Vehicle charging load prediction method and device, electronic equipment and storage medium
The invention discloses a vehicle charging load prediction method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring original vehicle charging load data of a to-be-evaluated area; the original vehicle charging load data of the to-be-evaluated a...
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| creator | XU YUANTU YANG HAO PAN QIAN WANG WEIJIE PAN RONGBO ZHU DEQIANG RUAN CANHUA GUO JINGYU CHEN BOTAO HUANG RONGJIE ZHANG PEIPEI ZHAO WEN LI BINGKUN DONG FUDE XUE BOWEN LIANG JIANHUI ZHONG FENFANG HUA YAO |
| description | The invention discloses a vehicle charging load prediction method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring original vehicle charging load data of a to-be-evaluated area; the original vehicle charging load data of the to-be-evaluated area is input to a charging load data interpolation model to obtain repaired vehicle charging load data, and the charging load data interpolation model is obtained based on training of a generative adversarial network comprising a gating circulation unit; and inputting the repaired vehicle charging load data into a charging load data prediction model to obtain target vehicle charging load data. Through the above technical scheme, restoration and prediction of the vehicle charging load data are realized, and the accuracy of the vehicle charging load data is improved.
本发明公开了一种车辆充电负荷预测方法、装置、电子设备及存储介质。该方法包括：获取待评估区域的原始车辆充电负荷数据；将所述待评估区域的原始车辆充电负荷数据输入至充电负荷数据插补模型，得到修复车辆充电负荷数据，其中，所述充电负荷数据插补模型基于包含门控循环单元的生成对抗网络训练得到；将所述修复车辆充电负荷数 |
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本发明公开了一种车辆充电负荷预测方法、装置、电子设备及存储介质。该方法包括：获取待评估区域的原始车辆充电负荷数据；将所述待评估区域的原始车辆充电负荷数据输入至充电负荷数据插补模型，得到修复车辆充电负荷数据，其中，所述充电负荷数据插补模型基于包含门控循环单元的生成对抗网络训练得到；将所述修复车辆充电负荷数</description><language>chi ; eng</language><subject>CALCULATING ; CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTINGELECTRIC POWER ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER ; COUNTING ; ELECTRIC DIGITAL DATA PROCESSING ; ELECTRICITY ; GENERATION ; PHYSICS ; SYSTEMS FOR STORING ELECTRIC ENERGY</subject><creationdate>2023</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20231027&DB=EPODOC&CC=CN&NR=116960957A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25564,76547</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20231027&DB=EPODOC&CC=CN&NR=116960957A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>XU YUANTU</creatorcontrib><creatorcontrib>YANG HAO</creatorcontrib><creatorcontrib>PAN QIAN</creatorcontrib><creatorcontrib>WANG WEIJIE</creatorcontrib><creatorcontrib>PAN RONGBO</creatorcontrib><creatorcontrib>ZHU DEQIANG</creatorcontrib><creatorcontrib>RUAN CANHUA</creatorcontrib><creatorcontrib>GUO JINGYU</creatorcontrib><creatorcontrib>CHEN BOTAO</creatorcontrib><creatorcontrib>HUANG RONGJIE</creatorcontrib><creatorcontrib>ZHANG PEIPEI</creatorcontrib><creatorcontrib>ZHAO WEN</creatorcontrib><creatorcontrib>LI BINGKUN</creatorcontrib><creatorcontrib>DONG FUDE</creatorcontrib><creatorcontrib>XUE BOWEN</creatorcontrib><creatorcontrib>LIANG JIANHUI</creatorcontrib><creatorcontrib>ZHONG FENFANG</creatorcontrib><creatorcontrib>HUA YAO</creatorcontrib><title>Vehicle charging load prediction method and device, electronic equipment and storage medium</title><description>The invention discloses a vehicle charging load prediction method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring original vehicle charging load data of a to-be-evaluated area; the original vehicle charging load data of the to-be-evaluated area is input to a charging load data interpolation model to obtain repaired vehicle charging load data, and the charging load data interpolation model is obtained based on training of a generative adversarial network comprising a gating circulation unit; and inputting the repaired vehicle charging load data into a charging load data prediction model to obtain target vehicle charging load data. Through the above technical scheme, restoration and prediction of the vehicle charging load data are realized, and the accuracy of the vehicle charging load data is improved.
