WO2015046129A1 - 監視システムおよび監視方法 - Google Patents
監視システムおよび監視方法 Download PDFInfo
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- WO2015046129A1 WO2015046129A1 PCT/JP2014/075036 JP2014075036W WO2015046129A1 WO 2015046129 A1 WO2015046129 A1 WO 2015046129A1 JP 2014075036 W JP2014075036 W JP 2014075036W WO 2015046129 A1 WO2015046129 A1 WO 2015046129A1
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- Prior art keywords
- monitoring
- generator
- sound information
- monitoring system
- wind power
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Classifications
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D17/00—Monitoring or testing of wind motors, e.g. diagnostics
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D1/00—Wind motors with rotation axis substantially parallel to the air flow entering the rotor
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D15/00—Transmission of mechanical power
- F03D15/10—Transmission of mechanical power using gearing not limited to rotary motion, e.g. with oscillating or reciprocating members
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D80/00—Details, components or accessories not provided for in groups F03D1/00 - F03D17/00
- F03D80/70—Bearing or lubricating arrangements
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D9/00—Adaptations of wind motors for special use; Combinations of wind motors with apparatus driven thereby; Wind motors specially adapted for installation in particular locations
- F03D9/20—Wind motors characterised by the driven apparatus
- F03D9/25—Wind motors characterised by the driven apparatus the apparatus being an electrical generator
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/30—Control parameters, e.g. input parameters
- F05B2270/333—Noise or sound levels
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/80—Devices generating input signals, e.g. transducers, sensors, cameras or strain gauges
- F05B2270/81—Microphones
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E10/00—Energy generation through renewable energy sources
- Y02E10/70—Wind energy
- Y02E10/72—Wind turbines with rotation axis in wind direction
Definitions
- the present invention relates to a monitoring system and a monitoring method, and more particularly to a monitoring system for a wind power generator including a monitoring device and a monitoring method using the monitoring system for a wind power generator.
- an operation monitoring device SCADA: Supervision Control And Data Acquisition
- CMS Condition Monitoring System
- SCADA collects operating information such as wind turbine rotation speed, wind speed or power generation
- CMS monitors deterioration and damage status of equipment such as wind turbine blades, main bearings, gearboxes or generators.
- equipment state monitoring for example, Japanese Patent Laid-Open No. 2005-17128 (hereinafter referred to as Patent Document 1) proposes a state monitoring method for machine equipment such as railway vehicle equipment.
- CMS state monitoring system
- the operating conditions are constantly changing, for example, the rotation speed of the main shaft changes depending on the wind speed, and the nacelle rotates depending on the wind direction. For this reason, such a change in operating conditions may act as noise in monitoring the state of the device, and as a result, there is a problem that it is difficult to diagnose the device with high accuracy.
- the present invention has been made in view of the above problems, and an object thereof is to provide a monitoring system with a further reduced cost and a monitoring method using the monitoring system.
- the monitoring system is a monitoring system that monitors the state of the equipment of the wind turbine generator.
- the monitoring system is arranged inside the housing that holds the device inside, and a detection unit that acquires sound information, and data that collects the sound information acquired by the detection unit and transfers the collected sound information to a server on the Internet
- a comparison analysis unit (comparison diagnostic unit) that stores sound information transferred by the collection unit and the data collection unit in a server on the Internet and compares and analyzes the reference value (threshold value) based on the sound information
- a monitoring terminal for displaying and monitoring the result of comparison and analysis (diagnosis result) by the comparative analysis unit.
- sound information due to the operation of the device arranged inside the casing of the wind turbine generator can be acquired by the detection unit.
- the acquired sound information is collected by the data collection unit and transferred to a server on the Internet.
- the transferred sound information is stored in the server, compared with a reference value (threshold value), and diagnosed.
- the diagnosis result is displayed and monitored by a monitoring terminal provided outside the wind turbine generator.
