JP3117865B2 - Diagnosis method for rotating equipment - Google Patents
Diagnosis method for rotating equipmentInfo
- Publication number
- JP3117865B2 JP3117865B2 JP06024899A JP2489994A JP3117865B2 JP 3117865 B2 JP3117865 B2 JP 3117865B2 JP 06024899 A JP06024899 A JP 06024899A JP 2489994 A JP2489994 A JP 2489994A JP 3117865 B2 JP3117865 B2 JP 3117865B2
- Authority
- JP
- Japan
- Prior art keywords
- value
- vibration
- rotating device
- abnormality
- vibration value
- 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.)
- Expired - Fee Related
Links
Landscapes
- Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
- Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)
Description
【0001】[0001]
【産業上の利用分野】本発明は、モータ等の回転機器の
異常をその振動の加速度または速度、変位に基づいて診
断するための回転機器の異常診断方法に関するものであ
る。BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to a method for diagnosing abnormalities in a rotating device such as a motor based on the acceleration, speed, and displacement of the vibration.
【0002】[0002]
【従来の技術】例えば、モータのように回転部分を有す
る機器においては、使用に伴って高負荷による摩耗や損
傷(例えば軸受の損傷)等を生じることがあり、最悪の
場合には、直ちに停止せねばならない。図4において、
横軸に振動周波数を、縦軸に振動値である加速度をと
り、機械振動の周波数分布の概念図を示してあるが、こ
の図から明らかなように回転機器の異状の有無を監視す
る手段として、従来より振動解析による方法が用いられ
ている。2. Description of the Related Art For example, in a device having a rotating part such as a motor, abrasion or damage (for example, damage to a bearing) due to a high load may occur with use, and in the worst case, the device is immediately stopped. I have to do it. In FIG.
The horizontal axis indicates the vibration frequency, and the vertical axis indicates the acceleration, which is the vibration value.A conceptual diagram of the frequency distribution of the mechanical vibration is shown. As is clear from this figure, as a means for monitoring the presence or absence of abnormality in the rotating device, Conventionally, a method based on vibration analysis has been used.
【0003】この方法は、図5から明らかなように、回
転中の機器の振動を加速度センサで検出し、正常な状態
で機器を設置した時に測定した振動値とを比較し、両者
の差がある値以上の時に異常を判定するものである。異
常監視を行う場合、異常判定結果に基づいて警報を発生
させ、さらには機器の停止などを自動的に行うようにし
ている。In this method, as is apparent from FIG. 5, vibration of a rotating device is detected by an acceleration sensor, and the vibration value measured when the device is installed in a normal state is compared. An abnormality is determined when the value is equal to or more than a certain value. When performing abnormality monitoring, an alarm is generated based on the abnormality determination result, and further, the device is automatically stopped.
【0004】さらに、相対判定基準という考えがあり、
この相対判定基準とは、同一部位を定期的に測定して時
系列比較し、正常な場合の値の初期値として、その値の
何倍になったかを見て判定する方法である。[0004] Further, there is an idea of a relative judgment criterion.
The relative criterion is a method in which the same part is periodically measured and compared in chronological order, and as an initial value of a normal value, a determination is made by seeing how many times the value has increased.
【0005】低周波振動では、過去の経験値や人間の感
覚で振動値が4dB変化すると、振動感覚として変化し
たと知覚されることなどから、初期値の1.5〜2.0
倍程度になった時を注意領域、約4倍になった時を異常
値として基準を作成している場合が多い。高周波では、
機械要素の強制劣化試験結果から、初期値の3倍程度で
注意領域、6倍程度で異常領域と設定している例があ
る。図6に、そのような相対判定基準の例を示す。In low-frequency vibrations, if the vibration value changes by 4 dB based on past experience values or human senses, it is perceived as having changed as a vibration sensation.
In many cases, the standard is created with the caution area when the value is approximately doubled and the abnormal value when the value is approximately four times. At high frequencies,
From the results of the forced deterioration test of the mechanical element, there is an example in which a caution area is set at about three times the initial value and an abnormal area is set at about six times the initial value. FIG. 6 shows an example of such a relative determination criterion.
