JPH07325617A - Abnormality detecting device - Google Patents

Abnormality detecting device

Info

Publication number
JPH07325617A
JPH07325617A JP6140783A JP14078394A JPH07325617A JP H07325617 A JPH07325617 A JP H07325617A JP 6140783 A JP6140783 A JP 6140783A JP 14078394 A JP14078394 A JP 14078394A JP H07325617 A JPH07325617 A JP H07325617A
Authority
JP
Japan
Prior art keywords
state quantity
plant
probability
detected
abnormality
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
JP6140783A
Other languages
Japanese (ja)
Other versions
JP3419891B2 (en
Inventor
Yoshiaki Himura
義明 日村
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Mayekawa Manufacturing Co
Original Assignee
Mayekawa Manufacturing Co
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Mayekawa Manufacturing Co filed Critical Mayekawa Manufacturing Co
Priority to JP14078394A priority Critical patent/JP3419891B2/en
Publication of JPH07325617A publication Critical patent/JPH07325617A/en
Application granted granted Critical
Publication of JP3419891B2 publication Critical patent/JP3419891B2/en
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

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Abstract

PURPOSE:To improve the operation rate of a thermal plant such as a refrigeration plant by accurately detecting an abnormal state of the plant and preventing the unnecessary operation correction, stop, and abnormality inspection of the plant due to an erroneous transmission of an abnormality alarm. CONSTITUTION:This abnormality detecting device is equipped with a data collection device 21 to which detection data (detected state quantity) on the state quantity of the plant are inputted and a probability totalizing arithmetic unit 25 which compares with the detected state quantity with a reference state quantity value, calculates the probability that the state quantity enters a dangerous state from the time and frequency where the detected state quantity is on a dangerous area side about the reference value and the probability that the state quantity enters a dangerous state, and generates an alarm when the arithmetic result exceeds a specific degree of danger.

Description

【発明の詳細な説明】Detailed Description of the Invention

【0001】[0001]

【産業上の利用分野】本発明は冷凍プラント・熱回収プ
ラント等各種プラントの温度、圧力、流量等の状態量が
危険域になったときこれを検知し警報を発してプラント
の運転条件変更あるいは停止をなすように構成された異
常検知装置に関する。
BACKGROUND OF THE INVENTION The present invention detects a state quantity such as temperature, pressure, flow rate, etc. of a variety of plants such as a refrigerating plant and a heat recovery plant when it is in a dangerous region and changes the operating condition of the plant by issuing an alarm. The present invention relates to an abnormality detection device configured to make a stop.

【0002】冷凍プラント・熱回収プラント等、主とし
て熱サイクルをなすプラントにおいては、プラントを流
れる冷媒や熱媒体の温度、圧力、流量等の状態量が予め
定められた基準値を超えたとき、これを検出して警報装
置に伝送し、警報を発してプラントの運転条件を危険域
から遠ざかるように変更、あるいはプラントを停止せし
めている。
In a plant that mainly performs a heat cycle, such as a refrigerating plant and a heat recovery plant, when the state quantities such as temperature, pressure and flow rate of a refrigerant and a heat medium flowing through the plant exceed predetermined reference values, Is detected and transmitted to an alarm device, and an alarm is issued to change the operating condition of the plant away from the dangerous area, or the plant is stopped.