- a monitoring terminal provided outside the wind turbine generator.
- the wind turbine generator is opposite to the main shaft, the main shaft rotating by the wind power, the speed increasing device connected to the main shaft, the main bearing supporting the main shaft disposed adjacent to the speed increasing device, and the main bearing.
- a generator connected to the gearbox on the side.
- the detection unit may include a first detection unit disposed between the main bearing and the speed increaser, and a second detection unit disposed between the speed increaser and the generator.
- the detection unit is a movable type having directivity and capable of changing a direction having high directivity with respect to the device, and may include a sound collection unit that acquires sound information.
- the rated output of the wind turbine generator may be larger than 500 kW.
- the monitoring system can be suitably used for monitoring the equipment of the wind turbine generator having a large rated output.
- the monitoring method is a monitoring method for monitoring the state of the equipment of the wind turbine generator.
- the monitoring method includes a step of determining a reference operating condition that is a reference operating condition in the wind turbine generator, and a detector disposed inside the casing that holds the device in the reference operating condition. Obtaining sound information based on the operation of the device at normal times and determining a reference value of the sound information, and acquiring other sound information based on the operation of the device by the detection unit during operation of the wind turbine generator And when the operating condition of the wind turbine generator is the reference operating condition, the step of diagnosing the state of the device by comparing the other sound information with the reference value.
- the reference operating condition of the wind turbine generator is determined, and the reference value of the sound information due to the operation of the device is determined in the reference operating condition, and the operating condition of the wind turbine generator is the reference operation
- the sound information acquired in the case of the condition is compared with the reference value.
- movement of an apparatus can be compared in the state which made the driving
- the monitoring system according to the present invention can provide a monitoring system with further cost reduction. Moreover, according to the monitoring method according to this invention, the state of the apparatus of a wind power generator can be diagnosed more accurately.
- FIG. 3 is a flowchart schematically showing a monitoring method according to the first embodiment. It is the schematic which shows the structure of a part of monitoring system for wind power generators concerning Embodiment 2.
- FIG. 3 is a flowchart schematically showing a monitoring method according to the first embodiment. It is the schematic which shows the structure of a part of monitoring system for wind power generators concerning Embodiment 2.
- a wind power generator 10 includes a blade 20, a nacelle 30 (housing), a support column 40, a main shaft 50, a speed increaser 60, a generator 70, Main bearing 80 is mainly provided.
- a camera 93 are mainly arranged inside the nacelle 30.
- the microphones 90 and 91 can acquire acoustic data (sound information) based on the operation of the equipment of the wind turbine generator 10. Further, the camera 93 can acquire the image data of the device arranged inside the nacelle 30.
- Microphones 90 and 91 and data collection device 92 constitute a wind turbine generator monitoring system according to the present embodiment, which will be described later.
- the nacelle 30 is disposed above (that is, at a high place) the support column 40 installed on the ground (not shown).
- the nacelle 30 is rotatable around the axis of the support column 40.
- the blade 20 is connected to one end of a main shaft 50 protruding outside the nacelle 30.
- the main shaft 50 is disposed in the nacelle 30 and is rotatable by the wind force received by the blade 20.
- the speed increaser 60 is connected to the main shaft 50 at the other end opposite to the one end to which the blade 20 is connected.
- the speed increaser 60 increases the rotation of the main shaft 50 and outputs the increased rotation of the main shaft 50 to the generator 70 via the output shaft 61.
- the speed increaser 60 is constituted by a gear speed increasing mechanism including, for example, a planetary gear, an intermediate shaft, a high speed shaft, or the like.
- the generator 70 is connected to the speed increaser 60 on the side opposite to the main bearing 80.
- the generator 70 is connected to the speed increaser 60 via the output shaft 61, and generates power by the rotation output from the speed increaser 60.
- the generator 70 is, for example, an induction generator.