【0006】[0006]
【発明が解決しようとする課題】しかし、上記した従来
技術にあっては、振動の検出をある1つの回転数に固定
して行っている。ところが、回転数が変化すると、同一
劣化状態でありながら回転変化に伴って機器の振動値が
変化する。このため、機器の回転数が変化するような稼
働状況のもとでは、異常でない時でも警報が発せられる
事態が生じるため、傾向管理ができなかった。However, in the above-mentioned prior art, the detection of vibration is performed at a fixed rotation speed. However, when the rotation speed changes, the vibration value of the device changes with the rotation change even in the same deterioration state. For this reason, under operating conditions in which the number of revolutions of the device changes, a situation occurs in which an alarm is issued even when there is no abnormality, so that trend management cannot be performed.
【0007】また、回転数の変化に伴って振動値が大幅
にばらつくため、一定の回転数の条件で測定しようとす
ると、測定機会が極端に少なくなり、このことからも傾
向管理は困難であった。[0007] Further, since the vibration value greatly varies with the change in the number of revolutions, when the measurement is performed under the condition of a constant number of revolutions, the number of measurement opportunities becomes extremely small, which also makes it difficult to manage the tendency. Was.
【0008】以上の理由により、振動解析法は適用機器
が限定されており、また、診断精度が低かったため、実
用性にも劣るものであった。[0008] For the above reasons, the vibration analysis method is limited in applicable equipment and has low diagnostic accuracy, so that its practicality is poor.
【0009】本発明の目的は、振動解析法による異常診
断の適用範囲を広げ、かつ高精度の診断を行えるように
する回転機器の異常診断方法を提供することにある。SUMMARY OF THE INVENTION It is an object of the present invention to provide a method for diagnosing abnormalities of a rotating device, which expands the scope of application of abnormalities diagnosis by a vibration analysis method and enables high-precision diagnosis.
【0010】[0010]
【課題を解決するための手段】上記の目的を達成するた
めに、この発明は、回転機器の正常時の回転数及び前記
回転機器の振動値との関係を二次又は三次関数によって
近似した式を用いて任意の回転数における振動値を基準
回転数の振動値に補正し、この補正値によって異常を判
定するようにしている。SUMMARY OF THE INVENTION In order to achieve the above object, the present invention provides an equation in which the relationship between the normal rotation speed of a rotating device and the vibration value of the rotating device is approximated by a quadratic or cubic function. Is used to correct a vibration value at an arbitrary rotation speed to a vibration value at a reference rotation speed, and an abnormality is determined based on the correction value.
【0011】[0011]
【0012】[0012]
【作用】上記した手段によれば、回転数と振動値との相
対関係を最小二乗法で近似して式を作成し、これに基づ
いて任意の回転数のときの振動値を基準回転数における
振動値に補正し、この補正値が閾値を越える時を異常と
判定する。According to the above-described means, an equation is created by approximating the relative relationship between the rotation speed and the vibration value by the least squares method, and based on this, the vibration value at an arbitrary rotation speed is calculated at the reference rotation speed. The vibration value is corrected, and when the correction value exceeds a threshold value, it is determined that the vibration value is abnormal.
【0013】これにより、回転変動のある回転機器であ
っても、振動解析法を用いることができ、しかも高精度
な異常診断が可能になる。[0013] Thus, even for a rotating device having a rotation fluctuation, a vibration analysis method can be used, and a highly accurate abnormality diagnosis can be performed.
【0014】[0014]
【実施例】以下、本発明の実施例について、図面を参照
しながら説明する。Embodiments of the present invention will be described below with reference to the drawings.
【0015】図1は本発明による回転機器の異常診断方
法を説明するフローチャートである。また、図2は本発
明に基づく異常診断装置を示すブロック図である。さら
に、図3は本発明にかかる補正処理を説明するための回
転数−振動レベル特性図である。なお、図1では、フロ
ーチャートのステップを“ST”で表している。FIG. 1 is a flowchart illustrating a method for diagnosing an abnormality of a rotating device according to the present invention. FIG. 2 is a block diagram showing an abnormality diagnosis device according to the present invention. FIG. 3 is a rotation speed-vibration level characteristic diagram for explaining the correction processing according to the present invention. In FIG. 1, the steps of the flowchart are represented by “ST”.
