A novel optimization algorithm inspired by the creative thinking process

Verfasser / Beitragende:
[Xiang Feng, Ru Zou, Huiqun Yu]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/10(2015-10-01), 2955-2972
Format:
Artikel (online)
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024 7 0 |a 10.1007/s00500-014-1459-6  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1459-6 
245 0 2 |a A novel optimization algorithm inspired by the creative thinking process  |h [Elektronische Daten]  |c [Xiang Feng, Ru Zou, Huiqun Yu] 
520 3 |a Creative thinking, which plays an essential role in the progress of human society, has an outstanding problem-solving ability. This paper presents a novel creativity-oriented optimization model (COOM) and algorithm (COOA) inspired by the creative thinking process. At first, COOM is constructed by simplifying the procedure of creative thinking while retaining its main characteristics. And then, COOA is presented for continuous optimization problems. It is a realization of COOM. As a new nature-inspired algorithm, COOA is different from other similar algorithms in terms of the basic principle, mathematical formalization and properties. Features of the COOM and the corresponding algorithm include a powerful processing ability for the complex problems, namely high-dimensional, highly nonlinear and random problems. The proposed approach also has the advantages in terms of the higher intelligence, effectiveness, parallelism and lower computation complexity. The properties of COOA, including convergence and parallelism, are discussed in detail. The numerous simulations on the CEC-2013 real-parameter optimization benchmark functions' problems have shown the effectiveness and parallelism of the proposed approach. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Creativity-oriented optimization algorithm  |2 nationallicence 
690 7 |a Nature-inspired algorithm  |2 nationallicence 
690 7 |a Creative thinking  |2 nationallicence 
690 7 |a Numerical function optimization  |2 nationallicence 
700 1 |a Feng  |D Xiang  |u Department of Computer Science and Engineering, China University of Science and Technology, Meilong Road 130, 200237, Shanghai, People's Republic of China  |4 aut 
700 1 |a Zou  |D Ru  |u Department of Computer Science and Engineering, China University of Science and Technology, Meilong Road 130, 200237, Shanghai, People's Republic of China  |4 aut 
700 1 |a Yu  |D Huiqun  |u Department of Computer Science and Engineering, China University of Science and Technology, Meilong Road 130, 200237, Shanghai, People's Republic of China  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/10(2015-10-01), 2955-2972  |x 1432-7643  |q 19:10<2955  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1459-6  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00500-014-1459-6  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Feng  |D Xiang  |u Department of Computer Science and Engineering, China University of Science and Technology, Meilong Road 130, 200237, Shanghai, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Zou  |D Ru  |u Department of Computer Science and Engineering, China University of Science and Technology, Meilong Road 130, 200237, Shanghai, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Yu  |D Huiqun  |u Department of Computer Science and Engineering, China University of Science and Technology, Meilong Road 130, 200237, Shanghai, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/10(2015-10-01), 2955-2972  |x 1432-7643  |q 19:10<2955  |1 2015  |2 19  |o 500