CN111328405B - 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 - Google Patents

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 Download PDF

Info

Publication number
CN111328405B
CN111328405B CN201880058792.4A CN201880058792A CN111328405B CN 111328405 B CN111328405 B CN 111328405B CN 201880058792 A CN201880058792 A CN 201880058792A CN 111328405 B CN111328405 B CN 111328405B
Authority
CN
China
Prior art keywords
asset
physical asset
energy
sensor
physical
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201880058792.4A
Other languages
English (en)
Chinese (zh)
Other versions
CN111328405A (zh
Inventor
R·B·琼斯
P·A·卡勒姆
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
Original Assignee
Hartford Steam Boiler Inspection and Insurance Co
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Hartford Steam Boiler Inspection and Insurance Co filed Critical Hartford Steam Boiler Inspection and Insurance Co
Priority to CN202310997667.2A priority Critical patent/CN116977121A/zh
Publication of CN111328405A publication Critical patent/CN111328405A/zh
Application granted granted Critical
Publication of CN111328405B publication Critical patent/CN111328405B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/06Energy or water supply
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0464Convolutional networks [CNN, ConvNet]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0499Feedforward networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q10/00Administration; Management
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/06Asset management; Financial planning or analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/08Insurance

Landscapes

  • 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)
CN201880058792.4A 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 Active CN111328405B (zh)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202310997667.2A CN116977121A (zh) 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

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
CN202310997667.2A Division CN116977121A (zh) 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

Publications (2)

Publication Number Publication Date
CN111328405A CN111328405A (zh) 2020-06-23
CN111328405B true CN111328405B (zh) 2023-08-29

Family

ID=65041424

Family Applications (2)

Application Number Title Priority Date Filing Date
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
CN202310997667.2A Pending CN116977121A (zh) 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

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN202310997667.2A Pending CN116977121A (zh) 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

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=)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115345409A (zh) 2015-03-06 2022-11-15 哈佛蒸汽锅炉检验和保险公司 用于钻井和完井操作的风险评估
US11861716B1 (en) 2016-10-27 2024-01-02 State Farm Mutual Automobile Insurance Company Systems and methods for utilizing electricity monitoring devices to reconstruct an electrical event
CA3071274C (en) 2017-07-27 2026-02-10 The Hartford Steam Boiler Inspection And Insurance Company Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops
US10810543B2 (en) * 2018-07-30 2020-10-20 Maplebear, Inc. Populating catalog data with item properties based on segmentation and classification models
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
EP3979154B1 (en) * 2020-10-05 2026-04-01 ABB Schweiz AG Method for evaluating an energy efficiency of a site
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

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104820630A (zh) * 2015-05-22 2015-08-05 上海新炬网络信息技术有限公司 基于业务变化量的系统资源监控装置
CN106537429A (zh) * 2014-05-28 2017-03-22 西门子瑞士有限公司 用于针对一个或多个建筑物提供优化或改进措施的系统和方法

