JP2020056783A - 抵抗測定を使用してrulを予測するための物理ベースのモデル粒子フィルタリングフレームワーク - Google Patents

抵抗測定を使用してrulを予測するための物理ベースのモデル粒子フィルタリングフレームワーク Download PDF

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JP2020056783A
JP2020056783A JP2019167097A JP2019167097A JP2020056783A JP 2020056783 A JP2020056783 A JP 2020056783A JP 2019167097 A JP2019167097 A JP 2019167097A JP 2019167097 A JP2019167097 A JP 2019167097A JP 2020056783 A JP2020056783 A JP 2020056783A
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Prior art keywords
load
damage
bearing structure
estimating
damage model
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JP2020056783A5 (enExample
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ホン・ユー
Hong Yu
アジャイ・ラガバン
Raghavan Ajay
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Palo Alto Research Center Inc
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Palo Alto Research Center Inc
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01MTESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M5/00Investigating the elasticity of structures, e.g. deflection of bridges or air-craft wings
    • G01M5/0025Investigating the elasticity of structures, e.g. deflection of bridges or air-craft wings of elongated objects, e.g. pipes, masts, towers or railways
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01MTESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M5/00Investigating the elasticity of structures, e.g. deflection of bridges or air-craft wings
    • G01M5/0083Investigating the elasticity of structures, e.g. deflection of bridges or air-craft wings by measuring variation of impedance, e.g. resistance, capacitance, induction
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • G06F30/25Design optimisation, verification or simulation using particle-based methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00Computing arrangements based on specific mathematical models
    • G06N7/01Probabilistic graphical models, e.g. probabilistic networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2111/00Details relating to CAD techniques
    • G06F2111/10Numerical modelling

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Geometry (AREA)
  • Computer Hardware Design (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computing Systems (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Mathematical Optimization (AREA)
  • Artificial Intelligence (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Investigating Or Analyzing Materials By The Use Of Magnetic Means (AREA)
  • Investigating Or Analyzing Materials By The Use Of Electric Means (AREA)
  • Testing Resistance To Weather, Investigating Materials By Mechanical Methods (AREA)
JP2019167097A 2018-10-01 2019-09-13 抵抗測定を使用してrulを予測するための物理ベースのモデル粒子フィルタリングフレームワーク Pending JP2020056783A (ja)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/148,707 US11126764B2 (en) 2018-10-01 2018-10-01 Physics-based model particle-filtering framework for predicting RUL using resistance measurements
US16/148,707 2018-10-01

Publications (2)

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JP2020056783A true JP2020056783A (ja) 2020-04-09
JP2020056783A5 JP2020056783A5 (enExample) 2022-09-21

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JP2019167097A Pending JP2020056783A (ja) 2018-10-01 2019-09-13 抵抗測定を使用してrulを予測するための物理ベースのモデル粒子フィルタリングフレームワーク

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US (1) US11126764B2 (enExample)
EP (1) EP3633343B1 (enExample)
JP (1) JP2020056783A (enExample)

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3710667B1 (en) * 2017-11-15 2023-04-26 Services Pétroliers Schlumberger Field operations system with filter
CN111086017B (zh) * 2018-10-24 2024-09-13 发那科株式会社 机器人系统
CN111504582B (zh) * 2020-04-07 2022-07-26 上海卫星工程研究所 新型柔性电缆刚度测定方法及系统
CN112100731B (zh) * 2020-11-16 2021-03-02 湖南大学 一种疲劳荷载计算模型的建立方法及系统
CN113255209B (zh) * 2021-04-27 2022-06-07 燕山大学 一种齿轮箱轴承剩余寿命的预测方法
US20230400846A1 (en) * 2022-06-14 2023-12-14 Novity, Inc. Hybrid reasoning based on physics and machine learning for prognostics of systems with conflated degradation modes
US20240264590A1 (en) * 2023-02-03 2024-08-08 Palo Alto Research Center Incorporated Prediction of remaining useful life of an asset using conformal mathematical filtering
CN115983081B (zh) * 2023-03-17 2023-07-14 湖南云箭科技有限公司 原型机载装备替换用外挂物参数处理方法及系统