【0003】かかる異常検知システムの1例として、特
開平5−272849号の発明が提案されている。この
発明においては、熱交換器の稼動状態を示す計測データ
を測定し、この計測データに基づいて発生熱量と供給熱
量とを求め、該発生熱量と供給熱量から熱交換器の成績
係数を演算し、前記計測データに基づいて該計測データ
間の相関を求め、前記成績係数の年間の最大値・最小値
およびその平均値と前記計測データ間の相関を表示し
て、その変動傾向から熱交換器の劣化予測を行うように
している。このような方法においては、熱交換器および
その周辺の機器、たとえば冷凍用圧縮機などにおいて、
あらかじめ定められている警報設定値との関係が不明瞭
であり、安全な運転の確保という観点からの異常検知が
必要となろう。
As an example of such an abnormality detection system, the invention of Japanese Patent Laid-Open No. 5-272849 has been proposed. In the present invention, the measurement data indicating the operating state of the heat exchanger is measured, the generated heat amount and the supplied heat amount are obtained based on the measured data, and the coefficient of performance of the heat exchanger is calculated from the generated heat amount and the supplied heat amount. , The correlation between the measurement data is obtained based on the measurement data, and the annual maximum / minimum value of the coefficient of performance and the average value thereof and the correlation between the measurement data are displayed, and the heat exchanger is analyzed from the fluctuation tendency. The deterioration is predicted. In such a method, in the heat exchanger and its peripheral equipment, such as a refrigeration compressor,
The relationship with the preset alarm set value is unclear, and it will be necessary to detect abnormalities from the viewpoint of ensuring safe driving.

【0004】[0004]

【発明が解決しようとする課題】危険域を示す警報設定
値を設けたプラントにおいては、軽警報、重警報といっ
たように、2〜3レベルの警報レベルを設定して、例え
ば軽警報を重警報の予知警報として使用するなどしてい
るが、プラントに異常があるときは、短時間でプラント
停止となる重警報に至ることが多い。しかしながら、異
常が軽度である場合は比較的短時間のうちに安全域に自
然と戻ることも多い。また最近増加してきた複合化され
たプラントにおいては、他の装置との関係によって、プ
ラントの軽度な異常が増幅されることが多くなってきて
いる。
In a plant provided with an alarm set value indicating a dangerous area, an alarm level of 2-3 levels such as a light alarm and a heavy alarm is set, and for example, a light alarm is a heavy alarm. However, when there is an abnormality in the plant, it often leads to a heavy alarm that stops the plant in a short time. However, if the abnormality is mild, it often returns to the safe area naturally within a relatively short time. In addition, in complex plants that have been increasing in recent years, a minor abnormality of the plant is often amplified due to the relationship with other devices.

【0005】しかしながら、状態量が前記のような一時
的に基準値を超えるような場合でも、全体的にみるとプ
ラントは基準値以下の状態量で以って正常に運転されて
いる場合が圧倒的に多い。しかるにこのような軽度な異
常しか発生していないときでも、前記のように一時的な
状態量の危険域突入で以って警告が発せられると、プラ
ントの運転状態を所望の状態から外すような修正を余儀
なくされたり、プラントを停止して異常を点検し、複雑
な起動操作を行わなければならず、このため、プラント
の稼動率が低下する。
However, even when the state quantity temporarily exceeds the reference value as described above, it is generally overwhelming that the plant is normally operated with the state quantity below the reference value. There are many. However, even when only such a minor abnormality occurs, if the warning is issued by the entry of the temporary state quantity into the dangerous area as described above, the operating state of the plant is removed from the desired state. It has to be corrected, or the plant must be stopped to check for abnormalities and complicated start-up operations must be performed, which reduces the operating rate of the plant.

【0006】本発明の目的は、プラントの異常状態を正
確に検知可能として、異常警報の誤発信によるプラント
の不要な運転修正や停止及び異常点検の如き事態の発生
を防止し、プラントの稼動率を向上するとともに、計画
的な機器の調整を可能としてメインテナンス性を向上せ
しめることである。
An object of the present invention is to accurately detect an abnormal state of a plant, to prevent the occurrence of situations such as unnecessary operation correction, stop and abnormal inspection of the plant due to erroneous transmission of an abnormal alarm, and the operating rate of the plant. It is also possible to improve the maintenance by enabling the planned adjustment of the equipment.