- the main bearing 80 is disposed adjacent to the speed increaser 60 and supports the main shaft 50 so as to be rotatable around the shaft.
- the main bearing 80 is a rolling bearing such as a self-aligning roller bearing, a tapered roller bearing, a cylindrical roller bearing, or a ball bearing. These bearings may be single-row or double-row.
- the rated output of the wind power generator 10 is not particularly limited, but is larger than, for example, 500 kW.
- the operation of the wind turbine generator according to this embodiment will be described.
- the main shaft 50 connected to the blade 20 rotates while being supported by the main bearing 80.
- the rotation of the main shaft 50 is transmitted to the speed increaser 60 to be increased in speed and converted into rotation of the output shaft 61.
- the rotation of the output shaft 61 is transmitted to the generator 70, and an electromotive force is generated in the generator 70 by electromagnetic induction. In this way, the wind power generator operates.
- the wind turbine generator monitoring system includes damage to equipment (main shaft 50, speed increaser 60, generator 70, and main bearing 80) of wind turbine generator 10. This is a device for monitoring the deterioration state.
- the monitoring system for wind power generators stores microphone information 90 and 91 and a data collection device 92 (FIG. 1) arranged inside the nacelle 30 and sound information transferred from the data collection device 92, and a reference value (threshold value). ) And a monitoring terminal 100 (monitoring terminal) connected to the server 101 and displaying and monitoring a diagnosis result by the server 101. Yes.
- microphones 90 and 91 are for acquiring acoustic data based on the operation of the above-described device of wind power generator 10.
- the microphone 90 (first detection unit) is disposed between the main bearing 80 and the speed increaser 60 so as to face the outer peripheral surface of the main shaft 50.
- the microphone 90 is disposed between the main shaft 50, the speed increaser 60, and the main bearing 80.
- the microphone 90 can acquire acoustic data mainly due to the rotation operations of the main shaft 50, the main bearing 80 and the speed increaser 60 by the above arrangement.
- the microphone 91 (second detection unit) is disposed between the speed increaser 60 and the generator 70.
- the microphone 91 can acquire acoustic data mainly due to the operation of the speed increaser 60 and the generator 70 by the above arrangement.
- the microphones 90 and 91 may be omnidirectional (omnidirectional) or directional. In the present embodiment, the case where the number of microphones is two has been described. However, the present invention is not limited to this, and a plurality of microphones (detection units) may be installed. In addition, each of the plurality of microphones is preferably arranged so as to be close to the blade 20, the main bearing 80, the speed increaser 60, and the generator 70 while maintaining a distance in the nacelle 30.
- the acoustic data acquired by the microphones 90 and 91 is a time-series signal of sound pressure, an effective value of sound pressure, or the like.
- the data collection device 92 is for collecting acoustic data acquired by the microphones 90 and 91 and transferring the data to the server 101 on the Internet 102.
- the data collection device 92 is connected to each of the microphones 90 and 91 via cables 94 and 95. Thereby, the acoustic data acquired by the microphones 90 and 91 can be input to the data collection device 92.
- the data collection device 92 can also input signals based on operating conditions such as the rotation speed of the main shaft 50, the speed increaser 60, and the generator 70, the amount of power generated by the generator 70, the yaw rotation speed of the nacelle 30, and the wind speed. .
- the data collection device 92 transfers data to the server 101 on the Internet 102, and the monitoring terminal 100 (FIG. 2) is connected to the server 101 on the Internet 102.
- the monitoring terminal 100 displays and monitors the result of the server 101 analyzing the acoustic data obtained by the operation of the equipment of the wind turbine generator 10 acquired by the microphones 90 and 91. Is.
- the monitoring terminal 100 is connected to a server 101 on the Internet 102.
- acoustic data acquired by the microphones 90 and 91 and collected by the data collection device 92 can be input to the monitoring terminal 100 arranged outside the nacelle 30.
