Using novelty search in differential evolution

Iztok Fister; Andres Iglesias; Akemi Galvez; Javier Del Ser; Eneko Osaba

doi:10.1007/978-3-319-94779-2_46

Using novelty search in differential evolution

Iztok Fister^*, Andres Iglesias, Akemi Galvez, Javier Del Ser, Eneko Osaba

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

8 Citations (Scopus)

Abstract

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.

Original language	English
Title of host publication	Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity
Subtitle of host publication	The PAAMS Collection - International Workshops of PAAMS 2018, Proceedings
Editors	Juan M. Corchado, Vicente Julian, Eneko Osaba Icedo, Javier Bajo, Patrycja Hoffa-Dabrowska, Ricardo Azambuja Silveira, Alberto Fernandez, Sylvain Giroux, Elena María Navarro Martínez, Philippe Mathieu, Antonio J. Castro, Nayat Sanchez-Pi, Elena del Val, Rainer Unland, Ruben Fuentes-Fernandez
Publisher	Springer Verlag
Pages	534-542
Number of pages	9
ISBN (Print)	9783319947785
DOIs	https://doi.org/10.1007/978-3-319-94779-2_46
Publication status	Published - 2018
Event	16th International Conference on Practical Applications of Agents, Multi-Agent Systems, PAAMS 2018 - Toledo, Spain Duration: 20 Jun 2018 → 22 Jun 2018

Publication series

Name	Communications in Computer and Information Science
Volume	887
ISSN (Print)	1865-0929

Conference

Conference	16th International Conference on Practical Applications of Agents, Multi-Agent Systems, PAAMS 2018
Country/Territory	Spain
City	Toledo
Period	20/06/18 → 22/06/18

Keywords

Artificial life
Differential evolution
Novelty search
Swarm and evolutionary robotics

Access to Document

10.1007/978-3-319-94779-2_46

Cite this

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 (pp. 534-542). (Communications in Computer and Information Science; Vol. 887). Springer Verlag. https://doi.org/10.1007/978-3-319-94779-2_46

Fister, Iztok ; Iglesias, Andres ; Galvez, Akemi et al. / Using novelty search in differential evolution. Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity: The PAAMS Collection - International Workshops of PAAMS 2018, Proceedings. editor / Juan M. Corchado ; Vicente Julian ; Eneko Osaba Icedo ; Javier Bajo ; Patrycja Hoffa-Dabrowska ; Ricardo Azambuja Silveira ; Alberto Fernandez ; Sylvain Giroux ; Elena María Navarro Martínez ; Philippe Mathieu ; Antonio J. Castro ; Nayat Sanchez-Pi ; Elena del Val ; Rainer Unland ; Ruben Fuentes-Fernandez. Springer Verlag, 2018. pp. 534-542 (Communications in Computer and Information Science).

@inproceedings{c38c2cdf10ca4a36b5bc7fdffd3bd787,

title = "Using novelty search in differential evolution",

abstract = "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.",

keywords = "Artificial life, Differential evolution, Novelty search, Swarm and evolutionary robotics",

author = "Iztok Fister and Andres Iglesias and Akemi Galvez and {Del Ser}, Javier and Eneko Osaba",

note = "Publisher Copyright: {\textcopyright} 2018, Springer International Publishing AG, part of Springer Nature.; 16th International Conference on Practical Applications of Agents, Multi-Agent Systems, PAAMS 2018 ; Conference date: 20-06-2018 Through 22-06-2018",

year = "2018",

doi = "10.1007/978-3-319-94779-2_46",

language = "English",

isbn = "9783319947785",

series = "Communications in Computer and Information Science",

publisher = "Springer Verlag",

pages = "534--542",

editor = "Corchado, {Juan M.} and Vicente Julian and {Osaba Icedo}, Eneko and Javier Bajo and Patrycja Hoffa-Dabrowska and Silveira, {Ricardo Azambuja} and Alberto Fernandez and Sylvain Giroux and {Navarro Mart{\'i}nez}, {Elena Mar{\'i}a} and Philippe Mathieu and Castro, {Antonio J.} and Nayat Sanchez-Pi and {del Val}, Elena and Rainer Unland and Ruben Fuentes-Fernandez",

booktitle = "Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity",

address = "Germany",

}

Fister, I, Iglesias, A, Galvez, A, Del Ser, J & Osaba, E 2018, Using novelty search in differential evolution. in JM Corchado, V Julian, E Osaba Icedo, J Bajo, P Hoffa-Dabrowska, RA Silveira, A Fernandez, S Giroux, EM Navarro Martínez, P Mathieu, AJ 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

Using novelty search in differential evolution. / Fister, Iztok; Iglesias, Andres; Galvez, Akemi et al.
Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity: The PAAMS Collection - International Workshops of PAAMS 2018, Proceedings. ed. / Juan M. Corchado; Vicente Julian; Eneko Osaba Icedo; Javier Bajo; Patrycja Hoffa-Dabrowska; Ricardo Azambuja Silveira; Alberto Fernandez; Sylvain Giroux; Elena María Navarro Martínez; Philippe Mathieu; Antonio J. Castro; Nayat Sanchez-Pi; Elena del Val; Rainer Unland; Ruben Fuentes-Fernandez. Springer Verlag, 2018. p. 534-542 (Communications in Computer and Information Science; Vol. 887).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Using novelty search in differential evolution

AU - Fister, Iztok

AU - Iglesias, Andres

AU - Galvez, Akemi

AU - Del Ser, Javier

AU - Osaba, Eneko

PY - 2018

Y1 - 2018

N2 - 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.

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.

KW - Artificial life

KW - Differential evolution

KW - Novelty search

KW - Swarm and evolutionary robotics

UR - http://www.scopus.com/inward/record.url?scp=85049363685&partnerID=8YFLogxK

U2 - 10.1007/978-3-319-94779-2_46

DO - 10.1007/978-3-319-94779-2_46

M3 - Conference contribution

AN - SCOPUS:85049363685

SN - 9783319947785

T3 - Communications in Computer and Information Science

SP - 534

EP - 542

BT - Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity

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

PB - Springer Verlag

T2 - 16th International Conference on Practical Applications of Agents, Multi-Agent Systems, PAAMS 2018

Y2 - 20 June 2018 through 22 June 2018

ER -

Fister I, Iglesias A, Galvez A, Del Ser J , Osaba E. Using novelty search in differential evolution. In Corchado JM, Julian V, Osaba Icedo E, Bajo J, Hoffa-Dabrowska P, Silveira RA, Fernandez A, Giroux S, Navarro Martínez EM, Mathieu P, Castro AJ, Sanchez-Pi N, del Val E, Unland R, Fuentes-Fernandez R, editors, Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity: The PAAMS Collection - International Workshops of PAAMS 2018, Proceedings. Springer Verlag. 2018. p. 534-542. (Communications in Computer and Information Science). doi: 10.1007/978-3-319-94779-2_46

Using novelty search in differential evolution

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