【0007】[0007]

【課題を解決するための手段】熱サイクルプラント、特
に冷凍プラントを例にとると、圧縮機、凝縮器及び蒸発
器からなる2つの熱交換器、膨張弁等の機器に異常が発
生し、これが冷媒や被冷却流体の圧力変化、温度変化と
して表われ、これらの状態量が一定の許容値(危険域に
突入する直前の値)即ち基準値を一時的にあるいは断続
的に超えても、該基準値が機器設計上、安全性の確保あ
るいは高効率運転の上限値として与えられていることと
相まって、このプラント機器に異常が発生したとは断定
できない。
Taking a heat cycle plant, particularly a refrigeration plant as an example, two heat exchangers consisting of a compressor, a condenser and an evaporator, equipment such as an expansion valve are abnormal, and this occurs. It appears as a pressure change or temperature change of the refrigerant or the fluid to be cooled, and even if these state quantities temporarily exceed a certain allowable value (value immediately before entering the dangerous area), that is, a reference value, In combination with the fact that the reference value is given as an upper limit value for ensuring safety or high-efficiency operation in equipment design, it cannot be concluded that an abnormality has occurred in this plant equipment.

【0008】本発明は、前記プラント機器に真に異常が
発生していることを検知するには、状態量が前記基準値
を超えた確率の推移を求め、この確率が増加していると
きに機器に異常が発生していると判定するように構成し
たものであり、前記状態量の検出データ(検出状態量)
が入力されるデータ集録装置と、前記検出状態量と前記
状態量の基準値とを比較し、検出状態量が基準値よりも
危険域側にある時間、回数等の度数から前記状態量が危
険状態になる確率を演算し、この演算結果が所定の危険
度を超えたとき警報を発する確率・集計演算装置とを備
えたことを特徴としている。
According to the present invention, in order to detect that a true abnormality has occurred in the plant equipment, the transition of the probability that the state quantity exceeds the reference value is obtained, and when this probability increases. It is configured to determine that an abnormality has occurred in the device, and the detection data of the state quantity (detected state quantity)
Is compared with the data acquisition device to which the detected state quantity and the reference value of the state quantity are compared, and the state quantity is dangerous from the frequency such as the time and the number of times that the detected state quantity is on the dangerous side of the reference value. The present invention is characterized by including a probability / total calculation device that calculates a probability of being in a state and issues an alarm when the calculation result exceeds a predetermined risk level.

【0009】[0009]

【作用】冷凍プラント・熱回収プラントにおいて、圧
力、温度等の状態量の検出値がこれに対応する許容値即
ち基準値を超える場合を検知し、これの単位時間当りの
度数や発生時間を求めておけば、プラント構成機器の異
常を検知するための判定要素として利用することが可能
となる。
[Function] In a refrigeration plant / heat recovery plant, the case where the detected value of the state quantity such as pressure and temperature exceeds the corresponding allowable value, that is, the reference value is detected, and the frequency per unit time and the generation time are calculated. If so, it can be used as a determination element for detecting an abnormality in the plant component equipment.

【0010】本発明においては、前記状態量の検出値と
基準値との差を算出して、これのトレンドを求める。そ
して、確率・集計演算装置において前記検出値が基準値
を超える確率を、単位時間内に発生する度数(回数)、
発生時間の積算等により求め、この確率が増加している
とき当該機器に異常が発生しているものと判定し、これ
を表示装置に表示するとともに異常検知信号としての警
報を発する。
In the present invention, the difference between the detected value of the state quantity and the reference value is calculated and the trend of the difference is calculated. Then, in the probability / aggregation calculation device, the probability that the detected value exceeds the reference value is the frequency (number of times) occurring in a unit time,
It is obtained by integrating the occurrence times, etc., and when this probability increases, it is determined that an abnormality has occurred in the device, this is displayed on the display device, and an alarm as an abnormality detection signal is issued.

