Discrete Optimization Algorithm Based on Probability Distribution with Transformation of Target Values
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| Publicat a: | Programming and Computer Software vol. 50, no. 6 (Dec 2024), p. 445 |
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| Autor principal: | |
| Publicat: |
Springer Nature B.V.
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| Matèries: | |
| Accés en línia: | Citation/Abstract Full Text Full Text - PDF |
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| 001 | 3130548251 | ||
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| 022 | |a 0361-7688 | ||
| 022 | |a 1608-3261 | ||
| 024 | 7 | |a 10.1134/S0361768824700312 |2 doi | |
| 035 | |a 3130548251 | ||
| 045 | 2 | |b d20241201 |b d20241231 | |
| 100 | 1 | |a Sarin, K. S. |u Tomsk State University of Control Systems and Radioelectronics, Tomsk, Russia (GRID:grid.440738.c) (ISNI:0000 0000 9460 4294) | |
| 245 | 1 | |a Discrete Optimization Algorithm Based on Probability Distribution with Transformation of Target Values | |
| 260 | |b Springer Nature B.V. |c Dec 2024 | ||
| 513 | |a Journal Article | ||
| 520 | 3 | |a Problems of search optimization in a discrete space, particularly, in a binary space where a variable can take only two values, are of great practical importance. This paper proposes a new population-based discrete optimization algorithm that uses probability distributions of variables. The distributions determine the probability of taking one or another discrete value and are generated by transforming target values of solutions into their weight coefficients. The performance of the algorithm is evaluated using unimodal and multimodal test functions with binary variables. The experimental results demonstrate the high efficiency of the proposed algorithm in terms of convergence rate and stability. | |
| 653 | |a Design | ||
| 653 | |a Algorithms | ||
| 653 | |a Probability | ||
| 653 | |a Integer programming | ||
| 653 | |a Embedded systems | ||
| 653 | |a Methods | ||
| 653 | |a Optimization algorithms | ||
| 653 | |a Genetic algorithms | ||
| 653 | |a Efficiency | ||
| 653 | |a Optimization | ||
| 773 | 0 | |t Programming and Computer Software |g vol. 50, no. 6 (Dec 2024), p. 445 | |
| 786 | 0 | |d ProQuest |t Advanced Technologies & Aerospace Database | |
| 856 | 4 | 1 | |3 Citation/Abstract |u https://www.proquest.com/docview/3130548251/abstract/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text |u https://www.proquest.com/docview/3130548251/fulltext/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text - PDF |u https://www.proquest.com/docview/3130548251/fulltextPDF/embedded/6A8EOT78XXH2IG52?source=fedsrch |