CN109523087B - 基于深度学习的电动汽车快充站储能监测系统及其方法 - Google Patents
基于深度学习的电动汽车快充站储能监测系统及其方法 Download PDFInfo
- Publication number
- CN109523087B CN109523087B CN201811436843.0A CN201811436843A CN109523087B CN 109523087 B CN109523087 B CN 109523087B CN 201811436843 A CN201811436843 A CN 201811436843A CN 109523087 B CN109523087 B CN 109523087B
- Authority
- CN
- China
- Prior art keywords
- energy storage
- data
- load
- charging
- charging station
- 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
Links
- 238000004146 energy storage Methods 0.000 title claims abstract description 151
- 238000012544 monitoring process Methods 0.000 title claims abstract description 42
- 238000000034 method Methods 0.000 title claims abstract description 40
- 238000013135 deep learning Methods 0.000 title claims abstract description 18
- 238000004364 calculation method Methods 0.000 claims abstract description 21
- 238000012545 processing Methods 0.000 claims abstract description 15
- 230000008569 process Effects 0.000 claims abstract description 5
- 238000012549 training Methods 0.000 claims description 52
- 238000007599 discharging Methods 0.000 claims description 11
- 230000006399 behavior Effects 0.000 claims description 10
- 238000004891 communication Methods 0.000 claims description 10
- 238000007405 data analysis Methods 0.000 claims description 9
- 230000003993 interaction Effects 0.000 claims description 6
- 230000006870 function Effects 0.000 claims description 5
- 238000004458 analytical method Methods 0.000 claims description 4
- 230000008859 change Effects 0.000 claims description 3
- 238000003066 decision tree Methods 0.000 claims description 3
- 239000002356 single layer Substances 0.000 claims description 3
- 238000012935 Averaging Methods 0.000 claims description 2
- 238000012216 screening Methods 0.000 claims description 2
- 238000012163 sequencing technique Methods 0.000 claims description 2
- 241001123248 Arma Species 0.000 claims 2
- 238000011156 evaluation Methods 0.000 abstract description 3
- 238000013500 data storage Methods 0.000 description 7
- 230000008901 benefit Effects 0.000 description 5
- 238000011161 development Methods 0.000 description 4
- 230000005611 electricity Effects 0.000 description 4
- 238000005516 engineering process Methods 0.000 description 4
- 238000007726 management method Methods 0.000 description 4
- 238000010248 power generation Methods 0.000 description 4
- 238000012986 modification Methods 0.000 description 3
- 230000004048 modification Effects 0.000 description 3
- 238000005457 optimization Methods 0.000 description 3
- 230000002452 interceptive effect Effects 0.000 description 2
- 241001672018 Cercomela melanura Species 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 229910052799 carbon Inorganic materials 0.000 description 1
- 230000002354 daily effect Effects 0.000 description 1
- 238000013480 data collection Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000003203 everyday effect Effects 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 238000011158 quantitative evaluation Methods 0.000 description 1
- 238000012827 research and development Methods 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
- G06Q10/06315—Needs-based resource requirements planning or analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E40/00—Technologies for an efficient electrical power generation, transmission or distribution
- Y02E40/70—Smart grids as climate change mitigation technology in the energy generation sector
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S10/00—Systems supporting electrical power generation, transmission or distribution
- Y04S10/50—Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications
Landscapes
- Business, Economics & Management (AREA)
- Human Resources & Organizations (AREA)
- Engineering & Computer Science (AREA)
- Economics (AREA)
- Strategic Management (AREA)
- Tourism & Hospitality (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Marketing (AREA)
- Entrepreneurship & Innovation (AREA)
- General Business, Economics & Management (AREA)
- Operations Research (AREA)
- Development Economics (AREA)
- Quality & Reliability (AREA)
- Game Theory and Decision Science (AREA)
- Health & Medical Sciences (AREA)
- Educational Administration (AREA)
- Public Health (AREA)
- Water Supply & Treatment (AREA)
- General Health & Medical Sciences (AREA)
- Primary Health Care (AREA)
- Charge And Discharge Circuits For Batteries Or The Like (AREA)
- Remote Monitoring And Control Of Power-Distribution Networks (AREA)
Abstract
Description
Claims (10)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811436843.0A CN109523087B (zh) | 2018-11-28 | 2018-11-28 | 基于深度学习的电动汽车快充站储能监测系统及其方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811436843.0A CN109523087B (zh) | 2018-11-28 | 2018-11-28 | 基于深度学习的电动汽车快充站储能监测系统及其方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN109523087A CN109523087A (zh) | 2019-03-26 |
CN109523087B true CN109523087B (zh) | 2020-09-25 |
Family
ID=65794777
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201811436843.0A Active CN109523087B (zh) | 2018-11-28 | 2018-11-28 | 基于深度学习的电动汽车快充站储能监测系统及其方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN109523087B (zh) |
Families Citing this family (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110126666B (zh) * | 2019-04-19 | 2022-06-21 | 武汉新能源汽车工业技术研究院有限公司 | 一种基于云平台的充电站群控系统及控制方法 |
CN110414750B (zh) * | 2019-08-28 | 2022-04-05 | 哈尔滨工程大学 | 一种基于深度增强学习的电动汽车实时充电站选择方法 |
CN110649641B (zh) * | 2019-09-29 | 2021-03-16 | 国网山东省电力公司德州供电公司 | 基于源网荷储协同服务的电动汽车快充站储能系统及其方法 |
CN110927486B (zh) * | 2019-11-19 | 2022-05-13 | 山东鲁软数字科技有限公司智慧能源分公司 | 电动汽车无线充电互操作性测试系统及其方法 |
CN112693342B (zh) * | 2020-12-31 | 2024-06-07 | 博格华纳新能源(襄阳)有限公司 | 一种基于人工智能的电动汽车自助充电装置 |
CN112874369B (zh) * | 2021-01-12 | 2022-08-05 | 上海追日电气有限公司 | 一种充电管理系统的充电与供能优化方法及装置 |
CN112819203B (zh) * | 2021-01-12 | 2022-12-20 | 湖北追日新能源技术有限公司 | 一种基于深度学习的充电管理系统及方法 |
CN113561829A (zh) * | 2021-06-30 | 2021-10-29 | 福建时代星云科技有限公司 | 一种基于机器学习的储充站控制方法及终端 |
CN114633663A (zh) * | 2022-05-20 | 2022-06-17 | 深圳市奥盛新能源有限公司 | 基于云端数据管理的集成动力电池充电管理系统 |
CN114865629A (zh) * | 2022-07-05 | 2022-08-05 | 北京东润环能科技股份有限公司 | 用于新能源全额消纳调度的支持系统 |
CN116317034A (zh) * | 2023-05-19 | 2023-06-23 | 深圳市美矽微半导体有限公司 | 一种充电芯片中的充电控制系统 |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105117805A (zh) * | 2015-09-15 | 2015-12-02 | 武汉大学 | 一种利用电动汽车的虚拟发电厂优化调度方法及系统 |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP5615090B2 (ja) * | 2010-08-20 | 2014-10-29 | 三菱重工業株式会社 | 管理装置、管理方法、コンピュータプログラム、車載器及び通信方法 |
CN102324752B (zh) * | 2011-06-17 | 2013-11-13 | 辽宁省电力有限公司 | 结合风力发电的纯电动汽车有序充放电协调控制系统 |
US20150032516A1 (en) * | 2013-07-24 | 2015-01-29 | International Business Machines Corporation | Managing electric vehicle (ev) charging station usage |
CN107590607A (zh) * | 2017-09-19 | 2018-01-16 | 合肥工业大学 | 一种基于光伏预测的微电网优化调度系统和方法 |
CN108899933A (zh) * | 2018-08-06 | 2018-11-27 | 国网山东省电力公司德州供电公司 | 光储系统在电动汽车快充站的模块化系统及部署方法 |
-
2018
- 2018-11-28 CN CN201811436843.0A patent/CN109523087B/zh active Active
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105117805A (zh) * | 2015-09-15 | 2015-12-02 | 武汉大学 | 一种利用电动汽车的虚拟发电厂优化调度方法及系统 |
Also Published As
Publication number | Publication date |
---|---|
CN109523087A (zh) | 2019-03-26 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN109523087B (zh) | 基于深度学习的电动汽车快充站储能监测系统及其方法 | |