Family Cites Families (41)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
IE910209A1 (en) 1990-02-28 1991-09-11 Union Oil Co Drag analysis method
US5303561A (en) * 1992-10-14 1994-04-19 Copeland Corporation Control system for heat pump having humidity responsive variable speed fan
JP2002288435A (ja) 2001-03-27 2002-10-04 Mitsubishi Heavy Ind Ltd 機械設備保守料設定システム及び機械設備保険料設定システム
JP2004005371A (ja) 2002-03-29 2004-01-08 Hitachi Ltd 家電機器監視装置及び家電保守サービスシステム
US7653563B2 (en) 2004-03-17 2010-01-26 Schlumberger Technology Corporation Method and apparatus and program storage device adapted for automatic qualitative and quantitative risk assessment based on technical wellbore design and earth properties
US7548873B2 (en) 2004-03-17 2009-06-16 Schlumberger Technology Corporation Method system and program storage device for automatically calculating and displaying time and cost data in a well planning system using a Monte Carlo simulation software
US7630914B2 (en) 2004-03-17 2009-12-08 Schlumberger Technology Corporation Method and apparatus and program storage device adapted for visualization of qualitative and quantitative risk assessment based on technical wellbore design and earth properties
US8538865B2 (en) 2005-08-19 2013-09-17 The Hartford Steam Boiler Inspection And Insurance Co. Method of determining prior net benefit of obtaining additional risk data for insurance purposes via survey or other procedure
US8812334B2 (en) 2006-02-27 2014-08-19 Schlumberger Technology Corporation Well planning system and method
JP2007328522A (ja) 2006-06-07 2007-12-20 Tokyo Electric Power Co Inc:The 故障確率算出装置、方法、及びプログラム
US8193860B2 (en) * 2006-11-21 2012-06-05 Qualcomm, Incorporated Method and apparatus for automatically controlling an XNN® enhancement circuitry feeding a power amplifier
EP2143063A4 (en) * 2007-03-26 2012-10-17 Bpl Global Ltd SYSTEM AND METHOD FOR INTEGRATED ASSET PROTECTION
US20110161133A1 (en) 2007-09-29 2011-06-30 Schlumberger Technology Corporation Planning and Performing Drilling Operations
US7660673B2 (en) 2007-10-12 2010-02-09 Schlumberger Technology Corporation Coarse wellsite analysis for field development planning
US8731724B2 (en) * 2009-06-22 2014-05-20 Johnson Controls Technology Company Automated fault detection and diagnostics in a building management system
US8600556B2 (en) * 2009-06-22 2013-12-03 Johnson Controls Technology Company Smart building manager
WO2011116011A2 (en) * 2010-03-15 2011-09-22 Klatu Networks Systems and methods for monitoring, inferring state of health, and optimizing efficiency of refrigeration systems
EP2681497A4 (en) * 2011-02-28 2017-05-31 Emerson Electric Co. Residential solutions hvac monitoring and diagnosis
US9045967B2 (en) 2011-07-26 2015-06-02 Schlumberger Technology Corporation System and method for controlling and monitoring a drilling operation using refined solutions from a panistic inversion
US20150178865A1 (en) * 2011-09-20 2015-06-25 The Trustees Of Columbia University In The City Of New York Total property optimization system for energy efficiency and smart buildings
WO2013126866A1 (en) * 2012-02-24 2013-08-29 B3, Llc Systems and methods for comprehensive insurance loss management and loss minimization
GB201204815D0 (en) 2012-03-19 2012-05-02 Halliburton Energy Serv Inc Drilling system failure risk analysis method
US8812331B2 (en) 2012-04-27 2014-08-19 Richard B. Jones Insurance product, rating and credit enhancement system and method for insuring project savings
US9501799B2 (en) 2012-11-08 2016-11-22 Hartford Fire Insurance Company System and method for determination of insurance classification of entities
US20140358592A1 (en) * 2013-05-31 2014-12-04 OneEvent Technologies, LLC Sensors for usage-based property insurance
JP2015014823A (ja) 2013-07-03 2015-01-22 株式会社日立製作所 エネルギー使用量評価システム、エネルギー使用量評価演算装置及びプログラム
US10247458B2 (en) * 2013-08-21 2019-04-02 Carrier Corporation Chilled water system efficiency improvement
US10915358B2 (en) 2013-09-30 2021-02-09 Schneider Electric USA, Inc. Systems and methods of data acquisition
MX2016003675A (es) 2013-10-25 2016-09-16 Landmark Graphics Corp Prediccion de riesgo en tiempo real durante las operaciones de perforacion.
US10067482B2 (en) * 2014-05-16 2018-09-04 Emerson Climate Technologies Retail Solutions, Inc. Menu and firmware management for equipment
KR102366961B1 (ko) 2014-10-07 2022-02-24 삼성전자 주식회사 공조기를 관리하는 방법 및 장치
CN115345409A (zh) 2015-03-06 2022-11-15 哈佛蒸汽锅炉检验和保险公司 用于钻井和完井操作的风险评估
US20170011318A1 (en) * 2015-07-09 2017-01-12 Johnson Controls Technology Company Automated monitoring and service provider recommendation platform for hvac equipment
US20170075510A1 (en) * 2015-09-11 2017-03-16 Johnson Controls Technology Company Thermostat with occupant identity determination features
US11151654B2 (en) * 2015-09-30 2021-10-19 Johnson Controls Tyco IP Holdings LLP System and method for determining risk profile, adjusting insurance premiums and automatically collecting premiums based on sensor data
US10510126B2 (en) * 2015-10-30 2019-12-17 Global Design Corporation Ltd. Energy consumption alerting system, platform and method
US10337753B2 (en) * 2016-12-23 2019-07-02 Abb Ag Adaptive modeling method and system for MPC-based building energy control
CN106934720B (zh) * 2017-01-24 2021-11-16 久隆财产保险有限公司 基于物联网的设备保险智能定价方法与系统
US20180330250A1 (en) * 2017-05-09 2018-11-15 Nec Laboratories America, Inc. Energy management system with intelligent anomaly detection and prediction
CA3071274C (en) 2017-07-27 2026-02-10 The Hartford Steam Boiler Inspection And Insurance Company Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops
US11605036B2 (en) * 2017-08-09 2023-03-14 Verdigris Technologies, Inc. System and methods for power system forecasting using deep neural networks

