Genetic Improvement of Dynamic Optimization Algorithms using PushGP

Created by W.Langdon from gp-bibliography.bib Revision:1.8576

@InProceedings{stanovov:2025:GECCOcomp,

• author = "Vladimir Stanovov and Eugene Semenkin",
• title = "Genetic Improvement of Dynamic Optimization Algorithms using {PushGP}",
• booktitle = "15th Workshop on Evolutionary Computation for the Automated Design of Algorithms",
• year = "2025",
• editor = "Daniel Tauritz and John R. Woodward and Emma Hart",
• pages = "1976--1983",
• address = "Malaga, Spain",
• series = "GECCO '25 Companion",
• month = "14-18 " # jul,
• organisation = "SIGEVO",
• publisher = "Association for Computing Machinery",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, genetic improvement, dynamic optimization, particle swarm optimization, PSO, mQSO, OpenMPI, GI-mQSO, ENDLAB-MATLAB, AMP/PSO, OptoPshC2",
• isbn13 = "979-8-4007-1464-1",
• URL = "https://doi.org/10.1145/3712255.3734281",
• DOI = "doi:10.1145/3712255.3734281",
• video_url = "https://vimeo.com/1098295441",
• size = "8 pages",
• abstract = "We investigate the idea of automatic improvement of existing heuristic optimization algorithms using genetic programming. In particular, the Push genetic programming system is used to generate new local search heuristics for the multi-swarm quantum swarm optimization method using the generalized moving peaks benchmark. The best designed heuristic is then applied to a more advanced dynamic optimizer, the adaptive multi-population particle swarm optimization algorithm. The results indicate that the generated heuristic, being unlike any known, allows significant improvement of algorithm performance on most of the test problems of the CEC 2025 competition on dynamic optimization generated by generalized moving peaks benchmark.",
• notes = "GECCO-2025 ECADA workshop A Recombination of the 34th International Conference on Genetic Algorithms (ICGA) and the 30th Annual Genetic Programming Conference (GP)",

}

Genetic Programming entries for Vladimir Stanovov Eugene Semenkin

Citations