【0011】[0011]

【実施例】以下、図面に基づいて本発明の実施例を例示
的に詳しく説明する。但し、この実施例に記載されてい
る構造部品の寸法、材質、形状、その相対位置などは特
に特例的な記載がない限りは、この発明の範囲をそれの
みに限定する趣旨でなく単なる説明例に過ぎない。
Embodiments of the present invention will now be illustratively described in detail with reference to the drawings. However, unless otherwise specified, the dimensions, materials, shapes, relative positions, etc. of the structural components described in this embodiment are not intended to limit the scope of the present invention thereto, but are merely illustrative examples. Nothing more than.

【0012】図1及び図2は、本発明の実施例に係る冷
凍システムの異常検知装置の系統図及びブロック図であ
る。図1〜図2において1は冷凍システムの圧縮機、2
は凝縮器、3は蒸発器、4は膨張弁、5a,5bはガス
状冷媒管路、6は液状冷媒管路、7は被冷却流体管路、
8は冷却流体管路であり、以上の機器要素により公知の
冷凍サイクルを構成する。
1 and 2 are a system diagram and a block diagram of an abnormality detection device for a refrigeration system according to an embodiment of the present invention. 1 and 2, 1 is a compressor of a refrigeration system, 2
Is a condenser, 3 is an evaporator, 4 is an expansion valve, 5a and 5b are gaseous refrigerant lines, 6 is a liquid refrigerant line, 7 is a cooled fluid line,
Reference numeral 8 denotes a cooling fluid pipe, which constitutes a known refrigeration cycle by the above-mentioned equipment elements.

【0013】9,10は冷凍サイクルの各機器に取付け
られた圧力検出器及び温度検出器である。20は異常検
知装置であり、データ集録装置21、状態量判定装置2
4、基準値設定器23及び確率・集計演算装置25によ
り構成される。31は前記確率・集計演算装置25から
の出力信号を表示する表示装置である。
Reference numerals 9 and 10 are a pressure detector and a temperature detector attached to each device of the refrigeration cycle. Reference numeral 20 denotes an abnormality detection device, which includes a data acquisition device 21 and a state quantity determination device 2
4, a reference value setting device 23 and a probability / aggregation calculation device 25. Reference numeral 31 is a display device for displaying an output signal from the probability / total calculation device 25.

【0014】前記異常検知装置20中のデータ集録装置
21は、冷凍システムの各機器に取付けられた圧力検出
器9及び温度検出器10から入力される冷凍システム各
機器の時々刻々の圧力及び温度の検出信号データを受け
入れて記憶する。尚、検出信号としては、上記圧力、温
度のみならず、動力、流量等の状態量も含まれる。
The data acquisition device 21 in the abnormality detection device 20 detects the instantaneous pressure and temperature of each device of the refrigeration system input from the pressure detector 9 and the temperature detector 10 attached to each device of the refrigeration system. The detection signal data is received and stored. The detection signal includes not only the pressure and temperature but also state quantities such as power and flow rate.

【0015】前記基準値設定器23は、図1に示す冷凍
サイクル各機器からの圧力及び温度の検出信号に対応す
る基準値を設定するものである。この基準値は冷凍サイ
クル内の機器の圧力、温度等の状態量が危険域に入る直
前の値、即ち許容値である。
The reference value setting device 23 sets a reference value corresponding to the pressure and temperature detection signals from each device of the refrigeration cycle shown in FIG. This reference value is a value immediately before the state quantity such as pressure and temperature of the equipment in the refrigeration cycle enters the dangerous range, that is, an allowable value.

【0016】前記状態量測定装置24は、前記圧力、温
度等の検出信号と基準値との差を演算し、各検出信号デ
ータが基準値に対して“+”方向(危険域に入る方向)
もしくは“−”方向(危険域へ未達の方向)においてど
の点に位置するかを判定するものである。
The state quantity measuring device 24 calculates the difference between the detection signal of the pressure, temperature, etc. and a reference value, and each detection signal data is in the "+" direction with respect to the reference value (direction entering the danger zone).
Alternatively, it is to determine at which point in the “−” direction (direction not reaching the dangerous area).

