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题名: Research on Time-Sharing ZIP Load Modeling Based on Linear BP Network
作者: Wang KK(王侃侃) ; Huang HX(黄海新) ; Zang CZ(臧传治)
作者部门: 工业控制网络与系统研究室
会议名称: 2013 5th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC)
会议日期: August 26-27, 2013
会议地点: Hangzhou, China
会议录: 2013 5th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC)
会议录出版者: IEEE
会议录出版地: NEW YORK
出版日期: 2013
页码: 37-41
收录类别: EI
ISBN号: 978-0-7695-5011-4
关键词: ZIP load model ; time-sharing modeling ; all-day modeling ; Linear-BP network ; parameters identification
摘要: Classic load model is conservative and inaccurate by only considering constant power load model, but actual situation can be described more precisely by using ZIP load model. The different load rate based on ZIP load model has a serious impact on static voltage stability. Due to the timevarying load rate, time-sharing modeling, which is identified for every 20 minutes in a day, can describe the variation of different load rate for the whole day more accurate than allday modeling, which is identified once by using all data in a day. In this paper, all-day ZIP load model and time-sharing ZIP load model are established respectively in order to justify the effectiveness of time-sharing ZIP load modeling. By using Linear-BP network, the model parameters can be identified more easily and precisely. A case study is performed by using data from Dalian University of Technology. The results verify that this network is more suitable to ZIP model parameters identification.
产权排序: 1
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/13884
Appears in Collections:工业控制网络与系统研究室_会议论文

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