equipment. In other words, CBO (Condition Based Operation) in cooperation with control loop soundness diagnosis, and in addition to the above, high soundness including individual soundness diagnosis of sensors, transmitters and control valves A reliable CBO can be constructed.

更に、上記CBOを、装置レベルで集約管理した装置診断の実現や、中長期に亘るCBOを支えるCBM(Condition Based maintenance: プラント設備の状態に基づくメンテナンス)による設備資産の効率的運用の実現も可能である。   In addition, it is possible to realize equipment diagnosis by centrally managing the above CBO at the equipment level and efficient operation of equipment assets by CBM (Condition Based maintenance) that supports CBO over the medium to long term. It is.

本発明の制御ループ診断装置が適用された制御システムの実施形態示す機能ブロック図である。It is a functional block diagram showing an embodiment of a control system to which a control loop diagnosis apparatus of the present invention is applied. 監視データの変化傾向の組み合わせに基づく異常パターンとその要因情報を対応させたテーブルである。It is the table which matched the abnormal pattern based on the combination of the change tendency of monitoring data, and its factor information. 従来の制御ループ診断装置が適用された制御システムの構成例を示す機能ブロック図である。It is a functional block diagram which shows the structural example of the control system to which the conventional control loop diagnostic apparatus was applied.

符号の説明Explanation of symbols

1 管路
2 調節弁
3 伝送器
4 調節計
100 制御ループ診断装置
101 入力処理手段
102 監視データ保持手段
103 変化傾向監視手段
104 異常パターン保持手段
105 診断手段
106 診断情報保持手段
107 診断結果通知手段
DESCRIPTION OF SYMBOLS 1 Pipe line 2 Control valve 3 Transmitter 4 Controller 100 Control loop diagnostic apparatus 101 Input processing means 102 Monitoring data holding means 103 Change tendency monitoring means 104 Abnormal pattern holding means 105 Diagnosis means 106 Diagnostic information holding means 107 Diagnostic result notification means

Claims (4)

測定流体が流れる管路に調節弁が挿入され、前記測定流体の流量の測定信号を用いて制御演算を行い、演算で求めた制御信号で前記調節弁を制御する制御ループの健全性を診断する制御ループ診断装置において、
前記測定信号、前記制御信号及び前記調節弁の開度信号を監視データとして取得して保持する入力処理手段と、
この入力処理手段より前記監視データを読み出し、各監視データの変化傾向のパターンの組み合わせを監視する変化傾向監視手段と、
を備えることを特徴とする制御ループ診断装置。
A control valve is inserted into the pipe through which the measurement fluid flows, and a control calculation is performed using the measurement signal of the flow rate of the measurement fluid, and the soundness of the control loop that controls the control valve is diagnosed using the control signal obtained by the calculation In the control loop diagnostic device,
Input processing means for acquiring and holding the measurement signal, the control signal and the opening signal of the control valve as monitoring data;
Change trend monitoring means for reading out the monitoring data from the input processing means and monitoring a combination of change tendency patterns of each monitoring data;
A control loop diagnosis apparatus comprising:
前記変化傾向監視手段は、前記各監視データを、上昇、下降、ハンチング、変化なし、のいずれかの変化傾向のパターンに分類することを特徴とする請求項1に記載の制御ループ診断装置。   The control loop diagnosis apparatus according to claim 1, wherein the change tendency monitoring unit classifies the monitoring data into a change tendency pattern of any one of ascending, descending, hunting, and no change. 前記監視データの変化傾向のパターンの組み合わせに対応して想定される制御ループの異常パターンを設定して保持する異常パターン保持手段と、
この異常パターン保持手段に保持された異常パターンが、前記変化傾向監視手段で監視される前記各監視データの変化傾向のパターンと一致した場合に、異常診断情報を時間情報と共に出力して保持する診断手段と、
を備えることを特徴とする請求項1または2に記載の制御ループ診断装置。
An abnormal pattern holding means for setting and holding an abnormal pattern of a control loop assumed corresponding to a combination of patterns of change tendency of the monitoring data;
Diagnosis that outputs and holds abnormality diagnosis information together with time information when the abnormality pattern held in the abnormality pattern holding means coincides with the change tendency pattern of each monitoring data monitored by the change tendency monitoring means Means,
The control loop diagnosis apparatus according to claim 1, further comprising:
前記診断手段に保持された診断情報を表示若しくはネットワークに送出する診断結果通知手段を備えることを特徴とする請求項3に記載の制御ループ診断装置。

4. The control loop diagnosis apparatus according to claim 3, further comprising a diagnosis result notifying unit that displays or sends the diagnosis information held in the diagnosis unit to a network.

JP2005283845A 2005-09-29 2005-09-29 Control loop diagnostic device Pending JP2007094794A (en)

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JP2010072868A (en) * 2008-09-17 2010-04-02 Nippon Steel Corp Apparatus, method and program for diagnosing plant control
JP2011076334A (en) * 2009-09-30 2011-04-14 Mitsubishi Heavy Ind Ltd Diagnostic method and diagnostic device for plant
JP2014115714A (en) * 2012-12-06 2014-06-26 Mitsubishi Electric Corp Time series data processing device, time series data processing method, and time series data processing program
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JP2018128757A (en) * 2017-02-07 2018-08-16 アズビル株式会社 Maintenance time prediction device, flow rate control device, and maintenance time prediction method
CN108469803A (en) * 2017-02-23 2018-08-31 阿自倍尔株式会社 It safeguards judge index apparatus for predicting, volume control device and safeguards judge index estimating method
WO2024214813A1 (en) * 2023-04-14 2024-10-17 株式会社ダイセル Abnormality detecting method, abnormality detecting system, and abnormality detecting program

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JPH0552605A (en) * 1991-08-23 1993-03-02 Hitachi Ltd Process operation support system
JPH08234832A (en) * 1995-02-24 1996-09-13 Toshiba Corp Device and method for monitoring and diagnostic plant

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008299364A (en) * 2007-05-29 2008-12-11 Hitachi Electronics Service Co Ltd Inspection instrument
JP2010072868A (en) * 2008-09-17 2010-04-02 Nippon Steel Corp Apparatus, method and program for diagnosing plant control
JP2011076334A (en) * 2009-09-30 2011-04-14 Mitsubishi Heavy Ind Ltd Diagnostic method and diagnostic device for plant
JP2010044780A (en) * 2009-10-08 2010-02-25 Yokogawa Electric Corp Method and system for analyzing operating condition
JP2014115714A (en) * 2012-12-06 2014-06-26 Mitsubishi Electric Corp Time series data processing device, time series data processing method, and time series data processing program
WO2015118946A1 (en) * 2014-02-10 2015-08-13 オムロン株式会社 Monitoring device and monitoring method
JP2018128757A (en) * 2017-02-07 2018-08-16 アズビル株式会社 Maintenance time prediction device, flow rate control device, and maintenance time prediction method
CN108469803A (en) * 2017-02-23 2018-08-31 阿自倍尔株式会社 It safeguards judge index apparatus for predicting, volume control device and safeguards judge index estimating method
WO2024214813A1 (en) * 2023-04-14 2024-10-17 株式会社ダイセル Abnormality detecting method, abnormality detecting system, and abnormality detecting program

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