【0017】確率・集計演算装置25は、前記状態量判
定装置24から出力された時々刻々の圧力、温度の偏差
のトレンドから、 イ、検出値が基準値を超えた回数と超えない回数との集
計 ロ、検出値が基準値を超えた時間の集計値の変動 等から前記基準値を超えた確率を求め、この確率の増加
度から機器の異常を判定するものである。 ハ、検出値を適切な温度幅あるいは圧力幅の区域に区切
って、各幅での出現回数を集計し、ヒストグラムとす
る。これに最も近い形の正現分布などの統計的分布曲線
をあてはめる。この分布曲線から前記基準値を越える確
率を求め、この確率の増加度から機器の異常を判定す
る。イ、ロの方法において基準値を越えることがないと
きは確率はゼロになるが、そのようなときでもハの方法
によれば統計的な意味における危険確率を得られる。
The probability / aggregation calculation unit 25 determines whether the detected value exceeds the reference value and the number of times it does not exceed the reference value based on the trend of pressure and temperature deviations output from the state quantity determination unit 24. The probability of exceeding the standard value is calculated from the changes in the total value when the detected value exceeds the standard value, and the abnormality of the device is determined from the degree of increase of this probability. C. Divide the detected value into areas of appropriate temperature range or pressure range and total the number of appearances in each range to form a histogram. Fit a statistical distribution curve such as the positive distribution of the form closest to this. The probability of exceeding the reference value is obtained from this distribution curve, and the abnormality of the device is determined from the degree of increase of this probability. The probability becomes zero when the standard values are not exceeded in the methods a and b, but even in such a case, the risk probability in the statistical sense can be obtained by the method c.

【0018】次に前記冷凍システム異常検知装置の動作
を説明する。冷凍サイクルの各機器に取付けられた圧力
検出器9及び温度検出器10により検出された冷媒、被
冷却流体、冷却流体等の圧力及び温度の検出信号データ
は、時々刻々に異常検知装置20のデータ集録装置21
に入力され、記憶される。
Next, the operation of the refrigeration system abnormality detecting device will be described. The detection signal data of the pressure and temperature of the refrigerant, the fluid to be cooled, the cooling fluid, etc. detected by the pressure detector 9 and the temperature detector 10 attached to each device of the refrigeration cycle are the data of the abnormality detection device 20 every moment. Acquisition device 21
Is input to and stored in.

【0019】前記検出器にて検出される圧力、温度には
次のものがある。 凝縮器出入口冷媒圧力及び温度 凝縮器出入口冷却流体圧力及び温度 蒸発器出入口冷媒圧力及び温度 蒸発器出入口被冷却流体圧力及び温度
The pressure and temperature detected by the detector are as follows. Condenser inlet / outlet refrigerant pressure and temperature Condenser inlet / outlet cooling fluid pressure and temperature Evaporator inlet / outlet refrigerant pressure and temperature Evaporator inlet / outlet cooled fluid pressure and temperature

【0020】データ集録装置21内に一たん集録された
圧力、温度の検出信号データは状態量判定装置24に入
力される。前記状態量判定装置24においては、前記圧
力、温度の検出信号データと基準値設定器23から入力
される前記検出信号データに対応する基準値(危険域に
入る直前の許容値)との偏差を演算し、さらにこの偏差
が前記基準値に対して危険域側もしくは危険域から遠ざ
かる側においてどの点に位置するかを判定して、確率・
集計演算装置に出力する。
The pressure and temperature detection signal data once collected in the data acquisition device 21 are input to the state quantity determination device 24. In the state quantity determination device 24, the deviation between the detection signal data of the pressure and the temperature and the reference value (allowable value immediately before entering the dangerous area) corresponding to the detection signal data input from the reference value setting device 23 is calculated. Further, the probability is calculated by determining which point is located on the dangerous area side or on the side away from the dangerous area with respect to the reference value.
Output to the total calculation device.