Citations (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH1194787A (ja) * 1997-07-31 1999-04-09 Era Patents Ltd 測定装置
JP2003083871A (ja) * 2001-09-12 2003-03-19 Mitsubishi Electric Corp 電子部品の接合部の信頼性試験方法
JP2007529395A (ja) * 2004-03-16 2007-10-25 オーチス エレベータ カンパニー 引張支持体の強度測定システムおよび方法
JP2007532437A (ja) * 2004-03-16 2007-11-15 オーチス エレベータ カンパニー 引張支持強度監視システムおよび方法
US20100332153A1 (en) * 2007-12-14 2010-12-30 Reinder Hindrik Vegter Method of Determining Fatigue Life and Remaining Life
JP2013104843A (ja) * 2011-11-16 2013-05-30 Toshiba Corp 電子部品、測定方法および監視装置
JP2014233763A (ja) * 2013-05-30 2014-12-15 株式会社安川電機 予測システム
US20150229046A1 (en) * 2014-02-11 2015-08-13 Case Western Reserve University Interconnect devices, systems, and methods for bridging electronic devices
JP2015529813A (ja) * 2012-08-02 2015-10-08 シーメンス コーポレーションSiemens Corporation 遺伝的プログラミングを用いて発見された前兆的特徴からの、残存耐用寿命の推定
JP2015532430A (ja) * 2012-10-16 2015-11-09 シーメンス アクチエンゲゼルシヤフトSiemens Aktiengesellschaft 確率論的疲労亀裂寿命推定のための方法およびシステム
JP2016509670A (ja) * 2013-01-04 2016-03-31 シーメンス コーポレーションSiemens Corporation 疲労損傷予知および構造健全性評価のための非破壊検査における内部欠陥の確率論的モデリングおよびサイジング
CN105699843A (zh) * 2016-02-04 2016-06-22 华中科技大学 一种电缆运行状态诊断方法及系统
US20170029249A1 (en) * 2015-07-31 2017-02-02 Inventio Ag Method and device for detecting a deterioration state of a load bearing capacity in a suspension member arrangement for an elevator
WO2017222639A1 (en) * 2016-06-20 2017-12-28 Cooper Technologies Company Monitoring systems and methods for detecting thermal-mechanical strain fatigue in an electrical fuse

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8810234B2 (en) 2008-05-08 2014-08-19 GM Global Technology Operations LLC Method of controlling active material actuation utilizing an operational envelope
US10410132B2 (en) 2016-06-07 2019-09-10 Honeywell International Inc. Probabilistic remaining usage life of aircraft structures
WO2018169722A1 (en) * 2017-03-13 2018-09-20 General Electric Company Fatigue crack growth prediction

Patent Citations (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH1194787A (ja) * 1997-07-31 1999-04-09 Era Patents Ltd 測定装置
JP2003083871A (ja) * 2001-09-12 2003-03-19 Mitsubishi Electric Corp 電子部品の接合部の信頼性試験方法
JP2007529395A (ja) * 2004-03-16 2007-10-25 オーチス エレベータ カンパニー 引張支持体の強度測定システムおよび方法
JP2007532437A (ja) * 2004-03-16 2007-11-15 オーチス エレベータ カンパニー 引張支持強度監視システムおよび方法
US20100332153A1 (en) * 2007-12-14 2010-12-30 Reinder Hindrik Vegter Method of Determining Fatigue Life and Remaining Life
JP2013104843A (ja) * 2011-11-16 2013-05-30 Toshiba Corp 電子部品、測定方法および監視装置
JP2015529813A (ja) * 2012-08-02 2015-10-08 シーメンス コーポレーションSiemens Corporation 遺伝的プログラミングを用いて発見された前兆的特徴からの、残存耐用寿命の推定
JP2015532430A (ja) * 2012-10-16 2015-11-09 シーメンス アクチエンゲゼルシヤフトSiemens Aktiengesellschaft 確率論的疲労亀裂寿命推定のための方法およびシステム
JP2016509670A (ja) * 2013-01-04 2016-03-31 シーメンス コーポレーションSiemens Corporation 疲労損傷予知および構造健全性評価のための非破壊検査における内部欠陥の確率論的モデリングおよびサイジング
JP2014233763A (ja) * 2013-05-30 2014-12-15 株式会社安川電機 予測システム
US20150229046A1 (en) * 2014-02-11 2015-08-13 Case Western Reserve University Interconnect devices, systems, and methods for bridging electronic devices
US20170029249A1 (en) * 2015-07-31 2017-02-02 Inventio Ag Method and device for detecting a deterioration state of a load bearing capacity in a suspension member arrangement for an elevator
CN105699843A (zh) * 2016-02-04 2016-06-22 华中科技大学 一种电缆运行状态诊断方法及系统
WO2017222639A1 (en) * 2016-06-20 2017-12-28 Cooper Technologies Company Monitoring systems and methods for detecting thermal-mechanical strain fatigue in an electrical fuse

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EP3633343B1 (en) 2024-11-06
US11126764B2 (en) 2021-09-21
US20200104437A1 (en) 2020-04-02

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