CN110649641B (zh) | 基于源网荷储协同服务的电动汽车快充站储能系统及其方法 | |
CN112874369B (zh) | 一种充电管理系统的充电与供能优化方法及装置 | |
Venkitaraman et al. | Hybrid deep learning mechanism for charging control and management of Electric Vehicles | |
Zhang et al. | A multi-agent based integrated volt-var optimization engine for fast vehicle-to-grid reactive power dispatch and electric vehicle coordination | |
CN109398149A (zh) | 基于分布式能源应用的智能电动汽车充放电系统及其运行控制方法 | |
EP3611675A1 (en) | Method and device for determining a configuration for deployment of a public transportation system | |
CN103337890A (zh) | 一种电动出租车充电站有序充电系统及方法 | |
CN108448567B (zh) | 一种电动汽车代理商参与能量和调频市场的智能控制系统 | |
CN112670999B (zh) | 一种基于用户侧灵活资源的低压配电网实时电压控制方法 | |
CN114036451A (zh) | 一种并网式光储充装置的储能控制方法及系统 | |
CN113452055B (zh) | 一种电网调峰调频方法、系统及电动汽车充放电调度系统 | |
CN112819203B (zh) | 一种基于深度学习的充电管理系统及方法 | |
CN114368315A (zh) | 无人换电站的电池转移路径算法 | |
CN111160384B (zh) | 一种移动储能车调度优化方法、系统及装置 | |
CN113765099A (zh) | 一种基于物联网的智能调度系统及其负荷调度方法 | |
CN105244966A (zh) | 基于量化工作统计方法的电动汽车智能充电系统及方法 | |
CN117458477A (zh) | 考虑分群优化模式下负荷聚合商参与的电动汽车调度方法 | |
CN117035357A (zh) | 一种电动出租车队在能源-交通中的充放电调度方法 | |
CN111361443A (zh) | 光伏充电站充电控制方法及装置 | |
CN116054286A (zh) | 一种考虑多元弹性资源的居民台区容量优化配置方法 | |
CN114862263A (zh) | 一种提高可再生能源消纳的多区域物流车队配送管理方法 | |
CN114723278A (zh) | 一种考虑光伏储能的社区微电网调度方法及系统 | |
CN114640133A (zh) | 一种基于实时信息的城市电网电动汽车协同调控方法及系统 | |
Jain et al. | A data driven approach for scheduling the charging of electric vehicles |
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 | ||
CB02 | Change of applicant information | ||
CB02 | Change of applicant information |
Address after: 253043 No. 41 Dongfeng East Road, Decheng District, Shandong, Dezhou Applicant after: Dezhou Power Supply Company of State Grid Shandong Province Electric Power Company Applicant after: National Network Intelligent Technology Co., Ltd. Applicant after: State Grid Corporation of China Address before: 253043 No. 41 Dongfeng East Road, Decheng District, Shandong, Dezhou Applicant before: Dezhou Power Supply Company of State Grid Shandong Province Electric Power Company Applicant before: Shandong Luneng Intelligent Technology Co., Ltd. Applicant before: State Grid Corporation of China |
|
GR01 | Patent grant | ||
GR01 | Patent grant | ||
TR01 | Transfer of patent right | ||
TR01 | Transfer of patent right |
Effective date of registration: 20210225 Address after: 253000 41 Dongfeng East Road, Decheng District, Dezhou City, Shandong Province Patentee after: DEZHOU POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER Co. Patentee after: Shandong Luneng Software Technology Co.,Ltd. intelligent electrical branch Patentee after: STATE GRID CORPORATION OF CHINA Address before: 253043 No.41 Dongfeng East Road, Decheng District, Dezhou City, Shandong Province Patentee before: DEZHOU POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER Co. Patentee before: National Network Intelligent Technology Co.,Ltd. Patentee before: STATE GRID CORPORATION OF CHINA |
|
CP01 | Change in the name or title of a patent holder | ||
CP01 | Change in the name or title of a patent holder |
Address after: 253000 41 Dongfeng East Road, Decheng District, Dezhou City, Shandong Province Patentee after: DEZHOU POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER Co. Patentee after: Shandong luruan Digital Technology Co.,Ltd. smart energy branch Patentee after: STATE GRID CORPORATION OF CHINA Address before: 253000 41 Dongfeng East Road, Decheng District, Dezhou City, Shandong Province Patentee before: DEZHOU POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER Co. Patentee before: Shandong Luneng Software Technology Co.,Ltd. intelligent electrical branch Patentee before: STATE GRID CORPORATION OF CHINA |