CA3071274C - Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops - Google Patents

Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops

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Publication number
CA3071274C
CA3071274C CA3071274A CA3071274A CA3071274C CA 3071274 C CA3071274 C CA 3071274C CA 3071274 A CA3071274 A CA 3071274A CA 3071274 A CA3071274 A CA 3071274A CA 3071274 C CA3071274 C CA 3071274C
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Prior art keywords
asset
energy consuming
physical asset
physical
sensor
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CA3071274A
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English (en)
French (fr)
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CA3071274A1 (en
Inventor
Richard B. Jones
Paul A. CULLUM
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Hartford Steam Boiler Inspection and Insurance Co
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Priority to CA3252787A priority Critical patent/CA3252787A1/en
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Application granted granted Critical
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    • 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
    • G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/08—Insurance
    • 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)
  • Health & Medical Sciences (AREA)
  • Economics (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • General Health & Medical Sciences (AREA)
  • Strategic Management (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • 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)
CA3071274A 2017-07-27 2018-07-26 Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops Active CA3071274C (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CA3252787A CA3252787A1 (en) 2017-07-27 2018-07-26 EQUIPMENT-BASED RISK MANAGEMENT USING EQUIPMENT-SPECIFIC ENERGY DATA FROM AN ASSET VIA DYNAMICALLIC FEEDBACK LOOPS CONTROLLED BY A SENSOR

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201762537684P 2017-07-27 2017-07-27
US62/537,684 2017-07-27
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

Related Child Applications (1)

Application Number Title Priority Date Filing Date
CA3252787A Division CA3252787A1 (en) 2017-07-27 2018-07-26 EQUIPMENT-BASED RISK MANAGEMENT USING EQUIPMENT-SPECIFIC ENERGY DATA FROM AN ASSET VIA DYNAMICALLIC FEEDBACK LOOPS CONTROLLED BY A SENSOR

Publications (2)

Publication Number Publication Date
CA3071274A1 CA3071274A1 (en) 2019-01-31
CA3071274C true CA3071274C (en) 2026-02-10

Family

ID=65041424

Family Applications (2)

Application Number Title Priority Date Filing Date
CA3071274A Active CA3071274C (en) 2017-07-27 2018-07-26 Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops
CA3252787A Pending CA3252787A1 (en) 2017-07-27 2018-07-26 EQUIPMENT-BASED RISK MANAGEMENT USING EQUIPMENT-SPECIFIC ENERGY DATA FROM AN ASSET VIA DYNAMICALLIC FEEDBACK LOOPS CONTROLLED BY A SENSOR

Family Applications After (1)

Application Number Title Priority Date Filing Date
CA3252787A Pending CA3252787A1 (en) 2017-07-27 2018-07-26 EQUIPMENT-BASED RISK MANAGEMENT USING EQUIPMENT-SPECIFIC ENERGY DATA FROM AN ASSET VIA DYNAMICALLIC FEEDBACK LOOPS CONTROLLED BY A SENSOR

Country Status (7)

Country Link
US (2) US11514527B2 (https=)
EP (1) EP3659101A4 (https=)
JP (3) JP6942239B2 (https=)
KR (3) KR102911632B1 (https=)
CN (2) CN111328405B (https=)
CA (2) CA3071274C (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
US12518871B2 (en) 2020-07-09 2026-01-06 State Farm Mutual Automobile Insurance Company Systems and methods for home health evaluation and remediation
US11232873B1 (en) 2020-07-27 2022-01-25 The Toronto-Dominion Bank Integrated home scoring system
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US11469999B1 (en) * 2021-07-30 2022-10-11 Cisco Technology, Inc. Systems and methods for determining energy efficiency quotients
US12277616B2 (en) 2022-04-20 2025-04-15 State Farm Mutual Automobile Insurance Company Systems and methods for generating a home score for a user
US12315024B2 (en) 2022-04-20 2025-05-27 State Farm Mutual Automobile Insurance Company Systems and methods for generating a home score for a user

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Also Published As

Publication number Publication date
US20190035028A1 (en) 2019-01-31
JP6942239B2 (ja) 2021-09-29
US20230177614A1 (en) 2023-06-08
CA3252787A1 (en) 2025-07-08
EP3659101A1 (en) 2020-06-03
JP2020529075A (ja) 2020-10-01
EP3659101A4 (en) 2020-12-09
JP7252291B2 (ja) 2023-04-04
JP7706493B2 (ja) 2025-07-11
KR102911632B1 (ko) 2026-01-13
JP2023089004A (ja) 2023-06-27
CA3071274A1 (en) 2019-01-31
KR20240006085A (ko) 2024-01-12
CN116977121A (zh) 2023-10-31
JP2021192292A (ja) 2021-12-16
US11514527B2 (en) 2022-11-29
CN111328405B (zh) 2023-08-29
KR20230003603A (ko) 2023-01-06
CN111328405A (zh) 2020-06-23
WO2019023520A1 (en) 2019-01-31
KR20200037310A (ko) 2020-04-08

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