- the monitoring terminal 100 is also connected to the data collection device 92 in the same manner as the microphones 90 and 91, and image data is stored in the server 101 on the Internet 102 so that the monitoring terminal 100 can check the data.
- the devices (the main shaft 50, the speed increaser 60, the generator 70, and the main bearing 80) arranged inside the nacelle 30 of the wind power generator 10 are used.
- Acoustic data based on the operation can be acquired by the microphones 90 and 91 and can be input to the data collecting device 92. These data are stored in the server 101 on the Internet 102, compared with a threshold value, and diagnosed. These diagnostic results can be displayed and monitored on the monitoring terminal 100. Thereby, based on the acoustic data acquired by the microphones 90 and 91, the damage and the deterioration state of the said apparatus can be diagnosed on the ground.
- the operation information of the device can be acquired in a wider range than the vibration sensor. Therefore, the number of sensors to be arranged inside the nacelle 30 can be reduced, and as a result, the cost of the monitoring system can be further reduced. In addition, the number of processes required for sensor mounting and wiring can be reduced. Furthermore, when using a vibration sensor, it is necessary to remove the paint on the surface of the device to be monitored to secure a flat surface for mounting the vibration sensor, and to perform screw hole processing. This can be avoided by substituting 90 and 91. Thus, the monitoring system for wind power generators according to the present embodiment is a monitoring system with further cost reduction.
- the wind turbine generator monitoring system includes a microphone 90 disposed between the main bearing 80 and the speed increaser 60, and a microphone 91 disposed between the speed increaser 60 and the power generator 70. Also good. With the above arrangement, acoustic data based on the operation of the equipment of the wind turbine generator 10 can be acquired by a smaller number of sensors. As a result, the cost of the monitoring system can be further reduced.
- the monitoring method according to the present embodiment is a method for monitoring the damage or deterioration state of the equipment (the main shaft 50, the speed increaser 60, the generator 70, and the main bearing 80) of the wind power generator 10. It implements using the monitoring system for wind power generators concerning this Embodiment.
- observation mode operation is performed as step (S10).
- an operating condition that is, a reference operating condition serving as a reference in monitoring of the equipment of the wind turbine generator 10 is determined.
- this step (S10) first, a signal based on operating conditions such as the rotational speed of the main shaft 50, the speed increaser 60 and the generator 70, the amount of power generated by the generator 70, the yaw rotational speed of the nacelle 30 and the wind speed is displayed. (Not shown) or from a sensor to the data collection device 92 of the monitoring system. An operation condition in which the rotation speed, the power generation amount, the yaw rotation speed, and the wind speed are within predetermined ranges is determined as the reference operation condition. This reference operating condition may be satisfied, for example, when the wind power generator 10 generates a rated output. Such information is stored on the server 101 on the Internet 102.
- the learning mode operation is performed as a step (S20).
- step (S20) referring to FIG. 1, the above-mentioned devices (spindle 50, speed increaser 60, generator 70 and main bearing 80) during normal operation are detected by microphones 90 and 91 arranged inside nacelle 30. ) Is acquired.
- This acoustic data is acquired only when the operating condition of the wind turbine generator 10 matches the reference operating condition determined in (S10) above. Thereby, the reference value (threshold value) of the acoustic data is determined under the above-mentioned reference operating condition.
- Such information is stored in the server 101 on the Internet 102 and the reference value (threshold value) is determined by the server 101.
- the operation mode operation is performed as a step (S30).
- the above-mentioned devices main shaft 50, speed increaser 60, Acoustic data from the operation of the generator 70 and the main bearing 80
- the acoustic data input from the data collection device 92 is stored in the server 101 on the Internet 102, compared with the reference value (threshold value) and diagnosed by the server 101, and displayed and monitored on the monitoring terminal 100.
- the acquired acoustic data is compared with the reference value determined in (S20) only when the operating condition of the wind power generator 10 matches the reference operating condition determined in (S10).
