CA3071274A1 - 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 Download PDF

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Publication number
CA3071274A1
CA3071274A1 CA3071274A CA3071274A CA3071274A1 CA 3071274 A1 CA3071274 A1 CA 3071274A1 CA 3071274 A CA3071274 A CA 3071274A CA 3071274 A CA3071274 A CA 3071274A CA 3071274 A1 CA3071274 A1 CA 3071274A1
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Prior art keywords
asset
energy consuming
physical asset
physical
sensor
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Pending
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CA3071274A
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English (en)
French (fr)
Inventor
Richard B. Jones
Paul A. CULLUM
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Hartford Steam Boiler Inspection and Insurance Co
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Hartford Steam Boiler Inspection and Insurance Co
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Application filed by Hartford Steam Boiler Inspection and Insurance Co filed Critical Hartford Steam Boiler Inspection and Insurance Co
Priority to CA3252787A priority Critical patent/CA3252787A1/en
Publication of CA3071274A1 publication Critical patent/CA3071274A1/en
Pending legal-status Critical Current

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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)
  • Physics & Mathematics (AREA)
  • Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Economics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Strategic Management (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Development Economics (AREA)
  • Technology Law (AREA)
  • Human Resources & Organizations (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Tourism & Hospitality (AREA)
  • Primary Health Care (AREA)
  • Public Health (AREA)
  • Water Supply & Treatment (AREA)
  • Medical Informatics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Operations Research (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (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 Pending CA3071274A1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CA3252787A CA3252787A1 (en) 2017-07-27 2018-07-26 Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops

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

Publications (1)

Publication Number Publication Date
CA3071274A1 true CA3071274A1 (en) 2019-01-31

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CA3071274A Pending CA3071274A1 (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 Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops

Family Applications After (1)

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CA3252787A Pending CA3252787A1 (en) 2017-07-27 2018-07-26 Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops

Country Status (7)

Country Link
US (2) US11514527B2 (enExample)
EP (1) EP3659101A4 (enExample)
JP (3) JP6942239B2 (enExample)
KR (3) KR20240006085A (enExample)
CN (2) CN111328405B (enExample)
CA (2) CA3071274A1 (enExample)
WO (1) WO2019023520A1 (enExample)

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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11469999B1 (en) * 2021-07-30 2022-10-11 Cisco Technology, Inc. Systems and methods for determining energy efficiency quotients
US11882034B2 (en) 2021-07-30 2024-01-23 Cisco Technology, Inc. Systems and methods for determining energy efficiency quotients
US12301458B2 (en) 2021-07-30 2025-05-13 Cisco Technology, Inc. Systems and methods for determining energy efficiency quotients

Also Published As

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

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