【0016】図2に示すように、異常診断装置は、CP
U(中央処理ユニット)201を中心に、バス202に
接続された入力インターフェース203、プログラム及
び設定値等が格納されたROM(リード・オンリー・メ
モリ)204、測定値等が一時的に格納されるRAM
(ランダム・アクセス・メモリ)205、及び出力イン
ターフェース206から構成されるコンピュータ部分を
主体構成されている。[0016] As shown in FIG.
An input interface 203 connected to a bus 202, a ROM (read only memory) 204 storing programs and set values, and a measured value are temporarily stored around a U (central processing unit) 201. RAM
(Random access memory) 205 and a computer portion composed of an output interface 206 are mainly constituted.
【0017】さらに、入力インターフェース203には
振動値である加速度または速度、変位を測定する振動セ
ンサ207が接続され、出力インターフェース206に
は、ブザー等の電気−音響変換デバイス及びこれを駆動
する駆動回路からなる警報器208が接続されている。
振動センサ207は、回転機器(この実施例では、モー
タ)に間接または直接的に設置され、回転に伴う振動を
加速度または速度、変位の形で測定する。そして、CP
U201は、図1に示す処理を実行する。Further, the input interface 203 is connected to a vibration sensor 207 for measuring acceleration, velocity, and displacement as vibration values, and the output interface 206 is connected to an electro-acoustic conversion device such as a buzzer and a drive circuit for driving the device. Is connected.
The vibration sensor 207 is installed indirectly or directly on a rotating device (in this embodiment, a motor), and measures vibration accompanying rotation in the form of acceleration, velocity, or displacement. And CP
U201 performs the process shown in FIG.
【0018】まず、設置した直後における回転機器の回
転数と振動値の関係を測定し、これを初期値として記憶
保存する(ST101)。次に、稼働中(すなわち現
在)の振動値を振動センサ207によって測定し、この
測定値をCPU201は入力インターフェース203を
介して読み込み、バス202を介してRAM205に格
納する(ST102)。First, the relationship between the rotational speed of the rotating device and the vibration value immediately after installation is measured, and this is stored and stored as an initial value (ST101). Next, the vibration value during operation (that is, at present) is measured by the vibration sensor 207, the CPU 201 reads the measured value via the input interface 203, and stores it in the RAM 205 via the bus 202 (ST102).
【0019】稼働中の機器の回転数が一定時間(または
一定期間)変化しない場合(ST103)、処理をステ
ップ105へ移行し、一定時間(または一定期間)の間
に回転数の変化があった場合、ステップ102による測
定値及びROM204に保存してあるデータ(振動デー
タと回転データをデータ抽出処理により求めた平均値)
に基づいて補正演算を行う(ST104)。この補正演
算は、回転数nと振動値Vとの相関関係を最少二乗法で
近似して式Sを求めるものである。この補正処理の詳細
について、図3を参照して説明する。If the number of revolutions of the operating device does not change for a certain time (or a certain period) (ST103), the process proceeds to step 105, and there is a change in the number of rotations for a certain time (or a certain period). In the case, the measured value in step 102 and the data stored in the ROM 204 (the average value obtained by performing the data extraction processing on the vibration data and the rotation data)
(ST104). In this correction calculation, the correlation between the rotation speed n and the vibration value V is approximated by the least squares method to obtain the expression S. Details of the correction processing will be described with reference to FIG.
