An overview of neural networks in simulation soccer

William Plant*, Gerald Schaefer

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This paper reviews applications of neural networks (NNs) in the domain of 2-D simulation soccer. We divide these into the employment of NNs for the training of lowlevel and high-level skills as well as coaching clients involved with high-level strategies. We conclude that the use of NNs has yielded success in these areas, but their future use may be limited to building a foundation of skills which can be advanced through manual hardcoding.

Original languageEnglish
Title of host publication2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings
PublisherIEEE
Pages1620-1625
Number of pages6
ISBN (Print)9781424456123
DOIs
Publication statusPublished - 1 Dec 2009
Event2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Coimbatore, United Kingdom
Duration: 9 Dec 200911 Dec 2009

Conference

Conference2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009
CountryUnited Kingdom
CityCoimbatore
Period9/12/0911/12/09

Fingerprint

Neural networks

Keywords

  • Computational intelligence
  • Neural networks
  • RoboCup
  • Simulation soccer

Cite this

Plant, W., & Schaefer, G. (2009). An overview of neural networks in simulation soccer. In 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings (pp. 1620-1625). [5393661] IEEE. https://doi.org/10.1109/NABIC.2009.5393661
Plant, William ; Schaefer, Gerald. / An overview of neural networks in simulation soccer. 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings. IEEE, 2009. pp. 1620-1625
@inproceedings{26b324cac5824858af713196d2037d17,
title = "An overview of neural networks in simulation soccer",
abstract = "This paper reviews applications of neural networks (NNs) in the domain of 2-D simulation soccer. We divide these into the employment of NNs for the training of lowlevel and high-level skills as well as coaching clients involved with high-level strategies. We conclude that the use of NNs has yielded success in these areas, but their future use may be limited to building a foundation of skills which can be advanced through manual hardcoding.",
keywords = "Computational intelligence, Neural networks, RoboCup, Simulation soccer",
author = "William Plant and Gerald Schaefer",
year = "2009",
month = "12",
day = "1",
doi = "10.1109/NABIC.2009.5393661",
language = "English",
isbn = "9781424456123",
pages = "1620--1625",
booktitle = "2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings",
publisher = "IEEE",
address = "United States",

}

Plant, W & Schaefer, G 2009, An overview of neural networks in simulation soccer. in 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings., 5393661, IEEE, pp. 1620-1625, 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009, Coimbatore, United Kingdom, 9/12/09. https://doi.org/10.1109/NABIC.2009.5393661

An overview of neural networks in simulation soccer. / Plant, William; Schaefer, Gerald.

2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings. IEEE, 2009. p. 1620-1625 5393661.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

TY - GEN

T1 - An overview of neural networks in simulation soccer

AU - Plant, William

AU - Schaefer, Gerald

PY - 2009/12/1

Y1 - 2009/12/1

N2 - This paper reviews applications of neural networks (NNs) in the domain of 2-D simulation soccer. We divide these into the employment of NNs for the training of lowlevel and high-level skills as well as coaching clients involved with high-level strategies. We conclude that the use of NNs has yielded success in these areas, but their future use may be limited to building a foundation of skills which can be advanced through manual hardcoding.

AB - This paper reviews applications of neural networks (NNs) in the domain of 2-D simulation soccer. We divide these into the employment of NNs for the training of lowlevel and high-level skills as well as coaching clients involved with high-level strategies. We conclude that the use of NNs has yielded success in these areas, but their future use may be limited to building a foundation of skills which can be advanced through manual hardcoding.

KW - Computational intelligence

KW - Neural networks

KW - RoboCup

KW - Simulation soccer

UR - http://www.scopus.com/inward/record.url?scp=77949573575&partnerID=8YFLogxK

UR - https://ieeexplore.ieee.org/document/5393661/

U2 - 10.1109/NABIC.2009.5393661

DO - 10.1109/NABIC.2009.5393661

M3 - Conference contribution

AN - SCOPUS:77949573575

SN - 9781424456123

SP - 1620

EP - 1625

BT - 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings

PB - IEEE

ER -

Plant W, Schaefer G. An overview of neural networks in simulation soccer. In 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings. IEEE. 2009. p. 1620-1625. 5393661 https://doi.org/10.1109/NABIC.2009.5393661