Analysis of customers' electricity consumption behavior for peak load shifting
In order to implement well-directed peak load shifting for massive customers,a method for analyzing massive customers' electricity consumption behavior for peak load shifting was proposed.Firstly,clustering algorithm was used to cluster daily load curves of the main power grid in the previous y...
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2017-05-01
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| Series: | Dianxin kexue |
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| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000−0801.2017067/ |
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| _version_ | 1841530126712438784 |
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| author | Bingxin WANG Yan HOU Hongwang FANG Yuze CHEN Jian LIU |
| author_facet | Bingxin WANG Yan HOU Hongwang FANG Yuze CHEN Jian LIU |
| author_sort | Bingxin WANG |
| collection | DOAJ |
| description | In order to implement well-directed peak load shifting for massive customers,a method for analyzing massive customers' electricity consumption behavior for peak load shifting was proposed.Firstly,clustering algorithm was used to cluster daily load curves of the main power grid in the previous year and get load characteristics in different dates.Then the load curves of all customers under every date cluster were clustered,the peak load shifting method was derived by comparing the load characteristics of the main power grid and customers.Finally,the peak load shifting method in a future day was given by date matching between the future day with a historical day using dynamic time warping (DTW).Empirical study shows that the method is conductive to peak-valley electricity pricing and orderly electricity consump-tion and can further achieve peak load shifting and stable operation of the main power grid. |
| format | Article |
| id | doaj-art-4f1595d3a4544f9b86d7b9bbea3d3194 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2017-05-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-4f1595d3a4544f9b86d7b9bbea3d31942025-01-15T03:12:58ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012017-05-013316417059602555Analysis of customers' electricity consumption behavior for peak load shiftingBingxin WANGYan HOUHongwang FANGYuze CHENJian LIUIn order to implement well-directed peak load shifting for massive customers,a method for analyzing massive customers' electricity consumption behavior for peak load shifting was proposed.Firstly,clustering algorithm was used to cluster daily load curves of the main power grid in the previous year and get load characteristics in different dates.Then the load curves of all customers under every date cluster were clustered,the peak load shifting method was derived by comparing the load characteristics of the main power grid and customers.Finally,the peak load shifting method in a future day was given by date matching between the future day with a historical day using dynamic time warping (DTW).Empirical study shows that the method is conductive to peak-valley electricity pricing and orderly electricity consump-tion and can further achieve peak load shifting and stable operation of the main power grid.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000−0801.2017067/electricity consumption behavior analysispeak load shiftingclustering analysisdynamic time warping |
| spellingShingle | Bingxin WANG Yan HOU Hongwang FANG Yuze CHEN Jian LIU Analysis of customers' electricity consumption behavior for peak load shifting Dianxin kexue electricity consumption behavior analysis peak load shifting clustering analysis dynamic time warping |
| title | Analysis of customers' electricity consumption behavior for peak load shifting |
| title_full | Analysis of customers' electricity consumption behavior for peak load shifting |
| title_fullStr | Analysis of customers' electricity consumption behavior for peak load shifting |
| title_full_unstemmed | Analysis of customers' electricity consumption behavior for peak load shifting |
| title_short | Analysis of customers' electricity consumption behavior for peak load shifting |
| title_sort | analysis of customers electricity consumption behavior for peak load shifting |
| topic | electricity consumption behavior analysis peak load shifting clustering analysis dynamic time warping |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000−0801.2017067/ |
| work_keys_str_mv | AT bingxinwang analysisofcustomerselectricityconsumptionbehaviorforpeakloadshifting AT yanhou analysisofcustomerselectricityconsumptionbehaviorforpeakloadshifting AT hongwangfang analysisofcustomerselectricityconsumptionbehaviorforpeakloadshifting AT yuzechen analysisofcustomerselectricityconsumptionbehaviorforpeakloadshifting AT jianliu analysisofcustomerselectricityconsumptionbehaviorforpeakloadshifting |