Improved strategies of the Equality Set Projection (ESP) algorithm for computing polytope projection

Binbin Pei, Wenfeng Xu, Yinghui Li
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Abstract

Abstract. ​​​​​​​This paper proposes an optimization method for the Equality Set Projection algorithm to compute the orthogonal projection of polytopes. However, its computational burden significantly increases for the case of dual degeneracy, which limits the application of the algorithm. Two improvements have been proposed to solve this problem for the Equality Set Projection algorithm: first, a new criterion that does not require a discussion of the uniqueness of the solution in linear programming, which simplifies the algorithm process and reduces the computational cost; and second, an improved method that abandons the calculation of a ridge's equality set to reduce the computational burden in the case of high-dimensional dual degeneracy.
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计算多面体投影的等集投影 (ESP) 算法的改进策略
摘要本文提出了计算多边形正交投影的等集投影算法的优化方法。然而,在对偶退化的情况下,其计算负担大大增加,限制了该算法的应用。为了解决等值集投影算法的这一问题,我们提出了两个改进方法:一是提出了一个新的准则,该准则不需要讨论线性规划中解的唯一性,从而简化了算法过程,降低了计算成本;二是提出了一个改进方法,该方法放弃了对脊等值集的计算,从而降低了高维对偶退化情况下的计算负担。
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