《電子技術(shù)應(yīng)用》
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基于最小割劃分的數(shù)模混合仿真系統(tǒng)通信性能優(yōu)化方法
2022年電子技術(shù)應(yīng)用第1期
李億淵1,,穆 清2,,薛 巍1
1.清華大學(xué) 計(jì)算機(jī)科學(xué)與技術(shù)系,,北京100084;2.中國(guó)電力科學(xué)研究院,,北京100192
摘要: 數(shù)模混合仿真是理解真實(shí)電網(wǎng)運(yùn)行情況,,支撐電網(wǎng)安全保障的重要手段。復(fù)雜的電網(wǎng)拓?fù)渑c硬實(shí)時(shí)的仿真需求對(duì)其計(jì)算性能提出了很高的要求,。目前數(shù)模混合仿真多采用并行計(jì)算技術(shù)提高計(jì)算性能。隨著處理器和集群技術(shù)的發(fā)展,,異構(gòu)集群系統(tǒng)逐漸成為高性能計(jì)算系統(tǒng)的主要構(gòu)建方式。針對(duì)多層次的系統(tǒng)架構(gòu),,已有的電網(wǎng)劃分方式無(wú)法充分利用集群計(jì)算能力。如何應(yīng)對(duì)多層次核間通信延遲變化問(wèn)題,,及引入設(shè)備交互導(dǎo)致的節(jié)點(diǎn)資源不對(duì)稱(chēng)問(wèn)題是數(shù)?;旌戏抡嫒蝿?wù)劃分與映射的新挑戰(zhàn)。針對(duì)中國(guó)電力科學(xué)研究院自研電磁暫態(tài)仿真系統(tǒng)ADPSS,,基于最小割劃分設(shè)計(jì)了兩階段的電網(wǎng)劃分與進(jìn)程映射一體化優(yōu)化算法,在計(jì)算負(fù)載均衡和最小化通信上取得更好的平衡,,進(jìn)一步降低了電磁暫態(tài)仿真的通信時(shí)間。同時(shí),,該算法有效解決了集群節(jié)點(diǎn)資源不對(duì)稱(chēng)情況下的任務(wù)優(yōu)化映射問(wèn)題。通過(guò)在西北和華東真實(shí)電網(wǎng)算例上的模擬測(cè)試,,所提出算法較ADPSS默認(rèn)劃分與映射算法取得了平均40%和50%的通信性能提升,平均10%和12%的總體計(jì)算性能提升,。
中圖分類(lèi)號(hào): TP391
文獻(xiàn)標(biāo)識(shí)碼: A
DOI:10.16157/j.issn.0258-7998.212436
中文引用格式: 李億淵,,穆清,薛巍. 基于最小割劃分的數(shù)?;旌戏抡嫦到y(tǒng)通信性能優(yōu)化方法[J].電子技術(shù)應(yīng)用,,2022,48(1):2-11.
英文引用格式: Li Yiyuan,,Mu Qing,,Xue Wei. Communication optimization method of digital-analog hybrid simulation system based on min-cut partition[J]. Application of Electronic Technique,,2022,48(1):2-11.
Communication optimization method of digital-analog hybrid simulation system based on min-cut partition
Li Yiyuan1,,Mu Qing2,Xue Wei1
1.Department of Computer Science and Technology,,Tsinghua University,,Beijing 100084,,China; 2.China Electric Power Research Institute,,Beijing 100192,China
Abstract: Digital-analog hybrid simulation is essential for understanding the real power grid and supporting power grid security. Complex power network topology and hard real-time simulation put forward high requirements for computing performance. At present, digital-analog hybrid simulation mainly uses parallel computing technology to improve computing performance. With the development of processor and cluster technology, heterogeneous cluster systems have gradually become the primary construction method of high-performance computing systems. For the multi-level system architecture, the existing power grid division methods can not fully use the cluster computing power. Dealing with the high latency of cross-layer communication and the unequal number of available processor cores on each computing node due to heterogeneous acceleration equipment is the main challenge of the partitioning and mapping algorithm. Aiming at the electromagnetic transient simulation system ADPSS developed by China Electric Power Research Institute, this paper designs a two-stage integrated optimization algorithm of power grid division and process mapping, which achieves a better load balance and minimizing communication, and further reduces the calculation time of the electromagnetic transient simulation. The algorithm is based on the min-cut partition and effectively solves the optimal mapping of sub-networks of unequal sizes on heterogeneous cluster systems. The simulation test was realized on the real power grid in Northwest and East China, compared with the ADPSS default partition and mapping algorithm, the proposed algorithm achieves an average communication performance improvement of 40% and 50% and an average overall computing performance improvement of 10% and 12%.
Key words : digital-analog hybrid simulation;graph partition,;min-cut;process mapping,;heterogeneous cluster system

0 引言

    近年來(lái)我國(guó)經(jīng)濟(jì)不斷發(fā)展,社會(huì)對(duì)能源的需求不斷上升,,電力的消耗也隨之上升。我國(guó)電網(wǎng)的特高壓工程持續(xù)投運(yùn)以滿足日益增長(zhǎng)的用電負(fù)荷需求,。電力系統(tǒng)整體規(guī)模的擴(kuò)大也給整個(gè)系統(tǒng)的穩(wěn)定和可靠運(yùn)行帶來(lái)了更高的安全風(fēng)險(xiǎn)。

    電力系統(tǒng)仿真是分析電網(wǎng)特征,、分析電網(wǎng)穩(wěn)定性最重要的量化手段。電力系統(tǒng)仿真分為穩(wěn)態(tài)仿真和動(dòng)態(tài)仿真兩類(lèi),。動(dòng)態(tài)仿真更關(guān)注電力系統(tǒng)的動(dòng)態(tài)變化行為,主要包括機(jī)電暫態(tài)和電磁暫態(tài)兩種,。電磁暫態(tài)仿真建模更加精細(xì),,是動(dòng)態(tài)安全評(píng)估的重要工具。通過(guò)電磁暫態(tài)仿真,,研究人員能更好地理解電網(wǎng)在實(shí)際運(yùn)行中的工作狀態(tài)及其變化,從而在運(yùn)行中有效調(diào)整控制方案,,確保電力系統(tǒng)的安全、穩(wěn)定運(yùn)行,。

    電磁暫態(tài)是指電磁從一個(gè)穩(wěn)定狀態(tài)到另一個(gè)穩(wěn)定狀態(tài)中所經(jīng)歷的過(guò)程。在電力系統(tǒng)運(yùn)行過(guò)程中,,通常由于電子元件的開(kāi)關(guān)切換、偶發(fā)的交直流故障以及雷擊等干擾,,造成電磁暫態(tài)過(guò)程的快速變化[1]。模擬電磁暫態(tài)現(xiàn)象一般通過(guò)電力系統(tǒng)的時(shí)域建模來(lái)完成,。其目標(biāo)是求出系統(tǒng)中各個(gè)時(shí)刻所有節(jié)點(diǎn)的電壓值和電流值,,核心算法是將連續(xù)的微分系統(tǒng)離散化,并使用迭代法隱式求解,。仿真步長(zhǎng)代表離散時(shí)間點(diǎn)間隔,步長(zhǎng)越短就能模擬更高頻的電網(wǎng)行為,,故步長(zhǎng)大小是衡量電磁暫態(tài)仿真系統(tǒng)質(zhì)量的重要指標(biāo)。




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作者信息:

李億淵1,,穆  清2,,薛  巍1

(1.清華大學(xué) 計(jì)算機(jī)科學(xué)與技術(shù)系,,北京100084,;2.中國(guó)電力科學(xué)研究院,北京100192)




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