- the acquired acoustic data exceeds the reference value (threshold value) (for example, the acquired effective value or frequency spectrum value exceeds the effective value or frequency spectrum value serving as the reference value). Then, an alarm is transmitted from the server 101 on the Internet 102 to the monitoring terminal 100 (in the case of “YES” in FIG. 3).
- the acquired acoustic data does not exceed the reference value (for example, if the acquired effective value or frequency spectrum does not exceed the effective value or frequency spectrum value to be the reference value)
- wind power generation Monitoring of the device of the device 10 is continued (in the case of “NO” in FIG. 3). In this way, the state of the equipment of the wind turbine generator 10 is diagnosed.
- the reference operating condition of the wind turbine generator 10 is determined (S10), and the reference value (threshold value) of the acoustic data due to the operation of the device is set in the reference operating condition. Determination is made (S20), and the acoustic data acquired when the operation condition of the wind turbine generator 10 is the reference operation condition is compared with the reference value. Thereby, the acoustic data by the operation
- the state of the device can be diagnosed with higher accuracy. Therefore, according to the monitoring method according to the present embodiment, the state of the equipment of the wind turbine generator 10 can be diagnosed with higher accuracy.
- Embodiment 2 which is another embodiment of the present invention will be described.
- the monitoring system for wind power generators according to the present embodiment has basically the same configuration as that of the first embodiment, is used in the same way, and has the same effects.
- the wind turbine generator monitoring system according to the present embodiment is different from that of the first embodiment in the configuration of the detection unit.
- the wind turbine generator monitoring system is the same as that of the first embodiment described above in that the devices of the wind turbine generator 10 (the main shaft 50, the speed increaser 60, This is a device for monitoring the damage and deterioration state of the generator 70 and the main bearing 80).
- the wind turbine generator monitoring system includes a movable microphone 97 disposed in the nacelle 30 (FIG. 4), a data collection unit that collects acquired sound information and transfers it to a server, and the sound information.
- a comparison diagnostic unit that stores in a server on the Internet, compares with a reference value (threshold value), and diagnoses, and a monitoring terminal 100 (FIG. 2) that displays and monitors a diagnosis result and is arranged outside the nacelle It is mainly equipped with.
- the microphone 97 (sound collecting unit) is a microphone having directivity, and can acquire acoustic data (sound information) based on the operation of the above-described device of the wind turbine generator 10.
- the microphone 97 is movable.
- the microphone 97 can change the direction with respect to the said apparatus by operating a movable part (broken line in FIG. 4).
- a movable part broken line in FIG. 4
- the direction in which the microphone 97 has high directivity can be changed with respect to devices such as the main shaft 50, the speed increaser 60, the generator 70, and the main bearing 80.
- the wind turbine generator monitoring system includes the movable microphone 97 that has directivity and is capable of changing the direction of high directivity with respect to the device.
- movement of the apparatus of the wind power generator 10 can be acquired with a still smaller number of sensors.
- the cost of the monitoring system can be further reduced.
- the monitoring system and the monitoring method of the present invention can be applied particularly advantageously in the monitoring system using the monitoring system for wind power generators and the monitoring system for wind power generators.
