JP7268722B2 - 異常検知装置、及び異常検知方法 - Google Patents
異常検知装置、及び異常検知方法 Download PDFInfo
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- JP7268722B2 JP7268722B2 JP2021508545A JP2021508545A JP7268722B2 JP 7268722 B2 JP7268722 B2 JP 7268722B2 JP 2021508545 A JP2021508545 A JP 2021508545A JP 2021508545 A JP2021508545 A JP 2021508545A JP 7268722 B2 JP7268722 B2 JP 7268722B2
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- Prior art keywords
- time
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- series data
- abnormality
- anomaly
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B25—HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
- B25J—MANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
- B25J19/00—Accessories fitted to manipulators, e.g. for monitoring, for viewing; Safety devices combined with or specially adapted for use in connection with manipulators
- B25J19/06—Safety devices
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B25—HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
- B25J—MANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
- B25J9/00—Program-controlled manipulators
- B25J9/16—Program controls
- B25J9/1628—Program controls characterised by the control loop
- B25J9/1633—Program controls characterised by the control loop compliant, force, torque control, e.g. combined with position control
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01L—MEASURING FORCE, STRESS, TORQUE, WORK, MECHANICAL POWER, MECHANICAL EFFICIENCY, OR FLUID PRESSURE
- G01L5/00—Apparatus for, or methods of, measuring force, work, mechanical power, or torque, specially adapted for specific purposes
- G01L5/0061—Force sensors associated with industrial machines or actuators
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
- G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
- G05B23/0227—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
- G05B23/0232—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on qualitative trend analysis, e.g. system evolution
Landscapes
- Engineering & Computer Science (AREA)
- Robotics (AREA)
- Mechanical Engineering (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Automation & Control Theory (AREA)
- Manipulator (AREA)
- Testing And Monitoring For Control Systems (AREA)
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| PCT/JP2019/013342 WO2020194597A1 (ja) | 2019-03-27 | 2019-03-27 | 異常検知装置、及び異常検知方法 |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JPWO2020194597A1 JPWO2020194597A1 (https=) | 2020-10-01 |
| JPWO2020194597A5 JPWO2020194597A5 (https=) | 2022-01-19 |
| JP7268722B2 true JP7268722B2 (ja) | 2023-05-08 |
Family
ID=72610189
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2021508545A Active JP7268722B2 (ja) | 2019-03-27 | 2019-03-27 | 異常検知装置、及び異常検知方法 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US12257704B2 (https=) |
| EP (1) | EP3951528B1 (https=) |
| JP (1) | JP7268722B2 (https=) |
| CN (1) | CN113646718B (https=) |
| WO (1) | WO2020194597A1 (https=) |
Families Citing this family (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TWI805978B (zh) * | 2020-12-22 | 2023-06-21 | 達明機器人股份有限公司 | 雙迴路力矩感知系統及其感知方法 |
| JP7772797B2 (ja) * | 2021-07-28 | 2025-11-18 | ファナック株式会社 | ロボットシステム |
| DE102021126188B4 (de) * | 2021-10-08 | 2024-10-10 | Dürr Systems Ag | Überwachungsverfahren für einen Roboter und zugehörige Roboteranlage |
| US20250162142A1 (en) * | 2022-03-16 | 2025-05-22 | Sony Interactive Entertainment Inc. | Control apparatus, control method, and program |
| JP7688320B1 (ja) * | 2023-07-24 | 2025-06-04 | 日本製鉄株式会社 | 異常検知装置、プラントシステム、特徴情報生成装置、異常検知方法、特徴情報生成方法、及び、プログラム |
