CN115082102B - 能源消费者的预测性细分 - Google Patents
能源消费者的预测性细分Info
- Publication number
- CN115082102B CN115082102B CN202210473492.0A CN202210473492A CN115082102B CN 115082102 B CN115082102 B CN 115082102B CN 202210473492 A CN202210473492 A CN 202210473492A CN 115082102 B CN115082102 B CN 115082102B
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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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
- G06Q30/0204—Market segmentation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/20—Ensemble learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/02—Knowledge representation; Symbolic representation
- G06N5/022—Knowledge engineering; Knowledge acquisition
-
- 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
-
- 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
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0637—Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
- G06Q10/06375—Prediction of business process outcome or impact based on a proposed change
-
- 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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0251—Targeted advertisements
- G06Q30/0269—Targeted advertisements based on user profile or attribute
-
- 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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0251—Targeted advertisements
- G06Q30/0269—Targeted advertisements based on user profile or attribute
- G06Q30/0271—Personalized advertisement
-
- 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)
- Business, Economics & Management (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Strategic Management (AREA)
- Human Resources & Organizations (AREA)
- Economics (AREA)
- Data Mining & Analysis (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Entrepreneurship & Innovation (AREA)
- Development Economics (AREA)
- Computing Systems (AREA)
- Marketing (AREA)
- General Business, Economics & Management (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Finance (AREA)
- Accounting & Taxation (AREA)
- Health & Medical Sciences (AREA)
- Computational Mathematics (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Tourism & Hospitality (AREA)
- Game Theory and Decision Science (AREA)
- Educational Administration (AREA)
- Algebra (AREA)
- Computational Linguistics (AREA)
- Water Supply & Treatment (AREA)
- Public Health (AREA)
- General Health & Medical Sciences (AREA)
- Primary Health Care (AREA)
- Operations Research (AREA)
- Probability & Statistics with Applications (AREA)
- Medical Informatics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Quality & Reliability (AREA)
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201562269793P | 2015-12-18 | 2015-12-18 | |
| US62/269,793 | 2015-12-18 | ||
| CN201680074515.3A CN108401459B (zh) | 2015-12-18 | 2016-12-15 | 能源消费者的预测性细分 |
| PCT/US2016/067002 WO2017106544A1 (en) | 2015-12-18 | 2016-12-15 | Predictive segmentation of energy customers |
Related Parent Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201680074515.3A Division CN108401459B (zh) | 2015-12-18 | 2016-12-15 | 能源消费者的预测性细分 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN115082102A CN115082102A (zh) | 2022-09-20 |
| CN115082102B true CN115082102B (zh) | 2026-02-13 |
Family
ID=59057661
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202210473492.0A Active CN115082102B (zh) | 2015-12-18 | 2016-12-15 | 能源消费者的预测性细分 |
| CN201680074515.3A Active CN108401459B (zh) | 2015-12-18 | 2016-12-15 | 能源消费者的预测性细分 |
Family Applications After (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201680074515.3A Active CN108401459B (zh) | 2015-12-18 | 2016-12-15 | 能源消费者的预测性细分 |
Country Status (6)
| Country | Link |
|---|---|
| US (3) | US10872386B2 (cg-RX-API-DMAC10.html) |
| EP (2) | EP4123559A1 (cg-RX-API-DMAC10.html) |
| JP (4) | JP6876048B2 (cg-RX-API-DMAC10.html) |
| CN (2) | CN115082102B (cg-RX-API-DMAC10.html) |
| CA (1) | CA3005942A1 (cg-RX-API-DMAC10.html) |
| WO (1) | WO2017106544A1 (cg-RX-API-DMAC10.html) |
Families Citing this family (12)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP4123559A1 (en) | 2015-12-18 | 2023-01-25 | C3.ai, Inc. | Predictive segmentation of energy customers |
| EP3324255B1 (en) | 2016-11-18 | 2020-01-29 | Eurotherm Limited | Process controller having adjustable parameters |
| US10657575B2 (en) | 2017-01-31 | 2020-05-19 | Walmart Apollo, Llc | Providing recommendations based on user-generated post-purchase content and navigation patterns |