【0021】確率・集計演算装置25においては、前記
状態量判定装置24にて算出された検出圧力、検出温度
等の検出状態量とこれに対応する基準値との差に基づ
き、次の手法により各機器の圧力、温度等の状態量が危
険域にあるか否かを演算判定する。
In the probability / total calculation device 25, the following method is used based on the difference between the detected state quantity such as the detected pressure and the detected temperature calculated by the state quantity judgment device 24 and the corresponding reference value. It is determined whether or not the state quantities such as pressure and temperature of each device are in the dangerous area.

【0022】(1)予め定められた時間内に前記イ〜ハ
の方法で求めた確率の増加率が大きくなったとき、即
ち、検出値が基準値を超える確率が増加したとき、当該
機器に異常が発生しているものと判定し、この判定結果
を表示装置31に出力し、警報を発する。
(1) When the increase rate of the probability obtained by the above-mentioned methods A to C increases within a predetermined time, that is, when the probability that the detected value exceeds the reference value increases, the device concerned is It is determined that an abnormality has occurred, the determination result is output to the display device 31, and an alarm is issued.

【0023】(2)前記状態量の検出値と基準値との差
をプロットしたトレンドグラフを作成し、これを1日単
位、1週単位、1箇月単位等の所定期間単位で前記検出
値が基準値を超える確率を求め、この確率が増加傾向に
あるとき、当該機器に異常が発生しているものと判定
し、表示装置31に表示し警報を発する。
(2) A trend graph in which the difference between the detected value of the state quantity and the reference value is plotted is prepared, and the detected value is displayed in a unit of a predetermined period such as a unit of a day, a unit of a week or a unit of a month. The probability of exceeding the reference value is obtained, and when this probability tends to increase, it is determined that an abnormality has occurred in the device, is displayed on the display device 31, and an alarm is issued.

【0024】(3)前記トレンド図から、検出値が基準
値を超えた時間を求めて、この測定時間と所定の許容時
間とを比較し、測定時間が許容時間よりも長くなる確率
が増加傾向になったら当該機器に異常が発生していると
判定し、これを表示装置31に表示して警報を発する。
(3) The time when the detected value exceeds the reference value is obtained from the trend diagram, and the measured time is compared with a predetermined allowable time, and the probability that the measured time is longer than the allowable time tends to increase. When it becomes, it is determined that an abnormality has occurred in the device, this is displayed on the display device 31, and an alarm is issued.

【0025】[0025]

【発明の効果】以上のように本発明によれば、プラント
構成機器の圧力、温度等の状態量の検出値とこれの許容
値である基準値との差を時々刻々算出してこれのトレン
ドを求め、前記検出値が基準値を超える単位時間当りの
回数、あるいは前記検出値が基準値を超える時間等、検
出値が基準値を超える確率を算出し、この確率に基づき
機器の異常を検知するように構成したので、従来の手法
のように機器に異常が無い状態にあっても警報を発する
ようなことはなく、機器の異常を正確に検知することが
できる。
As described above, according to the present invention, the difference between the detected value of the state quantity such as the pressure and temperature of the plant constituent equipment and the reference value which is the allowable value thereof is calculated every moment and the trend of the trend is calculated. Calculate the probability that the detected value exceeds the reference value, such as the number of times per unit time that the detected value exceeds the reference value, or the time that the detected value exceeds the reference value, and detect the device abnormality based on this probability. Since it is configured as described above, even if there is no abnormality in the device as in the conventional method, an alarm is not issued and the abnormality of the device can be accurately detected.

【0026】これにより不要な異常点検の実施によるプ
ラント稼動率の低下が防止されるとともに、計画的な機
器の調整が可能となりメインテナンス性が向上する。
As a result, it is possible to prevent the plant operation rate from being lowered due to the unnecessary inspection of abnormalities, and it is possible to systematically adjust the equipment to improve the maintainability.

【図面の簡単な説明】[Brief description of drawings]

【図1】本発明の実施例に係る冷凍サイクルの系統図FIG. 1 is a system diagram of a refrigeration cycle according to an embodiment of the present invention.

