Parameter-setting-free harmony search algorithm
Various phenomenon-mimicking algorithms, such as genetic algorithm, simulated annealing, tabu search, ant colony optimization, and particle swarm optimization, have their own algorithm parameters. These parameters need to be skillfully assigned in order to obtain good results. It is burdensome, espe...
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| Vydáno v: | Applied mathematics and computation Ročník 217; číslo 8; s. 3881 - 3889 |
|---|---|
| Hlavní autoři: | , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Amsterdam
Elsevier Inc
15.12.2010
Elsevier |
| Témata: | |
| ISSN: | 0096-3003, 1873-5649 |
| On-line přístup: | Získat plný text |
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| Abstract | Various phenomenon-mimicking algorithms, such as genetic algorithm, simulated annealing, tabu search, ant colony optimization, and particle swarm optimization, have their own algorithm parameters. These parameters need to be skillfully assigned in order to obtain good results. It is burdensome, especially to novice users, to assign these parameters. The same is true for the harmony search algorithm which was inspired by music performance. Thus, this study proposes a novel technique to eliminate tedious and experience-requiring parameter assigning efforts. The new parameter-setting-free (PSF) technique which this study suggests contains one additional matrix which contains an operation type (random selection, memory consideration, or pitch adjustment) for every variable in harmony memory. Three examples illustrate that the PSF technique can find good solutions robustly. |
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| AbstractList | Various phenomenon-mimicking algorithms, such as genetic algorithm, simulated annealing, tabu search, ant colony optimization, and particle swarm optimization, have their own algorithm parameters. These parameters need to be skillfully assigned in order to obtain good results. It is burdensome, especially to novice users, to assign these parameters. The same is true for the harmony search algorithm which was inspired by music performance. Thus, this study proposes a novel technique to eliminate tedious and experience-requiring parameter assigning efforts. The new parameter-setting-free (PSF) technique which this study suggests contains one additional matrix which contains an operation type (random selection, memory consideration, or pitch adjustment) for every variable in harmony memory. Three examples illustrate that the PSF technique can find good solutions robustly. |
| Author | Geem, Zong Woo Sim, Kwee-Bo |
| Author_xml | – sequence: 1 givenname: Zong Woo surname: Geem fullname: Geem, Zong Woo email: geem@jhu.edu organization: Environmental Planning and Management Program, Johns Hopkins University, 11833 Skylark Road, Clarksburg, Maryland 20871, USA – sequence: 2 givenname: Kwee-Bo surname: Sim fullname: Sim, Kwee-Bo email: kbsim@cau.ac.kr organization: School of Electrical and Electronics Engineering, Chung-Ang University, 221 Heukseok-Dong, Seoul 156-756, South Korea |
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| Keywords | Parameter-setting-free technique Phenomenon-mimicking algorithms Harmony search Numerical analysis Genetic algorithm Applied mathematics Optimization method Simulated annealing Variational calculus Search algorithm Mathematical programming |
