基于半監(jiān)督譜聚類(lèi)的最優(yōu)主動(dòng)解列斷面搜索
發(fā)布時(shí)間:2018-03-06 08:31
本文選題:主動(dòng)解列 切入點(diǎn):NP難題 出處:《電網(wǎng)技術(shù)》2015年01期 論文類(lèi)型:期刊論文
【摘要】:主動(dòng)解列最優(yōu)斷面搜索是依據(jù)廣域測(cè)量信息,在大電網(wǎng)遭受大擾動(dòng)失步崩潰之前,依據(jù)實(shí)時(shí)工況和運(yùn)行方式,快速準(zhǔn)確求取電力孤島劃分的緊急策略。然而,在實(shí)際大系統(tǒng)的求解中,計(jì)算復(fù)雜度呈幾何指數(shù)增長(zhǎng),是一個(gè)NP難題。提出了一種半監(jiān)督譜聚類(lèi)算法,首先采用最小復(fù)合有功潮流沖擊的目標(biāo)函數(shù)和機(jī)組同調(diào)/分離等相關(guān)約束構(gòu)建詳細(xì)解列斷面搜索模型,然后將最優(yōu)斷面搜索的優(yōu)化求解過(guò)程,映射為約束譜聚類(lèi)對(duì)靜態(tài)圖分割的松弛解求取過(guò)程,最后通過(guò)改進(jìn)的PAM聚類(lèi)算法選擇最優(yōu)主動(dòng)解列斷面。上述過(guò)程,在不丟失全網(wǎng)信息前提下,降低了時(shí)間復(fù)雜度,IEEE 118標(biāo)準(zhǔn)算例和四川電網(wǎng)實(shí)際系統(tǒng)的仿真驗(yàn)證,證明了該算法的正確性、有效性和快速性。
[Abstract]:The optimal cross-section search for active decoupling is based on wide-area measurement information, and the emergency strategy of power island division is obtained quickly and accurately according to real-time working conditions and operation mode before large power grid suffers from large disturbance and collapse. In the real large-scale system, the computational complexity increases exponentially, which is a NP problem. A semi-supervised spectral clustering algorithm is proposed. Firstly, using the objective function of the minimum complex active power flow impact and the related constraints such as unit homology / separation, the detailed dissolving section search model is constructed, and then the optimization process of the optimal section search is put forward. The mapping is the relaxed solution of static graph segmentation by constrained spectral clustering. Finally, the optimal active disassembly section is selected by the improved PAM clustering algorithm. The time complexity of IEEE 118 standard is reduced and the simulation results of Sichuan power system are given. The correctness, validity and rapidity of the proposed algorithm are proved.
【作者單位】: 武漢大學(xué)電氣工程學(xué)院;淮安供電公司;國(guó)電南瑞科技股份有限公司;
【基金】:中央高校基本科研業(yè)務(wù)費(fèi)專(zhuān)項(xiàng)資金資助 博士后科學(xué)基金(2014M552080)~~
【分類(lèi)號(hào)】:TM73
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