【図2】前記冷凍サイクルにおける制御ブロック図FIG. 2 is a control block diagram in the refrigeration cycle.

【符号の説明】[Explanation of symbols]

1 圧縮機 2 凝縮機 3 蒸発機 4 膨張弁 9 圧力検出器 10 温度検出器 20 異常検知装置 21 データ集録装置 23 基準値設定器 24 状態量判定装置 25 確率・集計演算装置 31 表示装置 1 Compressor 2 Condenser 3 Evaporator 4 Expansion valve 9 Pressure detector 10 Temperature detector 20 Abnormality detection device 21 Data acquisition device 23 Reference value setting device 24 State quantity determination device 25 Probability / aggregation calculation device 31 Display device

Claims (1)

【特許請求の範囲】[Claims] 【請求項1】 冷凍プラント・熱プラント等各種プラン
トの圧力、温度等の状態量が危険域に入ったとき警報を
発するように構成された異常検知システムにおいて、 前記状態量の検出データ(検出状態量)に入力され記憶
されるデータ集録装置と、 前記検出状態量と前記状態量の基準値とを比較し、検出
状態量が基準値よりも危険域側にある時間または度数か
ら前記状態量が危険状態になる確率を演算し、この演算
結果が所定の危険度を超えたとき警報を発する確率・集
計演算装置とを備えたことを特徴とする異常検知装置。
1. An abnormality detection system configured to issue an alarm when a state quantity such as pressure or temperature of various plants such as a refrigerating plant or a heat plant enters a dangerous area, wherein detection data (detection state) of the state quantity is detected. (Amount) input and stored in the data acquisition device, and the detected state quantity and the reference value of the state quantity are compared, and the detected state quantity is in the dangerous area side from the reference value. An abnormality detection device, comprising: a probability / aggregation calculation device that calculates a probability of a dangerous state and issues an alarm when the calculation result exceeds a predetermined risk level.
JP14078394A 1994-05-31 1994-05-31 Anomaly detection device Expired - Fee Related JP3419891B2 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP14078394A JP3419891B2 (en) 1994-05-31 1994-05-31 Anomaly detection device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP14078394A JP3419891B2 (en) 1994-05-31 1994-05-31 Anomaly detection device

Publications (2)

Publication Number Publication Date
JPH07325617A true JPH07325617A (en) 1995-12-12
JP3419891B2 JP3419891B2 (en) 2003-06-23

Family

ID=15276647

Family Applications (1)

Application Number Title Priority Date Filing Date
JP14078394A Expired - Fee Related JP3419891B2 (en) 1994-05-31 1994-05-31 Anomaly detection device

Country Status (1)

Country Link
JP (1) JP3419891B2 (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2015026166A1 (en) * 2013-08-22 2015-02-26 비앤에프테크놀로지 주식회사 Unusual data predicting method and computer-readable storage medium in which program for executing said method is stored
JP2015146088A (en) * 2014-02-03 2015-08-13 三菱電機株式会社 integrated maintenance management system
JP2017215959A (en) * 2016-05-27 2017-12-07 富士電機株式会社 Batch process monitoring device and batch process monitoring method
KR20190082715A (en) * 2019-07-02 2019-07-10 비앤에프테크놀로지 주식회사 Data classification method based on correlation, and a computer-readable storege medium having program to perform the same

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2015026166A1 (en) * 2013-08-22 2015-02-26 비앤에프테크놀로지 주식회사 Unusual data predicting method and computer-readable storage medium in which program for executing said method is stored
JP2015146088A (en) * 2014-02-03 2015-08-13 三菱電機株式会社 integrated maintenance management system
JP2017215959A (en) * 2016-05-27 2017-12-07 富士電機株式会社 Batch process monitoring device and batch process monitoring method
KR20190082715A (en) * 2019-07-02 2019-07-10 비앤에프테크놀로지 주식회사 Data classification method based on correlation, and a computer-readable storege medium having program to perform the same

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