Solving the Sum-of-Ratios Problem byStochastic Search Algorithm
碩士 === 國立成功大學 === 數學系應用數學碩博士班 === 93 === In spite of recent progress in fractional programming, the sum-of-ratios problem remains untoward. Freund and Jarre proved that this is an NP-complete problem. Most of the existing methods overcome the difficulty using the determ...
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ndltd-TW-093NCKU55070052017-06-05T04:45:18Z http://ndltd.ncl.edu.tw/handle/02654251841867886727 Solving the Sum-of-Ratios Problem byStochastic Search Algorithm 藉由隨機演算法解比值和函數問題 Wei-Ying Wu 吳韋瑩 碩士 國立成功大學 數學系應用數學碩博士班 93 In spite of recent progress in fractional programming, the sum-of-ratios problem remains untoward. Freund and Jarre proved that this is an NP-complete problem. Most of the existing methods overcome the difficulty using the deterministic type of algorithms, particularly the branch-and-bound method. They can solve only the sum of a few ratios. In this paper, we propose a new approach using the stochastic search algorithm by Birbil, Fang and Sheu. It computes each sample point by solving a single ratio problem and then moves the sample points according to randomly controlled interacting ``electromagnetic' forces. To test, we perform numerical experiments on problems up to the sum of sixteen linear ratios and the results are very positive. Ruey-Lin Sheu 許瑞麟 2005 學位論文 ; thesis 34 en_US |
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碩士 === 國立成功大學 === 數學系應用數學碩博士班 === 93 === In spite of recent progress in fractional programming, the sum-of-ratios problem remains untoward. Freund and Jarre proved that this is an NP-complete problem. Most of the existing methods overcome the difficulty using the deterministic type of algorithms, particularly the branch-and-bound method. They can solve only the sum of a few ratios. In this paper, we propose a new approach using the stochastic search algorithm by Birbil, Fang and Sheu. It computes each sample point by solving a single ratio problem and then moves the sample points according to randomly controlled interacting ``electromagnetic' forces. To test, we perform numerical experiments on problems up to the sum of sixteen linear ratios and the results are very positive.
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Ruey-Lin Sheu |
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Ruey-Lin Sheu Wei-Ying Wu 吳韋瑩 |
author |
Wei-Ying Wu 吳韋瑩 |
spellingShingle |
Wei-Ying Wu 吳韋瑩 Solving the Sum-of-Ratios Problem byStochastic Search Algorithm |
author_sort |
Wei-Ying Wu |
title |
Solving the Sum-of-Ratios Problem byStochastic Search Algorithm |
title_short |
Solving the Sum-of-Ratios Problem byStochastic Search Algorithm |
title_full |
Solving the Sum-of-Ratios Problem byStochastic Search Algorithm |
title_fullStr |
Solving the Sum-of-Ratios Problem byStochastic Search Algorithm |
title_full_unstemmed |
Solving the Sum-of-Ratios Problem byStochastic Search Algorithm |
title_sort |
solving the sum-of-ratios problem bystochastic search algorithm |
publishDate |
2005 |
url |
http://ndltd.ncl.edu.tw/handle/02654251841867886727 |
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