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

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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
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CN111328405A (zh
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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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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)

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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

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CN (2) CN111328405B (OSRAM)
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Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3265647B1 (en) 2015-03-06 2021-02-24 Hartford Steam Boiler Inspection and Insurance Company Risk assessment for drilling and well completion operations
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
CN111328405B (zh) 2017-07-27 2023-08-29 哈佛蒸汽锅炉检验和保险公司 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
US10810543B2 (en) * 2018-07-30 2020-10-20 Maplebear, Inc. Populating catalog data with item properties based on segmentation and classification models
US11897690B1 (en) 2019-11-25 2024-02-13 State Farm Mutual Automobile Insurance Company Systems and methods for enhancing waste disposal and energy efficiency using sensor and alternative power technologies
US12437865B2 (en) 2020-07-09 2025-10-07 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
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 (37)

* 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
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
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
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
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
EP2547965B1 (en) * 2010-03-15 2020-11-04 Klatu Networks Systems and methods for monitoring, inferring state of health, and optimizing efficiency of refrigeration systems
CN103597292B (zh) * 2011-02-28 2016-05-18 艾默生电气公司 用于建筑物的供暖、通风和空调hvac系统的监视系统和监视方法
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
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
EP3053000A4 (en) * 2013-09-30 2017-05-03 Schneider Electric USA, Inc. Systems and methods of data acquisition
GB2537489B (en) 2013-10-25 2020-05-06 Landmark Graphics Corp Real-time risk prediction during drilling operations
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
EP3265647B1 (en) 2015-03-06 2021-02-24 Hartford Steam Boiler Inspection and Insurance Company Risk assessment for drilling and well completion operations
US20170011318A1 (en) * 2015-07-09 2017-01-12 Johnson Controls Technology Company Automated monitoring and service provider recommendation platform for hvac equipment
US11087417B2 (en) * 2015-09-11 2021-08-10 Johnson Controls Tyco IP Holdings LLP Thermostat with bi-directional communications interface for monitoring HVAC equipment
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
US10337753B2 (en) * 2016-12-23 2019-07-02 Abb Ag Adaptive modeling method and system for MPC-based building energy control
US20180330250A1 (en) * 2017-05-09 2018-11-15 Nec Laboratories America, Inc. Energy management system with intelligent anomaly detection and prediction
CN111328405B (zh) 2017-07-27 2023-08-29 哈佛蒸汽锅炉检验和保险公司 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
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

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

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