【0020】例えば、図3に示すある回転数nにおける
振動値Vnを、基準回転数nsにおける振動値Vsに補正
すれば、傾向管理が可能になる。このために用いる式は
二次又は三次関数が用いられ、次式で表わされる(ただ
し、Snは関数、A,B,Cは既知の係数)。 (二次式) Sn=A×(n−B)2+C …(1) (三次式) Sn=A×(n−B)3+C …(2) さらに、補正後の振動値Vsは、次のように求められ
る。For example, if the vibration value V n at a certain rotation speed n shown in FIG. 3 is corrected to a vibration value V s at a reference rotation speed n s , trend management becomes possible. The formula used for this is
Secondary or tertiary function is used, represented by the following formula (free
And, S n is a function, A, B, C are known coefficients). (Secondary expression) Sn = A × (n−B) 2 + C (1) (cubic expression) Sn = A × (n−B) 3 + C (2) Further, the corrected vibration value V s Is determined as follows.
【0021】 (二次式) Vs=A′×(ns−B)2+C ・・・(3) (三次式) Vs=A′×(ns−B)3+C ・・・(4) ただし、 (3)式においてA′=(Vn−C)/(n−B)2 (4)式においてA′=(Vn−C)/(n−B)3 ns=基準回転数 n=ステップ102で測定した時の回転数また、(1)又は(2)式の係数B、C値を,(3)又
は(4)式に示すB、C値として用いる。 このような演
算を行うプログラムはROM204に組み込まれてお
り、その実行はCPU201によって行われる。補正後
の振動値Vsに対し、予め設定されている閾値を越えた
か否かを判定し(ST105)、越えていれば異常であ
ると見なし、CPU201は出力インターフェース20
6を介して警報器208を駆動し、警告を発する(ST
106)。また、ステップ103で回転変化無しが判定
された場合も、その振動値が閾値を越えたか否かを判定
し、越えていれば異常と見なして警告を発する。[0021] (quadratic) V s = A '× ( n s -B) 2 + C ··· (3) ( cubic) V s = A' × ( n s -B) 3 + C ··· ( 4) where A '= (V n -C) / (n-B) 2 in equation (3) A' = (V n -C) / (n-B) 3 ns = reference in equation (4) Number of rotations n = number of rotations measured in step 102 Also, the coefficients B and C of the formula (1) or (2)
Are used as the B and C values shown in equation (4). A program for performing such an operation is incorporated in the ROM 204, and its execution is performed by the CPU 201. It is determined whether or not the corrected vibration value Vs has exceeded a preset threshold (ST105).
6 to drive the alarm 208 to issue a warning (ST
106). Also, when it is determined in step 103 that there is no change in rotation, it is determined whether or not the vibration value exceeds a threshold value.
【0022】[0022]
【0023】[0023]
【0024】[0024]
【発明の効果】本発明は上記の通り構成されているの
で、次に記載する効果を奏する。Since the present invention is constituted as described above, the following effects can be obtained.
【0025】請求項1の回転機器の異常診断方法におい
ては、回転機器の正常時の回転数及び前記回転機器の振
動値との関係を二次又は三次関数によって近似した式を
用いて任意の回転数における振動値を基準回転数の振動
値に補正し、この補正値によって異常を判定するように
したので、回転機器に回転変動があっても、振動解析法
を用いることができ、しかも高精度な異常診断が可能に
なる。In the method of diagnosing abnormality of a rotating device according to the first aspect of the present invention, an arbitrary rotation is determined by using an equation approximated by a quadratic or cubic function to a relationship between a rotating speed of the rotating device in a normal state and a vibration value of the rotating device. The vibration value in the number is corrected to the vibration value of the reference rotation speed, and the abnormal value is determined based on this correction value. Diagnosis of abnormalities becomes possible.
【0026】[0026]
【0027】[0027]
【図1】本発明による回転機器の異常診断方法を説明す
るフローチャートである。FIG. 1 is a flowchart illustrating a method for diagnosing abnormality of a rotating device according to the present invention.
【図2】本発明に基づく異常診断装置を示すブロック図
である。FIG. 2 is a block diagram showing an abnormality diagnosis device according to the present invention.
【図3】本発明による補正処理を説明するための回転数
−振動レベル特性図である。FIG. 3 is a rotation speed-vibration level characteristic diagram for explaining a correction process according to the present invention.
【図4】回転機器における振動周波数に対する振動値の
関係を示した図である。FIG. 4 is a diagram showing a relationship between a vibration value and a vibration frequency in a rotating device.
