共享储能背景下微网运营商与用户聚合商的Stackelberg博弈模型优化及MATLAB实现,共享储能背景下微网运营商与用户聚合商的Stackelberg博弈模型优化及MATLAB实现,内容：提出共享储
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共享储能背景下微网运营商与用户聚合商的Stackelberg博弈模型优化及MATLAB实现,共享储能背景下微网运营商与用户聚合商的Stackelberg博弈模型优化及MATLAB实现,内容：提出共享储能背景下微网运营商与用户聚合商间的 Stackelberg 博弈模型，在 MATLAB 平台上进行算例仿真，通过 Yalmip 工具与 CPLEX 求解器进行建模与求解，利用启发式算法与求解器相结合的方法优化微网运营商与用户聚合商的策略。说明：完美复现，代码修改性强,共享储能;微网运营商;用户聚合商;Stackelberg博弈模型;MATLAB仿真;Yalmip工具;CPLEX求解器;启发式算法;策略优化,共享储能下的微网运营与用户聚合商策略优化：Stackelberg博弈模型与MATLAB仿真 <link href="/image.php?url=https://csdnimg.cn/release/download_crawler_static/css/base.min.css" rel="stylesheet"/><link href="/image.php?url=https://csdnimg.cn/release/download_crawler_static/css/fancy.min.css" rel="stylesheet"/><link href="/image.php?url=https://csdnimg.cn/release/download_crawler_static/90429204/2/raw.css" rel="stylesheet"/><div id="sidebar" style="display: none"><div id="outline"></div></div><div class="pf w0 h0" data-page-no="1" id="pf1"><div class="pc pc1 w0 h0"><img alt="" class="bi x0 y0 w1 h1" src="/image.php?url=https://csdnimg.cn/release/download_crawler_static/90429204/bg1.jpg"/><div class="t m0 x1 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">**<span class="ff2">共享储能时代下的微网运营新格局：</span>Stackelberg<span class="_ _0"> </span><span class="ff2">博弈模型探究</span>**</div><div class="t m0 x1 h2 y2 ff2 fs0 fc0 sc0 ls0 ws0">摘要<span class="_ _1"></span>：随<span class="_ _1"></span>着共<span class="_ _1"></span>享储<span class="_ _1"></span>能技<span class="_ _1"></span>术的<span class="_ _1"></span>快速<span class="_ _1"></span>发展<span class="_ _1"></span>，微<span class="_ _1"></span>网运<span class="_ _1"></span>营商<span class="_ _1"></span>与用<span class="_ _1"></span>户聚<span class="_ _1"></span>合商<span class="_ _1"></span>之间<span class="_ _1"></span>的互<span class="_ _1"></span>动关<span class="_ _1"></span>系日<span class="_ _1"></span>益复<span class="_ _1"></span>杂。</div><div class="t m0 x1 h2 y3 ff2 fs0 fc0 sc0 ls0 ws0">本文提出在共享储能背景下，微<span class="_ _1"></span>网运营商与用户聚合商间存在的<span class="_ _0"> </span><span class="ff1">Stackelberg<span class="_"> </span></span>博弈模型。通</div><div class="t m0 x1 h2 y4 ff2 fs0 fc0 sc0 ls0 ws0">过<span class="_ _0"> </span><span class="ff1">MATLAB<span class="_"> </span></span>平台进行算例仿真，<span class="_ _2"></span>运用<span class="_ _0"> </span><span class="ff1">Yalmip<span class="_ _0"> </span></span>工具与<span class="_ _0"> </span><span class="ff1">CPLEX<span class="_"> </span></span>求解器进行建模与求解，<span class="_ _2"></span>并结合</div><div class="t m0 x1 h2 y5 ff2 fs0 fc0 sc0 ls0 ws0">启发式算法优化双方策略。<span class="_ _3"></span>此举旨在揭示微网运营新模式下的策略选择与优化，<span class="_ _3"></span>为行业提供</div><div class="t m0 x1 h2 y6 ff2 fs0 fc0 sc0 ls0 ws0">理论支持与实践指导。</div><div class="t m0 x1 h2 y7 ff2 fs0 fc0 sc0 ls0 ws0">一、引言</div><div class="t m0 x1 h2 y8 ff2 fs0 fc0 sc0 ls0 ws0">在能源互联网的大背景下，<span class="_ _3"></span>共享储能技术正逐渐成为微网运营的关键技术之一。