RDEx-CSOP: Feasibility-Aware Reconstructed Differential Evolution with Adaptive epsilon-Constraint Ranking
About
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.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Constrained Single-objective Optimization | CEC CSOP Function 1 (D=30) 2025 | Qp (Mean)1.26 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 2 (D=30) 2025 | Mean Qp Value1.31 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 3 (D=30) 2025 | Qp Mean92.2 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 5 (D=30) 2025 | Mean Qp0.00e+0 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 6 (D=30) 2025 | Qp Mean2.87 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 7 (D=30) 2025 | Qp Mean673 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 12 (D=30) 2025 | Mean Qp3.99 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 13 (D=30) 2025 | Qp Mean1.17 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 14 (D=30) 2025 | Qp Mean1.47 | 4 | |
| Constrained Single-objective Optimization | CEC CSOP Function 15 (D=30) 2025 | Qp Mean2.36 | 4 |