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| References | Geem (b0010) 2008; 199 Geem, Lee, Park (b0060) 2005; 2 Geem (b0070) 2010; 136 Geem (b0025) 2010 Saka (b0030) 2009; 65 Geem (b0045) 2007; 4507 Lee, Geem (b0035) 2004; 82 Geem (b0040) 2009; 41 Geem, Williams (b0065) 2007; 1 Geem (b0015) 2009 Forsati, Haghighat, Mahdavi (b0080) 2008; 31 Fesanghary, Damangir, Soleimani (b0075) 2009; 29 Geem (b0020) 2009 Mahdavi, Fesanghary, Damangir (b0095) 2007; 188 Tamer Ayvaz (b0050) 2009; 32 Zhang, Hanzo (b0085) 2009; 16 Geem (b0090) 2006; 38 N. Taherinejad, Highly reliable harmony search algorithm, in: Proceedings of IEEE European Conference on Circuit Theory and Design (ECCTD 2009), Antalya, Turkey, August 23–27, 2009, pp. 818–822. Geem, Kim, Loganathan (b0005) 2001; 76 Cheng, Li, Lansivaara, Chi, Sun (b0055) 2008; 40 Geem (10.1016/j.amc.2010.09.049_b0090) 2006; 38 Geem (10.1016/j.amc.2010.09.049_b0070) 2010; 136 Tamer Ayvaz (10.1016/j.amc.2010.09.049_b0050) 2009; 32 Cheng (10.1016/j.amc.2010.09.049_b0055) 2008; 40 Saka (10.1016/j.amc.2010.09.049_b0030) 2009; 65 Geem (10.1016/j.amc.2010.09.049_b0015) 2009 Lee (10.1016/j.amc.2010.09.049_b0035) 2004; 82 Geem (10.1016/j.amc.2010.09.049_b0045) 2007; 4507 Geem (10.1016/j.amc.2010.09.049_b0065) 2007; 1 Fesanghary (10.1016/j.amc.2010.09.049_b0075) 2009; 29 Geem (10.1016/j.amc.2010.09.049_b0005) 2001; 76 10.1016/j.amc.2010.09.049_b0100 Geem (10.1016/j.amc.2010.09.049_b0040) 2009; 41 Geem (10.1016/j.amc.2010.09.049_b0020) 2009 Geem (10.1016/j.amc.2010.09.049_b0060) 2005; 2 Forsati (10.1016/j.amc.2010.09.049_b0080) 2008; 31 Mahdavi (10.1016/j.amc.2010.09.049_b0095) 2007; 188 Zhang (10.1016/j.amc.2010.09.049_b0085) 2009; 16 Geem (10.1016/j.amc.2010.09.049_b0025) 2010 Geem (10.1016/j.amc.2010.09.049_b0010) 2008; 199 |
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publication-title: Simulation doi: 10.1177/003754970107600201 – volume: 41 start-page: 297 issue: 4 year: 2009 ident: 10.1016/j.amc.2010.09.049_b0040 article-title: Particle-swarm harmony search for water network design publication-title: Engineering Optimization doi: 10.1080/03052150802449227 – ident: 10.1016/j.amc.2010.09.049_b0100 doi: 10.1109/ECCTD.2009.5275109 – year: 2010 ident: 10.1016/j.amc.2010.09.049_b0025 – volume: 16 start-page: 917 issue: 10 year: 2009 ident: 10.1016/j.amc.2010.09.049_b0085 article-title: Iterative multiuser detection and channel decoding for DS-CDMA using harmony search publication-title: IEEE Signal Processing Letters doi: 10.1109/LSP.2009.2027159 – volume: 65 start-page: 36 issue: 1 year: 2009 ident: 10.1016/j.amc.2010.09.049_b0030 article-title: Optimum design of steel sway frames to BS5950 using harmony search algorithm publication-title: Journal of Constructional Steel Research doi: 10.1016/j.jcsr.2008.02.005 – volume: 1 start-page: 150 issue: 2 year: 2007 ident: 10.1016/j.amc.2010.09.049_b0065 article-title: Harmony search and ecological optimization publication-title: International Journal of Energy and Environment – volume: 136 issue: 6 year: 2010 ident: 10.1016/j.amc.2010.09.049_b0070 article-title: Multiobjective optimization of time-cost trade-off using harmony search publication-title: ASCE Journal of Construction Engineering and Management doi: 10.1061/(ASCE)CO.1943-7862.0000167 – volume: 188 start-page: 1567 issue: 2 year: 2007 ident: 10.1016/j.amc.2010.09.049_b0095 article-title: An improved harmony search algorithm for solving optimization problems publication-title: Applied Mathematics and Computation doi: 10.1016/j.amc.2006.11.033 |
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| SubjectTerms | Algorithms Calculus of variations and optimal control Colonies Exact sciences and technology Harmony search Mathematical analysis Mathematical models Mathematics Numerical analysis Numerical analysis. Scientific computation Numerical methods in mathematical programming, optimization and calculus of variations Numerical methods in optimization and calculus of variations Optimization Parameter-setting-free technique Phenomenon-mimicking algorithms Sciences and techniques of general use Search algorithms Simulated annealing Tabu search |
| Title | Parameter-setting-free harmony search algorithm |
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