<span class="_ _3"></span>微网运营商</div><div class="t m0 x1 h2 y9 ff2 fs0 fc0 sc0 ls0 ws0">与用户聚合商之间的互动关系，<span class="_ _1"></span>如同一个复杂的博弈游戏。本文将从<span class="_ _4"> </span><span class="ff1">Stackelberg<span class="_"> </span></span>博弈模型</div><div class="t m0 x1 h2 ya ff2 fs0 fc0 sc0 ls0 ws0">的角度，探讨二者之间的策略选择与优化问题。</div><div class="t m0 x1 h2 yb ff2 fs0 fc0 sc0 ls0 ws0">二、<span class="ff1">Stackelberg<span class="_ _0"> </span></span>博弈模型构建</div><div class="t m0 x1 h2 yc ff2 fs0 fc0 sc0 ls0 ws0">在共享储能的背景下，<span class="_ _2"></span>微网运营商与用户聚合商之间存在领导与跟随的关系。<span class="_ _2"></span>领导方<span class="_ _2"></span>（如微</div><div class="t m0 x1 h2 yd ff2 fs0 fc0 sc0 ls0 ws0">网运<span class="_ _1"></span>营商<span class="_ _1"></span>）会<span class="_ _1"></span>先做<span class="_ _1"></span>出策<span class="_ _1"></span>略选<span class="_ _1"></span>择，<span class="_ _1"></span>而跟<span class="_ _1"></span>随方<span class="_ _1"></span>（如<span class="_ _1"></span>用户<span class="_ _1"></span>聚合<span class="_ _1"></span>商）<span class="_ _1"></span>则根<span class="_ _1"></span>据领<span class="_ _1"></span>导方<span class="_ _1"></span>的策<span class="_ _1"></span>略做<span class="_ _1"></span>出响<span class="_ _1"></span>应。</div><div class="t m0 x1 h2 ye ff2 fs0 fc0 sc0 ls0 ws0">这种关系正是一个典型的<span class="_ _0"> </span><span class="ff1">Stackelberg<span class="_ _0"> </span></span>博弈模型。</div><div class="t m0 x1 h2 yf ff2 fs0 fc0 sc0 ls0 ws0">我们设定微网运营商为领导方，其策略为共享储能的定价策略<span class="_ _3"></span>；<span class="_ _3"></span>用户聚合商为跟随方，其策</div><div class="t m0 x1 h2 y10 ff2 fs0 fc0 sc0 ls0 ws0">略为<span class="_ _1"></span>接受<span class="_ _1"></span>或拒<span class="_ _1"></span>绝共<span class="_ _1"></span>享储<span class="_ _1"></span>能服<span class="_ _1"></span>务。<span class="_ _1"></span>通过<span class="_ _1"></span>构建<span class="_ _1"></span>效用<span class="_ _1"></span>函数<span class="_ _1"></span>，我<span class="_ _1"></span>们可<span class="_ _1"></span>以描<span class="_ _1"></span>述双<span class="_ _1"></span>方的<span class="_ _1"></span>收益<span class="_ _1"></span>与成<span class="_ _1"></span>本关<span class="_ _1"></span>系。</div><div class="t m0 x1 h2 y11 ff2 fs0 fc0 sc0 ls0 ws0">三、<span class="ff1">MATLAB<span class="_ _0"> </span></span>平台算例仿真</div><div class="t m0 x1 h2 y12 ff2 fs0 fc0 sc0 ls0 ws0">为了更好地理解这一博弈模型，我们选择在<span class="_ _0"> </span><span class="ff1">MATLAB<span class="_ _0"> </span></span>平台上进行算例仿真。<span class="_ _5"></span>利用<span class="_ _0"> </span><span class="ff1">Yalmip<span class="_ _0"> </span></span>工</div><div class="t m0 x1 h2 y13 ff2 fs0 fc0 sc0 ls0 ws0">具进行<span class="_ _1"></span>建模，<span class="_ _1"></span>通过<span class="_ _0"> </span><span class="ff1">CPLEX<span class="_"> </span></span>求解<span class="_ _1"></span>器进行<span class="_ _1"></span>求解。