Title:
OPTIMIZATION DEVICE, OPTIMIZATION METHOD, AND PROGRAM
Document Type and Number:
WIPO Patent Application WO/2019/208639
Kind Code:
A1
Abstract:
The present invention makes it possible to optimize a parameter with less evaluations. For each of a plurality of search point candidates, which are parameters serving as search point candidates and generated by a search point candidate generation unit 120 on the basis of a parameter used in a plurality of calculations, a search point determination unit 130 uses a plurality of data points to determine whether to set a search point candidate as a search point, said plurality of data points comprising a set of parameters used in a calculation by an evaluation unit 300 and evaluation values calculated by using, as search points, the parameters used in the calculation by the evaluation unit 300.
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Inventors:
TSUTSUMIDA KYOTA (JP)
ITO HIDETAKA (JP)
MATSUBAYASHI TATSUSHI (JP)
TODA HIROYUKI (JP)
ITO HIDETAKA (JP)
MATSUBAYASHI TATSUSHI (JP)
TODA HIROYUKI (JP)
Application Number:
PCT/JP2019/017450
Publication Date:
October 31, 2019
Filing Date:
April 24, 2019
Export Citation:
Assignee:
NIPPON TELEGRAPH & TELEPHONE (JP)
International Classes:
G06N99/00; G06N3/12
Foreign References:
| JP2017157112A | 2017-09-07 |
Other References:
MALLAWAARACHCHI, V.: "Introduction to Genetic Algorithms - Including Example Code", 8 July 2017 (2017-07-08), pages 1 - 7, XP055646392, Retrieved from the Internet
MUTOH, A ET AL.: "An Efficient Genetic Algorithm using Prenatal Selection", IPSJ SIG NOTES, vol. 2002, no. 89, 20 September 2002 (2002-09-20), pages 13 - 16, ISSN: 0919-6072
YANG YU ET AL.: "Derivative-Free Optimization via Classification", PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-16), 2 March 2016 (2016-03-02), pages 2286 - 2292, XP055646402
I GEDE PASEK SUTA WIJAYA ET AL.: "Fitness Evaluation of Multi-Element Genetic Algorithm for Traffic Signal Parameters Optimization", PROCEEDINGS OF ICSIIT 2012 ( INTERNATIONAL CONFERENCE ON SOFT COMPUTING, INTELLIGENT SYSTEM AND INFORMATION TECHNOLOGY 2012, 25 May 2012 (2012-05-25), pages 58 - 64, XP055646414, ISBN: 978-602-97124-1-4
NISHIHARA, T. ET AL.: "Upgrading System to lelieve Traffic Congestion using Traffic Signal Control", IEICE TECHNICAL REPORT, vol. 112, no. 318, 19 November 2012 (2012-11-19), pages 51 - 56, XP055646442, ISSN: 0913-5685
MUTOH, A ET AL.: "An Efficient Genetic Algorithm using Prenatal Selection", IPSJ SIG NOTES, vol. 2002, no. 89, 20 September 2002 (2002-09-20), pages 13 - 16, ISSN: 0919-6072
YANG YU ET AL.: "Derivative-Free Optimization via Classification", PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-16), 2 March 2016 (2016-03-02), pages 2286 - 2292, XP055646402
I GEDE PASEK SUTA WIJAYA ET AL.: "Fitness Evaluation of Multi-Element Genetic Algorithm for Traffic Signal Parameters Optimization", PROCEEDINGS OF ICSIIT 2012 ( INTERNATIONAL CONFERENCE ON SOFT COMPUTING, INTELLIGENT SYSTEM AND INFORMATION TECHNOLOGY 2012, 25 May 2012 (2012-05-25), pages 58 - 64, XP055646414, ISBN: 978-602-97124-1-4
NISHIHARA, T. ET AL.: "Upgrading System to lelieve Traffic Congestion using Traffic Signal Control", IEICE TECHNICAL REPORT, vol. 112, no. 318, 19 November 2012 (2012-11-19), pages 51 - 56, XP055646442, ISSN: 0913-5685
Attorney, Agent or Firm:
TAIYO, NAKAJIMA & KATO (JP)
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