【図5】回転中の機器における状態基準保全の実施過程
を示した図である。FIG. 5 is a diagram showing an implementation process of state-based maintenance in a rotating device.
【図6】相対判定基準の例を示した図である。FIG. 6 is a diagram illustrating an example of a relative determination criterion.
201 CPU 202 バス 203 入力インターフェース 204 ROM 205 RAM 206 出力インターフェース 207 振動センサ 208 警報器 201 CPU 202 Bus 203 Input interface 204 ROM 205 RAM 206 Output interface 207 Vibration sensor 208 Alarm
フロントページの続き (58)調査した分野(Int.Cl.7,DB名) G01H 17/00 G01M 19/00 Continuation of front page (58) Field surveyed (Int.Cl. 7 , DB name) G01H 17/00 G01M 19/00
Claims (1)
転機器の振動値Snとの関係を二次又は三次関数によっ
て近似した下記(1)又は(2)式の係数B、C値を、
下記(3)又は(4)式に示すB、C値として用いて、
任意の回転数nにおける振動値Vnを下記(3)又は
(4)式に示す基準回転数nsの振動値Vsに補正し、こ
の補正値が閾値を越えることによって異常を判定するこ
とを特徴とする回転機器の異常診断方法。 (二次式) Sn=A×(n−B)2+C ・・・(1) (三次式) Sn=A×(n−B)3+C ・・・(2) (二次式) Vs=A′×(ns−B)2+C ・・・(3) (三次式) Vs=A′×(ns−B)3+C ・・・(4) ただし、A,B,Cは既知の係数、 (3)式においてA′=(Vn−C)/(n−B)2 (4)式においてA′=(Vn−C)/(n−B)3 [Claim 1] The relationship between the vibration value S n of the rotational speed n and the rotating device in the normal of the rotating device is approximated by a secondary or tertiary function following (1) or (2) of the coefficients B, C value the,
Using the B and C values shown in the following equation (3) or (4) ,
Correcting the vibration value V n at an arbitrary rotational speed n to the vibration value V s of the following (3) or (4) the reference number of revolutions in the expression n s, to determine an abnormality by the correction value exceeds the threshold A method for diagnosing abnormality of a rotating device. (Secondary expression) Sn = A × (n−B) 2 + C (1) (Tertiary expression) Sn = A × (n−B) 3 + C (2) (Secondary expression) V s = A '× (n s -B) 2 + C ··· (3) ( cubic) V s = A' × ( n s -B) 3 + C ··· (4) However, A, B, C is a known coefficient; A ′ = (V n −C) / (n−B) 2 in equation (3); A ′ = (V n −C) / (n−B) 3 in equation (4)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP06024899A JP3117865B2 (en) | 1994-01-28 | 1994-01-28 | Diagnosis method for rotating equipment |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP06024899A JP3117865B2 (en) | 1994-01-28 | 1994-01-28 | Diagnosis method for rotating equipment |
Publications (2)
Publication Number | Publication Date |
---|---|
JPH07218333A JPH07218333A (en) | 1995-08-18 |
JP3117865B2 true JP3117865B2 (en) | 2000-12-18 |
Family
ID=12151035
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Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP06024899A Expired - Fee Related JP3117865B2 (en) | 1994-01-28 | 1994-01-28 | Diagnosis method for rotating equipment |
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JP (1) | JP3117865B2 (en) |
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-
1994
- 1994-01-28 JP JP06024899A patent/JP3117865B2/en not_active Expired - Fee Related
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103792100A (en) * | 2012-10-31 | 2014-05-14 | 华北电力科学研究院有限责任公司 | Method and equipment for determining separating efficiency of separator |
CN103792100B (en) * | 2012-10-31 | 2016-03-23 | 华北电力科学研究院有限责任公司 | A kind of method and apparatus determining separator |
US9523628B2 (en) | 2012-10-31 | 2016-12-20 | North China Electric Power Research Institute Co., Ltd. | Method and apparatus for determining separation efficiency of cyclone separator |
Also Published As
Publication number | Publication date |
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JPH07218333A (en) | 1995-08-18 |
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