<span class="_ _1"></span>这样的<span class="_ _1"></span>组合可<span class="_ _1"></span>以确保<span class="_ _1"></span>我们的<span class="_ _1"></span>模型具<span class="_ _1"></span>有高度<span class="_ _1"></span>的可</div><div class="t m0 x1 h2 y14 ff2 fs0 fc0 sc0 ls0 ws0">修改性与复现性。</div><div class="t m0 x1 h2 y15 ff2 fs0 fc0 sc0 ls0 ws0">四、启发式算法与求解器相结合</div><div class="t m0 x1 h2 y16 ff2 fs0 fc0 sc0 ls0 ws0">为了<span class="_ _1"></span>优化<span class="_ _1"></span>微网<span class="_ _1"></span>运营<span class="_ _1"></span>商与<span class="_ _1"></span>用户<span class="_ _1"></span>聚合<span class="_ _1"></span>商的<span class="_ _1"></span>策略<span class="_ _1"></span>，我<span class="_ _1"></span>们采<span class="_ _1"></span>用了<span class="_ _1"></span>启发<span class="_ _1"></span>式算<span class="_ _1"></span>法与<span class="_ _1"></span>求解<span class="_ _1"></span>器相<span class="_ _1"></span>结合<span class="_ _1"></span>的方<span class="_ _1"></span>法。</div><div class="t m0 x1 h2 y17 ff2 fs0 fc0 sc0 ls0 ws0">这种方法可以在保证求解精度的同时，提高求解速度，为双方提供更为实时的策略建议。</div><div class="t m0 x1 h2 y18 ff2 fs0 fc0 sc0 ls0 ws0">五、结果分析</div><div class="t m0 x1 h2 y19 ff2 fs0 fc0 sc0 ls0 ws0">通过算例仿真与求解，<span class="_ _6"></span>我们得到了微网运营商与用户聚合商的最优策略。<span class="_ _6"></span>从结果中可以看出，</div><div class="t m0 x1 h2 y1a ff2 fs0 fc0 sc0 ls0 ws0">共享<span class="_ _1"></span>储能<span class="_ _1"></span>技术<span class="_ _1"></span>对于<span class="_ _1"></span>微网<span class="_ _1"></span>运营<span class="_ _1"></span>的重<span class="_ _1"></span>要性<span class="_ _1"></span>，以<span class="_ _1"></span>及双<span class="_ _1"></span>方在<span class="_ _1"></span>博弈<span class="_ _1"></span>中的<span class="_ _1"></span>策略<span class="_ _1"></span>选择<span class="_ _1"></span>对于<span class="_ _1"></span>整体<span class="_ _1"></span>效益<span class="_ _1"></span>的影<span class="_ _1"></span>响。</div><div class="t m0 x1 h2 y1b ff2 fs0 fc0 sc0 ls0 ws0">六、结论与展望</div><div class="t m0 x1 h2 y1c ff2 fs0 fc0 sc0 ls0 ws0">本文通过构建<span class="_ _0"> </span><span class="ff1">Stackelberg<span class="_"> </span></span>博弈模型，探讨了共享储能背景下微网运营商与<span class="_ _1"></span>用户聚合商之间</div><div class="t m0 x1 h2 y1d ff2 fs0 fc0 sc0 ls0 ws0">的互动<span class="_ _1"></span>关系<span class="_ _1"></span>。通过<span class="_ _4"> </span><span class="ff1">MATLAB<span class="_"> </span></span>平台的<span class="_ _1"></span>算例仿<span class="_ _1"></span>真与求<span class="_ _1"></span>解，<span class="_ _1"></span>结合启<span class="_ _1"></span>发式<span class="_ _1"></span>算法优<span class="_ _1"></span>化双方<span class="_ _1"></span>策略<span class="_ _1"></span>，为微</div><div class="t m0 x1 h2 y1e ff2 fs0 fc0 sc0 ls0 ws0">网运营提供了新的思路与方法。<span class="_ _2"></span>未来，<span class="_ _2"></span>随着共享储能技术的进一步发展，<span class="_ _2"></span>这一模型将有更广</div></div><div class="pi" data-data='{"ctm":[1.611830,0.000000,0.000000,1.611830,0.000000,0.000000]}'></div></div>