论文标题
高维三周期本地理想的UC问题公式
High Dimensional Three-Periods Locally Ideal MIP Formulations for the UC Problem
论文作者
论文摘要
热单元承诺(UC)问题通常可以作为混合整数二次编程(MIQP)配制,这很难有效地解决,尤其是对于大型实例。因此,更紧密的特征会降低搜索空间,因为自然的结论大大减轻了计算负担。在文献中,据报道了许多具有约束部分的单个单元的收紧配方,而没有呈现它们的衍生方式。在本文中,开发了一种制定方法来制定紧密的配方。这个想法是在三个时期内使用更多新变量在高维空间中捕获单个单元的所有状态,然后,使用这些状态变量系统派生的三个周期局部理想的表达式,用于UC中约束的子集。同时,将这些新状态变量的线性依赖关系杠杆化以保持所获得的配方的紧凑性。基于这种方法,我们提出了两个更严格的模型,即3P-HD和3P-HD-PR。在51个实例上测试了拟议的模型和其他四个最先进的模型,其中包括42个现实实例和9个基于8个单位的实例,在24小时内,针对10至1080个生成单元的系统的时间表为24小时。仿真结果表明,我们提出的MIQP UC公式最紧,可以最有效地解决。在使用分段技术近似二次操作成本函数之后,可以通过六个Corre串联的混合组合线性编程(MILP)公式来近似六个UC MIQP配方。我们的实验表明,提出的3P-HD和3P-HD-PR MILP配方在紧密度和解决方案时间方面也表现最好。
The thermal unit commitment (UC) problem often can be formulated as a mixed integer quadratic programming (MIQP), which is difficult to solve efficiently, especially for large-scale instances. The tighter characteristic reduces the search space, therefore, as a natural conse-quence, significantly reduces the computational burden. In the literature, many tightened formulations for single units with parts of constraints were reported without presenting how they were derived. In this paper, a sys-tematic approach is developed to formulate the tight formulations. The idea is using more new variables in high dimension space to capture all the states for single units within three periods, and then, using these state variables systematic derive three-periods locally ideal expressions for a subset of the constraints in UC. Meanwhile, the linear dependence relations of those new state variables are leveraged to keep the compactness of the obtained formulations. Based on this approach, we propose two tighter models, namely 3P-HD and 3P-HD-Pr. The proposed models and other four state-of-the-art models were tested on 51 instances, including 42 realistic instances and 9 8-unit-based instances, over a scheduling period of 24 h for systems ranging from 10 to 1080 generating units. The simulation results show that our proposed MIQP UC formulations are the tightest and can be solved most efficiently. After using piecewise technique to approxi-mate the quadratic operational cost function, the six UC MIQP formulations can be approximated by six corre-sponding mixed-integer linear programming (MILP) formulations. Our experiments show that the proposed 3P-HD and 3P-HD-Pr MILP formulations also perform the best in terms of tightness and solution times.