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Abstract
Description
はじめに、本発明の一実施の形態である実施の形態1について説明する。まず、本実施の形態に係る風力発電装置の構成について説明する。図1を参照して、本実施の形態に係る風力発電装置10は、ブレード20と、ナセル30(筐体)と、支柱40と、主軸50と、増速機60と、発電機70と、主軸受80とを主に備えている。
次に、本発明の他の実施の形態である実施の形態2について説明する。本実施の形態に係る風力発電装置用監視システムは、上記実施の形態1の場合と基本的には同様の構成を備え、同様の使用され、かつ同様の効果を奏する。しかし、本実施の形態に係る風力発電装置用監視システムは、検出部の構成において上記実施の形態1の場合とは異なっている。
Claims (5)
- 風力発電装置の機器の状態を監視する監視システムであって、
前記機器を内部に保持する筐体の前記内部に配置され、音情報を取得する検出部と、
前記検出部により取得される前記音情報を収集し、インターネット上のサーバに転送するデータ収集部と、
前記データ収集部より転送される前記音情報に基づいて基準値との比較および分析を行う比較分析部と、
前記比較分析部による比較および分析の結果を表示し監視する監視端末とを備える、監視システム。 - 前記風力発電装置は、
風力により回転する主軸と、
前記主軸に接続された増速機と、
前記増速機に隣接して配置され、前記主軸を支持する主軸受と、
前記主軸受とは反対側において前記増速機に接続される発電機とを含み、
前記検出部は、
前記主軸受と前記増速機との間に配置される第1検出部と、
前記増速機と前記発電機との間に配置される第2検出部とを含む、請求項1に記載の監視システム。 - 前記検出部は、指向性を有し、前記指向性が高い方向を前記機器に対して変更可能な可動式であり、前記音情報を取得する集音部を含む、請求項1に記載の監視システム。
- 前記風力発電装置の定格出力が500kWよりも大きい、請求項1~3のいずれか1項に記載の監視システム。
- 風力発電装置の機器の状態を監視する監視方法であって、
前記風力発電装置において基準となる運転条件である基準運転条件を決定するステップと、
前記基準運転条件において、前記機器を内部に保持する筐体の前記内部に配置される検出部により正常時の前記機器の動作に基づく音情報を取得して、前記音情報の基準値を決定するステップと、
前記風力発電装置の運転時において前記検出部により前記機器の動作に基づく他の音情報を取得し、前記風力発電装置の運転条件が前記基準運転条件である場合に前記他の音情報と前記基準値とを比較して、前記機器の状態を診断するステップとを備える、監視方法。
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US15/024,319 US20160245263A1 (en) | 2013-09-24 | 2014-09-22 | Monitoring system and monitoring method |
CN201480052585.XA CN105579702A (zh) | 2013-09-24 | 2014-09-22 | 监视***和监视方法 |
EP14848181.5A EP3051126A4 (en) | 2013-09-24 | 2014-09-22 | Monitoring system and monitoring method |
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JP2013196814A JP6250345B2 (ja) | 2013-09-24 | 2013-09-24 | 監視システムおよび監視方法 |
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JP2017218901A (ja) * | 2016-06-03 | 2017-12-14 | 日本精工株式会社 | 風力発電装置の回転部品の状態監視装置 |
CN113969867A (zh) * | 2021-09-17 | 2022-01-25 | 华电国际宁夏新能源发电有限公司 | 一种新型风电场计算机监控*** |
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US10712717B2 (en) * | 2015-05-15 | 2020-07-14 | General Electric Company | Condition-based validation of performance updates |
US10495693B2 (en) | 2017-06-01 | 2019-12-03 | General Electric Company | Wind turbine fault detection using acoustic, vibration, and electrical signals |
CN111788385B (zh) * | 2017-12-29 | 2023-10-20 | 维斯塔斯风力***集团公司 | 传递消息以指示音调噪声 |
WO2019204883A1 (en) * | 2018-04-26 | 2019-10-31 | Ping Services Pty Ltd | An apparatus and method of detecting anomalies in an acoustic signal |
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CN109653962B (zh) * | 2018-12-21 | 2022-04-15 | 鲁能新能源(集团)有限公司 | 一种风电机组在线监测***和监测方法 |
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Also Published As
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US20160245263A1 (en) | 2016-08-25 |
JP6250345B2 (ja) | 2017-12-20 |
EP3051126A4 (en) | 2017-05-17 |
JP2015063916A (ja) | 2015-04-09 |
CN105579702A (zh) | 2016-05-11 |
EP3051126A1 (en) | 2016-08-03 |
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