JP2019513001A - 電流消費モニタリングおよびその機械学習に基づくデバイス状態の決定のためのシステムおよびその方法 - Google Patents

電流消費モニタリングおよびその機械学習に基づくデバイス状態の決定のためのシステムおよびその方法 Download PDF

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Publication number
JP2019513001A
JP2019513001A JP2018565470A JP2018565470A JP2019513001A JP 2019513001 A JP2019513001 A JP 2019513001A JP 2018565470 A JP2018565470 A JP 2018565470A JP 2018565470 A JP2018565470 A JP 2018565470A JP 2019513001 A JP2019513001 A JP 2019513001A
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JP
Japan
Prior art keywords
state
power consuming
consuming device
operating state
current
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JP2018565470A
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Japanese (ja)
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JP2019513001A5 (enExample
Inventor
シャミル，アディ
イアロスラビッツ，ゲブ・デクトル
フラタウ，テオドール
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Panoramic Power Ltd
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Panoramic Power Ltd
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Publication of JP2019513001A publication Critical patent/JP2019513001A/ja
Publication of JP2019513001A5 publication Critical patent/JP2019513001A5/ja
Pending legal-status Critical Current

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    • 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
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B15/00—Systems controlled by a computer
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F1/00—Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
    • G06F1/26—Power supply means, e.g. regulation thereof
    • G06F1/28—Supervision thereof, e.g. detecting power-supply failure by out of limits supervision
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F1/00—Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
    • G06F1/26—Power supply means, e.g. regulation thereof
    • G06F1/32—Means for saving power
    • G06F1/3203—Power management, i.e. event-based initiation of a power-saving mode
    • 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
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Automation & Control Theory (AREA)
  • Computational Linguistics (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Supply And Distribution Of Alternating Current (AREA)
JP2018565470A 2016-03-05 2017-03-04 電流消費モニタリングおよびその機械学習に基づくデバイス状態の決定のためのシステムおよびその方法 Pending JP2019513001A (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201662304183P 2016-03-05 2016-03-05
US62/304,183 2016-03-05
US15/449,187 2017-03-03
US15/449,187 US20170255864A1 (en) 2016-03-05 2017-03-03 Systems and Methods Thereof for Determination of a Device State Based on Current Consumption Monitoring and Machine Learning Thereof
PCT/IB2017/051270 WO2017153880A1 (en) 2016-03-05 2017-03-04 Systems and methods thereof for determination of a device state based on current consumption monitoring and machine-learning thereof

Publications (2)

Publication Number Publication Date
JP2019513001A true JP2019513001A (ja) 2019-05-16
JP2019513001A5 JP2019513001A5 (enExample) 2020-03-12

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JP2018565470A Pending JP2019513001A (ja) 2016-03-05 2017-03-04 電流消費モニタリングおよびその機械学習に基づくデバイス状態の決定のためのシステムおよびその方法

Country Status (5)

Country Link
US (1) US20170255864A1 (enExample)
EP (1) EP3423789B1 (enExample)
JP (1) JP2019513001A (enExample)
MX (1) MX2018010319A (enExample)
WO (1) WO2017153880A1 (enExample)

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CN109193630B (zh) * 2018-09-21 2021-06-15 武汉大学 一种柔性负荷可调区间预测方法及装置
CN112115847B (zh) * 2020-09-16 2024-05-17 深圳印像数据科技有限公司 人脸情绪愉悦度判断方法
CN117355710A (zh) * 2021-05-25 2024-01-05 罗伯特·博世有限公司 一种用于控制制冷设备的方法和装置
CN116068304A (zh) * 2022-12-12 2023-05-05 广东美的白色家电技术创新中心有限公司 能效评估方法、装置、系统、设备及存储介质
CN116910499A (zh) * 2023-07-18 2023-10-20 杭州安脉盛智能技术有限公司 一种系统状态监测方法、装置、电子设备及可读存储介质

Citations (15)

