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RDEx-CSOP: Feasibility-Aware Reconstructed Differential Evolution with Adaptive epsilon-Constraint Ranking

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Constrained single-objective numerical optimisation requires both feasibility maintenance and strong objective-value convergence under limited evaluation budgets. This report documents RDEx-CSOP, a constrained differential evolution variant used in the IEEE CEC 2025 numerical optimisation competition (C06 special session). RDEx-CSOP combines success-history parameter adaptation with an exploitation-biased hybrid search and an {\epsilon}-constraint handling mechanism with a time-varying threshold. We evaluate RDEx-CSOP on the official CEC 2025 CSOP benchmark using the U-score framework (Speed, Accuracy, and Constraint categories). The results show that RDEx-CSOP achieves the highest total score and the best average rank among all released comparison algorithms, mainly through strong speed and competitive constraint-handling performance across the 28 benchmark functions.

Sichen Tao, Yifei Yang, Ruihan Zhao, Kaiyu Wang, Sicheng Liu, Shangce Gao• 2026

Related benchmarks

TaskDatasetResultRank
Constrained Single-objective OptimizationCEC CSOP Function 1 (D=30) 2025
Qp (Mean)1.26
4
Constrained Single-objective OptimizationCEC CSOP Function 2 (D=30) 2025
Mean Qp Value1.31
4
Constrained Single-objective OptimizationCEC CSOP Function 3 (D=30) 2025
Qp Mean92.2
4
Constrained Single-objective OptimizationCEC CSOP Function 5 (D=30) 2025
Mean Qp0.00e+0
4
Constrained Single-objective OptimizationCEC CSOP Function 6 (D=30) 2025
Qp Mean2.87
4
Constrained Single-objective OptimizationCEC CSOP Function 7 (D=30) 2025
Qp Mean673
4
Constrained Single-objective OptimizationCEC CSOP Function 12 (D=30) 2025
Mean Qp3.99
4
Constrained Single-objective OptimizationCEC CSOP Function 13 (D=30) 2025
Qp Mean1.17
4
Constrained Single-objective OptimizationCEC CSOP Function 14 (D=30) 2025
Qp Mean1.47
4
Constrained Single-objective OptimizationCEC CSOP Function 15 (D=30) 2025
Qp Mean2.36
4
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