Family Cites Families (25)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US4337516A (en) * | 1980-06-26 | 1982-06-29 | United Technologies Corporation | Sensor fault detection by activity monitoring |
| JPS58222311A (ja) * | 1982-06-18 | 1983-12-24 | Mitsubishi Heavy Ind Ltd | 異常診断装置 |
| JPH0711472B2 (ja) * | 1990-10-17 | 1995-02-08 | 旭化成工業株式会社 | 異常検出方法および装置 |
| JP3623582B2 (ja) | 1995-12-25 | 2005-02-23 | ファナック株式会社 | ロボットの故障診断方法 |
| JP2003296851A (ja) * | 2002-02-01 | 2003-10-17 | Shimadzu System Solutions Co Ltd | 遠隔異常監視システム |
| US6636081B1 (en) * | 2002-03-26 | 2003-10-21 | E-Cmds Corporation | Voltage-comparing device with analog-signal converter |
| JP2008033532A (ja) * | 2006-07-27 | 2008-02-14 | Denso Corp | 可動部を備えた設備の異常を検出する方法及び異常検出装置 |
| EP2813913A1 (en) * | 2007-03-22 | 2014-12-17 | Nec Corporation | Diagnostic device |
| JP2010211440A (ja) * | 2009-03-10 | 2010-09-24 | Railway Technical Res Inst | 異常予測装置、異常予測システム、異常予測方法、及びプログラム |
| JP4905536B2 (ja) * | 2009-10-29 | 2012-03-28 | カシオ計算機株式会社 | 時刻情報取得装置、および、電波時計 |
| JP5365595B2 (ja) * | 2010-09-15 | 2013-12-11 | 株式会社安川電機 | 減速機の異常判定方法、異常判定装置、ロボット及びロボットシステム |
| JP5414703B2 (ja) * | 2011-01-20 | 2014-02-12 | 東京エレクトロン株式会社 | 処理装置の異常診断方法及びその異常診断システム |
| CN105221132B (zh) * | 2014-06-30 | 2018-08-10 | 中国石油化工股份有限公司 | 一种钻井工程参数状态检测方法 |
| CN104156473B (zh) * | 2014-08-25 | 2017-05-03 | 哈尔滨工业大学 | 一种基于ls‑svm的传感器检测数据异常片段检测方法 |
| JP6223936B2 (ja) * | 2014-09-12 | 2017-11-01 | 株式会社日立ハイテクノロジーズ | 異常傾向検出方法およびシステム |
| US10539468B2 (en) * | 2015-02-25 | 2020-01-21 | Nec Corporation | Abnormality detection apparatus, abnormality detection method, and non-transitory computer-readable medium |
| EP3290675A4 (en) | 2015-04-28 | 2018-05-23 | Yamaha Hatsudoki Kabushiki Kaisha | Straddle-type vehicle |
| EP3305483B1 (en) * | 2015-05-29 | 2020-12-30 | Nissan Motor Co., Ltd. | Fault diagnosis device and fault diagnosis method |
| US11314241B2 (en) * | 2016-06-07 | 2022-04-26 | Mitsubishi Electric Corporation | Abnormality diagnosis apparatus and abnormality diagnosis method |
| JP6426667B2 (ja) | 2016-08-10 | 2018-11-21 | 三菱重工工作機械株式会社 | 工作機械の工具の異常検知装置及び方法 |
| JP6857818B2 (ja) | 2016-10-24 | 2021-04-14 | パナソニックIpマネジメント株式会社 | エンコーダの異常検出方法及び異常検出装置、並びにロボット制御システム |
| JP6860406B2 (ja) * | 2017-04-05 | 2021-04-14 | 株式会社荏原製作所 | 半導体製造装置、半導体製造装置の故障予知方法、および半導体製造装置の故障予知プログラム |
| JP6703021B2 (ja) * | 2018-02-20 | 2020-06-03 | ファナック株式会社 | サーボ制御装置 |
| JP6863930B2 (ja) * | 2018-05-29 | 2021-04-21 | ファナック株式会社 | 寿命予測装置及び機械学習装置 |
| CN109213654B (zh) * | 2018-07-05 | 2023-01-03 | 北京奇艺世纪科技有限公司 | 一种异常检测方法及装置 |
-
2019
- 2019-03-27 JP JP2021508545A patent/JP7268722B2/ja active Active
- 2019-03-27 EP EP19920659.0A patent/EP3951528B1/en active Active
- 2019-03-27 US US17/437,922 patent/US12257704B2/en active Active
- 2019-03-27 WO PCT/JP2019/013342 patent/WO2020194597A1/ja not_active Ceased
- 2019-03-27 CN CN201980094849.0A patent/CN113646718B/zh active Active
Non-Patent Citations (1)
| Title |
|---|
| 田中康裕,高木徹,浦川敏倫,太田悠太,タンドンジャオ,機械学習を用いた生産ロボット減速機の故障予知手法の開発,自動車技術会論文集,50巻,2号,公益社団法人自動車技術会,2019年03月25日,p.585-590,ISSN 0287-8321 |
Also Published As
| Publication number | Publication date |
|---|---|
| EP3951528B1 (en) | 2023-09-06 |
| CN113646718A (zh) | 2021-11-12 |
| US20220126461A1 (en) | 2022-04-28 |
| EP3951528A4 (en) | 2022-03-23 |
| CN113646718B (zh) | 2024-04-30 |
| US12257704B2 (en) | 2025-03-25 |
| EP3951528A1 (en) | 2022-02-09 |
| JPWO2020194597A1 (https=) | 2020-10-01 |
| WO2020194597A1 (ja) | 2020-10-01 |
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