求解大规模机组组合问题的二阶锥规划方法  被引量:28

Solution of Large Scale Unit Commitment by Second-order Cone Programming

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作  者:全然[1] 韦化[1] 简金宝[1] 

机构地区:[1]广西大学,广西壮族自治区南宁市530004

出  处:《中国电机工程学报》2010年第25期101-107,共7页Proceedings of the CSEE

基  金:国家自然科学基金项目(10771040;50867001);高等学校博士学科点专项科研基金资助项目(20070593002;20060593002)~~

摘  要:基于混合整数二阶锥规划(mixed integer second-order cone programming,MI-SOCP)提出一种求解电力系统计及爬坡约束机组组合问题(unit commitment,UC)的新方法。利用UC问题的混合整数二次规划(mixed integer quadratic programming,MI-QP)模型和一个简单混合整数集合的凸包表示,产生UC问题一个更紧的MI-SOCP模型。将最小覆盖不等式作为割平面,应用内点割平面法求解MI-SOCP以获得不计爬坡约束UC问题的机组启停状态。为满足爬坡约束,提出一种简单易行的机组启停状态修正方法。100机组96时段等多个系统的仿真结果表明,利用内点割平面法求解2种模型时,MI-SOCP能比MI-QP获得质量更好的次优解,所提方法能有效处理爬坡约束,适用于大规模的UC问题。A new algorithm based on mixed integer second-order cone programming (MI-SOCP) was presented to solve ramp rate constrained unit commitment (UC) problem of power system. The proposed method involves reformulating the UC problem into a tighter MI-SOCP model by integrating the traditional mixed integer quadratic programming (MI-QP) model and the convex hull description of a simple mixed integer set. Using the minimal cover inequality as cutting plane, the proposed approach applied interior point cutting plane method for the MI-SOCP in order to obtain the on/off status of units without ramp rate constraints. To meet the ramp rate constraints, a simple correction technique for the on/off status of the units was introduced. The simulation results for systems up to 100 units and 96 hours not only show that the MI-SOCP can get better sub-optimal solutions of the UC problem than the MI-QP when interior point cutting plane method is used, but also show that the proposed method can handle the ramp rate constraints efficiently and is suitable for large scale UC problems.

关 键 词:电力系统 爬坡约束 机组组合 凸包 混合整数二阶锥规划 最小覆盖不等式 内点割平面法 

分 类 号:TM71[电气工程—电力系统及自动化]

 

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