| US10445742B2 (en) * | 2017-01-31 | 2019-10-15 | Walmart Apollo, Llc | Performing customer segmentation and item categorization |
| US11651382B2 (en) * | 2017-05-31 | 2023-05-16 | Adobe Inc. | User data overlap determination in a digital medium environment |
| US11308563B2 (en) * | 2018-02-01 | 2022-04-19 | Oracle International Corporation | Energy program communication control system and method based on load shape analysis |
| US20210241392A1 (en) * | 2020-02-05 | 2021-08-05 | International Business Machines Corporation | Metrics for energy saving and response behavior |
| US11315200B2 (en) * | 2020-07-29 | 2022-04-26 | Arcadia Power, Inc. | Methods of allocating energy generated by a community solar energy system |
| US11423444B2 (en) | 2020-08-14 | 2022-08-23 | International Business Machines Corporation | Propensity model |
| CN113792099B (zh) * | 2021-08-12 | 2023-08-25 | 上海熙业信息科技有限公司 | 一种基于历史效用表剪枝的数据流高效用项集挖掘系统 |
| CN114726599B (zh) * | 2022-03-28 | 2023-01-10 | 慧之安信息技术股份有限公司 | 基于人工智能算法的软件定义网络中入侵检测方法和装置 |
| CN118822288B (zh) * | 2024-05-31 | 2025-10-17 | 南方电网科学研究院有限责任公司 | 一种基于issa-elm的电能替代潜力预测方法及系统 |
Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1316078A (zh) * | 1998-07-07 | 2001-10-03 | 恩塞普股份有限公司 | Tic∶利用按保留隐私方式提供针对性内容的消费者属性分级模型,基于在线报告用户端解释的电子内容定制 |
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| AU6097600A (en) * | 1999-07-15 | 2001-02-05 | Ebidenergy.Com | User interface to facilitate, analyze and manage resource consumption |
| US7451065B2 (en) * | 2002-03-11 | 2008-11-11 | International Business Machines Corporation | Method for constructing segmentation-based predictive models |
| US7698163B2 (en) | 2002-11-22 | 2010-04-13 | Accenture Global Services Gmbh | Multi-dimensional segmentation for use in a customer interaction |
| US7542960B2 (en) * | 2002-12-17 | 2009-06-02 | International Business Machines Corporation | Interpretable unsupervised decision trees |
| US7689455B2 (en) * | 2005-04-07 | 2010-03-30 | Olista Ltd. | Analyzing and detecting anomalies in data records using artificial intelligence |
| US7672865B2 (en) * | 2005-10-21 | 2010-03-02 | Fair Isaac Corporation | Method and apparatus for retail data mining using pair-wise co-occurrence consistency |
| US8082166B2 (en) | 2006-10-30 | 2011-12-20 | Mary S. Moore | Method to facilitate obtaining, storing, and subsequently conveying an organization's information for the benefit of successor organization-based agents |
| WO2010083334A1 (en) * | 2009-01-14 | 2010-07-22 | Integral Analytics, Inc. | Optimization of microgrid energy use and distribution |
| EP2396762A4 (en) * | 2009-02-10 | 2014-05-21 | Greenbox Ip Pty Ltd | SYSTEM AND METHOD FOR RESOURCE MANAGEMENT |
| US20100332373A1 (en) * | 2009-02-26 | 2010-12-30 | Jason Crabtree | System and method for participation in energy-related markets |
| US9190844B2 (en) * | 2012-11-04 | 2015-11-17 | Bao Tran | Systems and methods for reducing energy usage |
| CN101980470B (zh) * | 2010-10-03 | 2013-12-04 | 鲁东大学 | 一种基于混沌粒子群优化的ofdm系统资源分配方法 |
| US9805321B2 (en) * | 2010-10-15 | 2017-10-31 | Accenture Global Services Limited | Eco score analytics system |
| WO2013085689A1 (en) * | 2011-12-09 | 2013-06-13 | Exxonmobil Upstream Research Company | Method for developing a long-term strategy for allocating a supply of liquefied natural gas |
| CN104254851A (zh) * | 2012-03-17 | 2014-12-31 | 海智网聚网络技术(北京)有限公司 | 用于向用户推荐内容的方法和系统 |
| US10475138B2 (en) * | 2015-09-23 | 2019-11-12 | Causam Energy, Inc. | Systems and methods for advanced energy network |
| US10860683B2 (en) * | 2012-10-25 | 2020-12-08 | The Research Foundation For The State University Of New York | Pattern change discovery between high dimensional data sets |
| US20140236705A1 (en) * | 2013-02-15 | 2014-08-21 | Turn Inc. | Method and apparatus for data-driven multi-touch attribution determination in multichannel advertising campaigns |
| JP5930989B2 (ja) * | 2013-02-28 | 2016-06-08 | Kddi株式会社 | 生活関連量の決定木を用いてユーザ属性を推定するユーザ属性推定プログラム、装置及び方法 |
| US10719797B2 (en) * | 2013-05-10 | 2020-07-21 | Opower, Inc. | Method of tracking and reporting energy performance for businesses |
| CN103398843B (zh) * | 2013-07-01 | 2016-03-02 | 西安交通大学 | 基于多分类相关向量机的行星齿轮箱太阳轮故障分类方法 |
| US9542510B2 (en) * | 2013-08-07 | 2017-01-10 | International Business Machines Corporation | Detecting appliances in a building from coarse grained meter data with partial label |