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106537429A (zh) * 2014-05-28 2017-03-22 西门子瑞士有限公司 用于针对一个或多个建筑物提供优化或改进措施的系统和方法
CN104820630A (zh) * 2015-05-22 2015-08-05 上海新炬网络信息技术有限公司 基于业务变化量的系统资源监控装置

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
CA3071274C (en) 2026-02-10
KR20230003603A (ko) 2023-01-06
CN111328405A (zh) 2020-06-23
WO2019023520A1 (en) 2019-01-31
KR20200037310A (ko) 2020-04-08

Similar Documents

Publication Publication Date Title
CN111328405B (zh) 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
Saravanan et al. Real-time water quality monitoring using Internet of Things in SCADA
US10319051B2 (en) System and method for creating and managing intelligent water points in resource constrained regions
US9760914B2 (en) Determining cost and processing of sensed data
US20230027479A1 (en) Methods and systems for natural gas data computation outside gas internet of things based on energy measuring
CN110022529B (zh) 基于两种传感模式的目标区域人数统计的方法和装置
US20240370949A1 (en) Systems and methods for detecting anomalous water usage
KR102618570B1 (ko) 복수의 수용가를 포함하는 블록에 대한 상수도 누수 검출 시스템
WO2017103069A1 (fr) Traitement des donnees de telerelevee pour l'analyse des modes de consommation
HK40103017A (zh) 管理基於特定於资产的能量数据使用水平的装备风险
HK40031635A (en) Manage equipment based risk on asset-specific energy data usage utilizing sensor-driven dynamically adjustable feedback loops
HK40031635B (zh) 利用传感器驱动的动态可调整反馈回路来管理基於特定於资产的能量数据使用水平的装备风险
Sivakumar et al. An IoT-based energy meter for energy level monitoring, predicting, and optimization
CN119547090A (zh) 使用多个经训练的机器学习模型进行目标能量使用设备存在检测
Bhatia Cognitive Decision Modeling for Quality of Service in Domestic Pipeline Network
US12073477B1 (en) Low friction data analysis system
US20250139682A1 (en) Systems and methods for seasonality/event-based rental recommendations
Devanand et al. A Frame Work for Smart Water Management System: A Case of Water Leak detection and Management Using Machine Learning
Msisi Development of an internet of things based customer water-meter reading system at Arusha city
Kamau A Long Short-term Memory (LSTM) Network Model For Predicting Water Consumption In Residential Properties Using Smart Water Meter Data
Kesavan et al. Smart IoT Meters for Smart Living
HK40012076B (en) Method and device for counting number of people in target area based on two sensing modes
HK40012076A (en) Method and device for counting number of people in target area based on two sensing modes

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
REG Reference to a national code

Ref country code: HK

Ref legal event code: DE

Ref document number: 40031635

Country of ref document: HK

GR01 Patent grant
GR01 Patent grant