CN116977121A - 管理基于特定于资产的能量数据使用水平的装备风险 - Google Patents

管理基于特定于资产的能量数据使用水平的装备风险 Download PDF

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CN116977121A
CN116977121A CN202310997667.2A CN202310997667A CN116977121A CN 116977121 A CN116977121 A CN 116977121A CN 202310997667 A CN202310997667 A CN 202310997667A CN 116977121 A CN116977121 A CN 116977121A
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asset
energy consumption
physical
data
parameter
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R·B·琼斯
P·A·卡勒姆
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Hartford Steam Boiler Inspection and Insurance Co
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Hartford Steam Boiler Inspection and Insurance Co
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/08—Insurance
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0499—Feedforward networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/06—Asset management; Financial planning or analysis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/06—Energy or water supply

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
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  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
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  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Development Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Technology Law (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Tourism & Hospitality (AREA)
  • Public Health (AREA)
  • Primary Health Care (AREA)
  • Water Supply & Treatment (AREA)
  • Medical Informatics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Operations Research (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Quality & Reliability (AREA)
CN202310997667.2A 2017-07-27 2018-07-26 管理基于特定于资产的能量数据使用水平的装备风险 Pending CN116977121A (zh)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201762537684P 2017-07-27 2017-07-27
US62/537,684 2017-07-27
CN201880058792.4A CN111328405B (zh) 2017-07-27 2018-07-26 利用传感器驱动的动态可调整反馈回路来管理基于特定于资产的能量数据使用水平的装备风险
PCT/US2018/043988 WO2019023520A1 (en) 2017-07-27 2018-07-26 MANAGING A EQUIPMENT-BASED RISK ON THE USE OF ASSET-BASED ENERGY DATA USING DYNAMICALLY ADJUSTABLE AND SENSOR-CONTROLLED FEEDBACK LOOPS

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CN201880058792.4A Active CN111328405B (zh) 2017-07-27 2018-07-26 利用传感器驱动的动态可调整反馈回路来管理基于特定于资产的能量数据使用水平的装备风险

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US (2) US11514527B2 (https=)
EP (1) EP3659101A4 (https=)
JP (3) JP6942239B2 (https=)
KR (3) KR102911632B1 (https=)
CN (2) CN116977121A (https=)
CA (2) CA3252787A1 (https=)
WO (1) WO2019023520A1 (https=)

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US11651334B1 (en) 2019-11-25 2023-05-16 State Farm Mutual Automobile Insurance Company Systems and methods for enhancing waste disposal and energy efficiency using sensor and alternative power technologies
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CA3252787A1 (en) 2025-07-08
CA3071274A1 (en) 2019-01-31
JP2020529075A (ja) 2020-10-01
JP2021192292A (ja) 2021-12-16
JP2023089004A (ja) 2023-06-27
WO2019023520A1 (en) 2019-01-31
JP7706493B2 (ja) 2025-07-11
EP3659101A4 (en) 2020-12-09
JP7252291B2 (ja) 2023-04-04
CA3071274C (en) 2026-02-10
US20230177614A1 (en) 2023-06-08
CN111328405A (zh) 2020-06-23
US20190035028A1 (en) 2019-01-31
CN111328405B (zh) 2023-08-29
EP3659101A1 (en) 2020-06-03
KR20240006085A (ko) 2024-01-12
US11514527B2 (en) 2022-11-29
KR20230003603A (ko) 2023-01-06
KR102911632B1 (ko) 2026-01-13
KR20200037310A (ko) 2020-04-08
JP6942239B2 (ja) 2021-09-29

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