RT Conference Proceedings
T1 Using novelty search in differential evolution
A1 Fister, Iztok
A1 Iglesias, Andres
A1 Galvez, Akemi
A1 Del Ser, Javier
A1 Osaba, Eneko
A2 Corchado, Juan M.
A2 Julian, Vicente
A2 Osaba Icedo, Eneko
A2 Bajo, Javier
A2 Hoffa-Dabrowska, Patrycja
A2 Silveira, Ricardo Azambuja
A2 Fernandez, Alberto
A2 Giroux, Sylvain
A2 Navarro Martínez, Elena María
A2 Mathieu, Philippe
A2 Castro, Antonio J.
A2 Sanchez-Pi, Nayat
A2 del Val, Elena
A2 Unland, Rainer
A2 Fuentes-Fernandez, Ruben
AB Novelty search in evolutionary robotics measures a distance of potential novelty solutions to their k-nearest neighbors in the search space. This distance presents an additional objective to the fitness function, with which each individual in population is evaluated. In this study, the novelty search was applied within the differential evolution. The preliminary results on CEC-14 Benchmark function suite show its potential for using also in the future.
PB Springer Verlag
SN 9783319947785
SN 1865-0929
YR 2018
FD 2018
LK https://hdl.handle.net/11556/2494
UL https://hdl.handle.net/11556/2494
LA eng
NO Fister , I , Iglesias , A , Galvez , A , Del Ser , J & Osaba , E 2018 , Using novelty search in differential evolution . in J M Corchado , V Julian , E Osaba Icedo , J Bajo , P Hoffa-Dabrowska , R A Silveira , A Fernandez , S Giroux , E M Navarro Martínez , P Mathieu , A J Castro , N Sanchez-Pi , E del Val , R Unland & R Fuentes-Fernandez (eds) , Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity : The PAAMS Collection - International Workshops of PAAMS 2018, Proceedings . Communications in Computer and Information Science , vol. 887 , Springer Verlag , pp. 534-542 , 16th International Conference on Practical Applications of Agents, Multi-Agent Systems, PAAMS 2018 , Toledo , Spain , 20/06/18 . https://doi.org/10.1007/978-3-319-94779-2_46
NO conference
NO Publisher Copyright: © 2018, Springer International Publishing AG, part of Springer Nature.
DS TECNALIA Publications
RD 28 jul 2024