Article ID Journal Published Year Pages File Type
6860495 International Journal of Electrical Power & Energy Systems 2014 9 Pages PDF
Abstract
A tighter relaxation method (RM) for unit commitment (UC) is proposed based on second-order cone programming (SOCP) and valid inequalities (VIs). First, a tighter mixed integer SOCP (MI-SOCP) reformulation of UC is constructed using the traditional mixed integer quadratic programming (MI-QP) formulation and a convex hull description of a simple mixed integer set. The continuous relaxation of the MI-SOCP which is called a SOCP relaxation can give tighter lower bounds for UC than the continuous relaxation of the MI-QP. Then, the SOCP relaxation is strengthened by two categories of VIs, i.e., minimal cover inequalities (MCIs) for minimum on/off time constraints and generalized flow cover inequalities for ramp rate constraints. Moreover, it is proved that all the MCIs for minimum on/off time constraints can be obtained by explicit formulas. Finally, the strengthened SOCP relaxation is solved, and the minor relaxed integer variables between 0 and 1 are repaired by a simple heuristic method. The numerical results show that the proposed RM has good convergence properties in term of the total operation costs and the CPU time.
Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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