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JPH0535707A (ja) * 1991-07-25 1993-02-12 Hitachi Ltd ニユ−ラルネツトを利用したパタ−ン分類方法および装置
JP2005528077A (ja) * 2002-05-24 2005-09-15 バージニア テック インテレクチュアル プロパティーズ インコーポレーテッド 動作相を同定し通電を制御する装置および方法
US20060178887A1 (en) * 2002-03-28 2006-08-10 Qinetiq Limited System for estimating parameters of a gaussian mixture model
JP2007003296A (ja) * 2005-06-22 2007-01-11 Toenec Corp 電気機器モニタリングシステム
JP2011072122A (ja) * 2009-09-25 2011-04-07 Central Res Inst Of Electric Power Ind 分散形電源の運転状態判別方法および装置並びに運転状態判別プログラム
US20110307200A1 (en) * 2010-06-11 2011-12-15 Academia Sinica Recognizing multiple appliance operating states using circuit-level electrical information
US20120053925A1 (en) * 2010-08-31 2012-03-01 Steven Geffin Method and System for Computer Power and Resource Consumption Modeling
JP2012064023A (ja) * 2010-09-16 2012-03-29 Sony Corp データ処理装置、データ処理方法、およびプログラム
KR101173823B1 (ko) * 2011-07-01 2012-08-20 연세대학교 산학협력단 공동주택의 에너지 사용량 예측 시스템 및 방법
US20120290230A1 (en) * 2009-07-01 2012-11-15 Carnegie Mellon University Methods and Apparatuses for Monitoring Energy Consumption and Related Operations
JP2013531450A (ja) * 2010-04-26 2013-08-01 ベルキン・インターナショナル・インコーポレイテッド 電気事象検出デバイスおよび電力使用状況を検出して分類する方法
US9057746B1 (en) * 2014-11-26 2015-06-16 Sense Labs, Inc. Determining information about devices in a building using different sets of features
US9135667B2 (en) * 2012-11-16 2015-09-15 Johnson Controls Technology Company Systems and methods for building energy use benchmarking
US20150339572A1 (en) * 2014-05-23 2015-11-26 DataRobot, Inc. Systems and techniques for predictive data analytics
JP2015219610A (ja) * 2014-05-14 2015-12-07 株式会社デンソーアイティーラボラトリ 電力需要シミュレータ、電力需要シミュレーション方法、及びプログラム

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US7412339B2 (en) * 2002-05-24 2008-08-12 Virginia Tech Intellectual Properties, Inc. Method and apparatus for identifying an operational phase of a motor phase winding and controlling energization of the phase winding
US6889173B2 (en) * 2002-10-31 2005-05-03 Emerson Retail Services Inc. System for monitoring optimal equipment operating parameters
US7480641B2 (en) * 2006-04-07 2009-01-20 Nokia Corporation Method, apparatus, mobile terminal and computer program product for providing efficient evaluation of feature transformation
US9838847B2 (en) * 2014-09-11 2017-12-05 Google LLP Data driven evaluation and rejection of trained Gaussian process-based wireless mean and standard deviation models

Patent Citations (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0535707A (ja) * 1991-07-25 1993-02-12 Hitachi Ltd ニユ−ラルネツトを利用したパタ−ン分類方法および装置
US20060178887A1 (en) * 2002-03-28 2006-08-10 Qinetiq Limited System for estimating parameters of a gaussian mixture model
JP2005528077A (ja) * 2002-05-24 2005-09-15 バージニア テック インテレクチュアル プロパティーズ インコーポレーテッド 動作相を同定し通電を制御する装置および方法
JP2007003296A (ja) * 2005-06-22 2007-01-11 Toenec Corp 電気機器モニタリングシステム
US20120290230A1 (en) * 2009-07-01 2012-11-15 Carnegie Mellon University Methods and Apparatuses for Monitoring Energy Consumption and Related Operations
JP2011072122A (ja) * 2009-09-25 2011-04-07 Central Res Inst Of Electric Power Ind 分散形電源の運転状態判別方法および装置並びに運転状態判別プログラム
JP2013531450A (ja) * 2010-04-26 2013-08-01 ベルキン・インターナショナル・インコーポレイテッド 電気事象検出デバイスおよび電力使用状況を検出して分類する方法
US20110307200A1 (en) * 2010-06-11 2011-12-15 Academia Sinica Recognizing multiple appliance operating states using circuit-level electrical information
US20120053925A1 (en) * 2010-08-31 2012-03-01 Steven Geffin Method and System for Computer Power and Resource Consumption Modeling
JP2012064023A (ja) * 2010-09-16 2012-03-29 Sony Corp データ処理装置、データ処理方法、およびプログラム
KR101173823B1 (ko) * 2011-07-01 2012-08-20 연세대학교 산학협력단 공동주택의 에너지 사용량 예측 시스템 및 방법
US9135667B2 (en) * 2012-11-16 2015-09-15 Johnson Controls Technology Company Systems and methods for building energy use benchmarking
JP2015219610A (ja) * 2014-05-14 2015-12-07 株式会社デンソーアイティーラボラトリ 電力需要シミュレータ、電力需要シミュレーション方法、及びプログラム
US20150339572A1 (en) * 2014-05-23 2015-11-26 DataRobot, Inc. Systems and techniques for predictive data analytics
US9057746B1 (en) * 2014-11-26 2015-06-16 Sense Labs, Inc. Determining information about devices in a building using different sets of features

Also Published As

Publication number Publication date
EP3423789A1 (en) 2019-01-09
EP3423789B1 (en) 2020-11-25
US20170255864A1 (en) 2017-09-07
WO2017153880A1 (en) 2017-09-14
MX2018010319A (es) 2019-05-16
EP3423789A4 (en) 2019-10-09

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