Distributed model predictive control for energy management in a network of microgrids using the dual decomposition method

Razzanelli Matteo; Crisostomi Emanuele; Pallottino Lucia; Pannocchia Gabriele

摘要

Summary >This paper deals with the application of model predictive control (MPC) to optimize power flows in a network of interconnected microgrids (MGs). More specifically, a distributed MPC (DMPC) approach is used to compute for each MG how much active power should be exchanged with other MGs and with the outer power grid. Due to the presence of coupled variables, the DMPC approach must be used in a suitable way to guarantee the feasibility of the consensus procedure among the MGs. For this purpose, we adopt a tailored dual decomposition method that allows us to reach a feasible solution while guaranteeing the privacy of single MGs (ie, without having to share private information like the amount of generated energy or locally consumed energy). Simulation results demonstrate the features of the proposed cooperative control strategy and the obtained benefits with respect to other classical centralized control methods. </abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> <div class="translation abstracttxt"> <span class="zhankaihshouqi fivelineshidden" id="abstract"> <span>机译：</span><Abstract Type =“main”XML：Lang =“en”XML：ID =“OCA2504-ABS-AB-0001”> <标题类型=“main”>摘要</ title> 本文涉及模型预测控制（MPC）的应用，以优化互联的微电网网络中的功率流量（MGS）。更具体地，分布式MPC（DMPC）方法用于计算每个MG的每个MG应与其他MGS和外部电网交换多少有效功率。由于存在耦合变量，DMPC方法必须以合适的方式使用，以保证MGS之间共识程序的可行性。为此目的，我们采用定制的双分解方法，使我们能够达到可行的解决方案，同时保证单一MGS的隐私（即，不必共享像产生的能量或本地消耗的能量等私人信息）。仿真结果展示了所提出的合作控制策略的特征和对其他经典集中控制方法的获得益处。</ p> </摘要> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> </div> <div class="record"> <h2 class="all_title" id="enpatent33" >著录项</h2> <ul> <li> <span class="lefttit">来源</span> <div style="width: 86%;vertical-align: text-top;display: inline-block;"> <a href='/journal-foreign-27675/'>《Optimal Control Applications and Methods》</a> <b style="margin: 0 2px;">|</b><span>2020年第1期</span><b style="margin: 0 2px;">|</b><span>共17页</span> </div> </li> <li> <div class="author"> <span class="lefttit">作者</span> <p id="fAuthorthree" class="threelineshidden zhankaihshouqi"> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Razzanelli Matteo&option=202" target="_blank" rel="nofollow">Razzanelli Matteo;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Crisostomi Emanuele&option=202" target="_blank" rel="nofollow">Crisostomi Emanuele;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Pallottino Lucia&option=202" target="_blank" rel="nofollow">Pallottino Lucia;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Pannocchia Gabriele&option=202" target="_blank" rel="nofollow">Pannocchia Gabriele;</a> </p> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zkzz" style="display: none;">展开▼</span> </div> </li> <li> <div style="display: flex;"> <span class="lefttit">作者单位</span> <div style="position: relative;margin-left: 3px;max-width: 639px;"> <div class="threelineshidden zhankaihshouqi" id="fOrgthree"> <p>Dipartimento di Ingegneria dell'InformazioneUniversity of PisaPisa Italy;</p> <p>Dipartimento di Ingegneria dell'Energia dei Sistemi del Territorio e delle CostruzioniUniversity of PisaPisa Italy;</p> <p>Dipartimento di Ingegneria dell'InformazioneUniversity of PisaPisa Italy;</p> <p>Dipartimento di Ingegneria Civile e IndustrialeUniversity of PisaPisa Italy;</p> </div> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zhdw" style="display: none;">展开▼</span> </div> </div> </li> <li > <span class="lefttit">收录信息</span> <span style="width: 86%;vertical-align: text-top;display: inline-block;"></span> </li> <li> <span class="lefttit">原文格式</span> <span>PDF</span> </li> <li> <span class="lefttit">正文语种</span> <span>eng</span> </li> <li> <span class="lefttit">中图分类</span> <span><a href="https://www.zhangqiaokeyan.com/clc/1147.html" title="应用数学">应用数学;</a></span> </li> <li class="antistop"> <span class="lefttit">关键词</span> <p style="width: 86%;vertical-align: text-top;"> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=distributed systems&option=203" rel="nofollow">distributed systems;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=dual decomposition&option=203" rel="nofollow">dual decomposition;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=microgrids&option=203" rel="nofollow">microgrids;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=model predictive control&option=203" rel="nofollow">model predictive control;</a> </p> <div class="translation"> 机译：分布式系统;双重分解;微电网;模型预测控制; </div> </li> </ul> </div> </div> <div class="literature cardcommon"> <div 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