本发明公开了一种车辆充电负荷预测方法、装置、电子设备及存储介质。该方法包括：获取待评估区域的原始车辆充电负荷数据；将所述待评估区域的原始车辆充电负荷数据输入至充电负荷数据插补模型，得到修复车辆充电负荷数据，其中，所述充电负荷数据插补模型基于包含门控循环单元的生成对抗网络训练得到；将所述修复车辆充电负荷数</description><subject>CALCULATING</subject><subject>CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTINGELECTRIC POWER</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>CONVERSION OR DISTRIBUTION OF ELECTRIC POWER</subject><subject>COUNTING</subject><subject>ELECTRIC DIGITAL DATA PROCESSING</subject><subject>ELECTRICITY</subject><subject>GENERATION</subject><subject>PHYSICS</subject><subject>SYSTEMS FOR STORING ELECTRIC ENERGY</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2023</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNy70KwjAUhuEsDqLew3FXsIiVjlIUJydxcSjh5DM9kD_T1OtXxAtwepfnnar7Db2wA3Gvs5VgyUVtKGUY4SIxkEfpoyEdDBm8hLEiOHDJMQgTnqMkj1C-YCgxa4vPY2T0czV5aDdg8etMLU_Ha3teI8UOQ9KMgNK1l6qqm3rT7PaH7T_mDWgpO4c</recordid><startdate>20231027</startdate><enddate>20231027</enddate><creator>XU YUANTU</creator><creator>YANG HAO</creator><creator>PAN QIAN</creator><creator>WANG WEIJIE</creator><creator>PAN RONGBO</creator><creator>ZHU DEQIANG</creator><creator>RUAN CANHUA</creator><creator>GUO JINGYU</creator><creator>CHEN BOTAO</creator><creator>HUANG RONGJIE</creator><creator>ZHANG PEIPEI</creator><creator>ZHAO WEN</creator><creator>LI BINGKUN</creator><creator>DONG FUDE</creator><creator>XUE BOWEN</creator><creator>LIANG JIANHUI</creator><creator>ZHONG FENFANG</creator><creator>HUA YAO</creator><scope>EVB</scope></search><sort><creationdate>20231027</creationdate><title>Vehicle charging load prediction method and device, electronic equipment and storage medium</title><author>XU YUANTU ; YANG HAO ; PAN QIAN ; WANG WEIJIE ; PAN RONGBO ; ZHU DEQIANG ; RUAN CANHUA ; GUO JINGYU ; CHEN BOTAO ; HUANG RONGJIE ; ZHANG PEIPEI ; ZHAO WEN ; LI BINGKUN ; DONG FUDE ; XUE BOWEN ; LIANG JIANHUI ; ZHONG FENFANG ; HUA YAO</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN116960957A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2023</creationdate><topic>CALCULATING</topic><topic>CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTINGELECTRIC POWER</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>CONVERSION OR DISTRIBUTION OF ELECTRIC POWER</topic><topic>COUNTING</topic><topic>ELECTRIC DIGITAL DATA PROCESSING</topic><topic>ELECTRICITY</topic><topic>GENERATION</topic><topic>PHYSICS</topic><topic>SYSTEMS FOR STORING ELECTRIC ENERGY</topic><toplevel>online_resources</toplevel><creatorcontrib>XU YUANTU</creatorcontrib><creatorcontrib>YANG HAO</creatorcontrib><creatorcontrib>PAN QIAN</creatorcontrib><creatorcontrib>WANG WEIJIE</creatorcontrib><creatorcontrib>PAN RONGBO</creatorcontrib><creatorcontrib>ZHU DEQIANG</creatorcontrib><creatorcontrib>RUAN CANHUA</creatorcontrib><creatorcontrib>GUO JINGYU</creatorcontrib><creatorcontrib>CHEN BOTAO</creatorcontrib><creatorcontrib>HUANG RONGJIE</creatorcontrib><creatorcontrib>ZHANG PEIPEI</creatorcontrib><creatorcontrib>ZHAO WEN</creatorcontrib><creatorcontrib>LI BINGKUN</creatorcontrib><creatorcontrib>DONG FUDE</creatorcontrib><creatorcontrib>XUE BOWEN</creatorcontrib><creatorcontrib>LIANG JIANHUI</creatorcontrib><creatorcontrib>ZHONG FENFANG</creatorcontrib><creatorcontrib>HUA YAO</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>XU YUANTU</au><au>YANG HAO</au><au>PAN QIAN</au><au>WANG WEIJIE</au><au>PAN RONGBO</au><au>ZHU DEQIANG</au><au>RUAN CANHUA</au><au>GUO JINGYU</au><au>CHEN BOTAO</au><au>HUANG RONGJIE</au><au>ZHANG PEIPEI</au><au>ZHAO WEN</au><au>LI BINGKUN</au><au>DONG FUDE</au><au>XUE BOWEN</au><au>LIANG JIANHUI</au><au>ZHONG FENFANG</au><au>HUA YAO</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Vehicle charging load prediction method and device, electronic equipment and storage medium</title><date>2023-10-27</date><risdate>2023</risdate><abstract>The invention discloses a vehicle charging load prediction method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring original vehicle charging load data of a to-be-evaluated area; the original vehicle charging load data of the to-be-evaluated area is input to a charging load data interpolation model to obtain repaired vehicle charging load data, and the charging load data interpolation model is obtained based on training of a generative adversarial network comprising a gating circulation unit; and inputting the repaired vehicle charging load data into a charging load data prediction model to obtain target vehicle charging load data. Through the above technical scheme, restoration and prediction of the vehicle charging load data are realized, and the accuracy of the vehicle charging load data is improved.
本发明公开了一种车辆充电负荷预测方法、装置、电子设备及存储介质。该方法包括：获取待评估区域的原始车辆充电负荷数据；将所述待评估区域的原始车辆充电负荷数据输入至充电负荷数据插补模型，得到修复车辆充电负荷数据，其中，所述充电负荷数据插补模型基于包含门控循环单元的生成对抗网络训练得到；将所述修复车辆充电负荷数</abstract><oa>free_for_read</oa></addata></record> |
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| subjects | CALCULATING CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTINGELECTRIC POWER COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING CONVERSION OR DISTRIBUTION OF ELECTRIC POWER COUNTING ELECTRIC DIGITAL DATA PROCESSING ELECTRICITY GENERATION PHYSICS SYSTEMS FOR STORING ELECTRIC ENERGY |
| title | Vehicle charging load prediction method and device, electronic equipment and storage medium |
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