| US20150081384A1 (en) * | 2013-09-16 | 2015-03-19 | Fraunhofer Usa, Inc. | Determining likelihood of an individual consumer enrolling in a behavior-based energy efficiency program |
| CN103530341A (zh) * | 2013-10-08 | 2014-01-22 | 广州品唯软件有限公司 | 物品信息生成推送方法和系统 |
| US20150161233A1 (en) * | 2013-12-11 | 2015-06-11 | The Board Of Trustees Of The Leland Stanford Junior University | Customer energy consumption segmentation using time-series data |
| WO2015181338A1 (en) * | 2014-05-28 | 2015-12-03 | Siemens Schweiz Ag | System and method for providing optimization or improvement measures for one or more buildings |
| US11488086B2 (en) * | 2014-10-13 | 2022-11-01 | ServiceSource International, Inc. | User interface and underlying data analytics for customer success management |
| US20160132913A1 (en) * | 2014-11-11 | 2016-05-12 | IGATE Global Solutions Ltd. | Multivariate Canonical Data Model for Tagging Customer Base of Energy Utility Enterprise |
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| CN104881706B (zh) * | 2014-12-31 | 2018-05-25 | 天津弘源慧能科技有限公司 | 一种基于大数据技术的电力系统短期负荷预测方法 |
| US10769734B2 (en) * | 2015-01-13 | 2020-09-08 | Causam Energy, Inc. | Systems and methods for advanced energy settlements, network-based messaging, and software applications for electric power grids, microgrids, grid elements, and/or electric power networks |
| US10147108B2 (en) * | 2015-04-02 | 2018-12-04 | The Nielsen Company (Us), Llc | Methods and apparatus to identify affinity between segment attributes and product characteristics |
| JP6408451B2 (ja) * | 2015-05-21 | 2018-10-17 | 株式会社日立製作所 | エネルギー需要予測システム及びエネルギー需要予測方法 |
| US9960637B2 (en) * | 2015-07-04 | 2018-05-01 | Sunverge Energy, Inc. | Renewable energy integrated storage and generation systems, apparatus, and methods with cloud distributed energy management services |
| CN113473187B (zh) * | 2015-07-24 | 2023-10-10 | 安普视频有限公司 | 广告投放的跨屏优化 |
| US10116796B2 (en) * | 2015-10-09 | 2018-10-30 | Ooma, Inc. | Real-time communications-based internet advertising |
| US10387787B1 (en) * | 2015-10-28 | 2019-08-20 | Intuit Inc. | Method and system for providing personalized user experiences to software system users |
| US10559044B2 (en) * | 2015-11-20 | 2020-02-11 | Opower, Inc. | Identification of peak days |
| EP4123559A1 (en) | 2015-12-18 | 2023-01-25 | C3.ai, Inc. | Predictive segmentation of energy customers |
-
2016
- 2016-12-15 EP EP22195308.6A patent/EP4123559A1/en active Pending
- 2016-12-15 CN CN202210473492.0A patent/CN115082102B/zh active Active
- 2016-12-15 EP EP16876709.3A patent/EP3391323A4/en active Pending
- 2016-12-15 CN CN201680074515.3A patent/CN108401459B/zh active Active
- 2016-12-15 WO PCT/US2016/067002 patent/WO2017106544A1/en not_active Ceased
- 2016-12-15 JP JP2018531227A patent/JP6876048B2/ja active Active
- 2016-12-15 CA CA3005942A patent/CA3005942A1/en active Pending
- 2016-12-15 US US15/380,768 patent/US10872386B2/en active Active
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2020
- 2020-11-17 US US16/950,564 patent/US11823291B2/en active Active
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2021
- 2021-04-23 JP JP2021073240A patent/JP7065231B2/ja active Active
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2022
- 2022-04-25 JP JP2022071562A patent/JP2022101662A/ja not_active Withdrawn
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2023
- 2023-10-23 US US18/492,765 patent/US20240078618A1/en active Pending
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2024
- 2024-11-01 JP JP2024192780A patent/JP7884577B2/ja active Active
Patent Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1316078A (zh) * | 1998-07-07 | 2001-10-03 | 恩塞普股份有限公司 | Tic∶利用按保留隐私方式提供针对性内容的消费者属性分级模型,基于在线报告用户端解释的电子内容定制 |
Also Published As
| Publication number | Publication date |
|---|---|
| JP2022101662A (ja) | 2022-07-06 |
| JP2025013452A (ja) | 2025-01-24 |
| EP3391323A1 (en) | 2018-10-24 |
| CN115082102A (zh) | 2022-09-20 |
| US20170178256A1 (en) | 2017-06-22 |
| EP3391323A4 (en) | 2019-06-05 |
| US20220108407A1 (en) | 2022-04-07 |
| JP2018537790A (ja) | 2018-12-20 |
| CN108401459B (zh) | 2022-05-17 |
| JP7884577B2 (ja) | 2026-07-03 |
| JP2021108216A (ja) | 2021-07-29 |
| EP4123559A1 (en) | 2023-01-25 |
| CA3005942A1 (en) | 2017-06-22 |
| US10872386B2 (en) | 2020-12-22 |
| JP7065231B2 (ja) | 2022-05-11 |
| US20240078618A1 (en) | 2024-03-07 |
| US11823291B2 (en) | 2023-11-21 |
| CN108401459A (zh) | 2018-08-14 |
| WO2017106544A1 (en) | 2017-06-22 |
| JP6876048B2 (ja) | 2021-05-26 |
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