RT Conference Proceedings
T1 Using adaptive novelty search in differential evolution
A1 Fister, Iztok
A1 Iglesias, Andres
A1 Galvez, Akemi
A1 Del Ser, Javier
A1 Osaba, Eneko
A1 Fister, Iztok
A2 De La Prieta, Fernando
A2 González-Briones, Alfonso
A2 Pawleski, Pawel
A2 Calvaresi, Davide
A2 Del Val, Elena
A2 Julian, Vicente
A2 Lopes, Fernando
A2 Osaba, Eneko
A2 Sánchez-Iborra, Ramón
AB Novelty search ensures evaluation of solutions in stochastic population-based nature-inspired algorithms according to additional measure, where each solution is evaluated by a distance to its neighborhood beside the fitness function. Thus, the population diversity is preserved that is a prerequisite for the open-ended evolution in evolutionary robotics. Recently, the Novelty search was applied for solving the global optimization into differential evolution, where all Novelty search parameters remain unchanged during the run. The novelty area width parameter, that determines the diameter specifying the minimum change in each direction needed the solution for treating as the novelty, has a crucial influence on the optimization results. In this study, this parameter was adapted during the evolutionary process. The proposed self-adaptive differential evolution using the adaptive Novelty search were applied for solving the CEC 2014 Benchmark function suite, and the obtained results confirmed the usefulness of the adaptation.
PB Springer Verlag
SN 9783030242985
SN 1865-0929
YR 2019
FD 2019
LK https://hdl.handle.net/11556/1557
UL https://hdl.handle.net/11556/1557
LA eng
NO Fister , I , Iglesias , A , Galvez , A , Del Ser , J , Osaba , E & Fister , I 2019 , Using adaptive novelty search in differential evolution . in F De La Prieta , A González-Briones , P Pawleski , D Calvaresi , E Del Val , V Julian , F Lopes , E Osaba & R Sánchez-Iborra (eds) , Highlights of Practical Applications of Survivable Agents and Multi-Agent Systems. The PAAMS Collection - International Workshops of PAAMS 2019, Proceedings . Communications in Computer and Information Science , vol. 1047 , Springer Verlag , pp. 267-275 , 17th International Conference on Practical Applications of Agents and Multi-Agent Systems, PAAMS 2019 , Ávila , Spain , 26/06/19 . https://doi.org/10.1007/978-3-030-24299-2_23
NO conference
NO Publisher Copyright: © Springer Nature Switzerland AG 2019.
NO Acknowledgments. Iztok Fister and Iztok Fister Jr. acknowledge the financial support from the Slovenian Research Agency (Research Core Fundings No. P2-0041 and P2-0057). Javier Del Ser and Eneko Osaba would like to thank the Basque Government for its funding support through the EMAITEK program.
DS TECNALIA Publications
RD 2 sept 2024