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 Multiple Criteria Decision Making for Swarm Optimization. Applications to Operations Management Models
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Multiple Criteria Decision Making for Swarm Optimization. Applications to Operations Management Models

автор Ahmed E.K. издательство Книга по Требованию Прочие виды транспорта
Cтраниц 200        мягкая обложка       
Аннотация:A multi-criterion decision making process (MCDM) is employed to update positions of swarm members in the problem space. Results and comparisons show that the technique outperforms the traditional particle swarm optimizer (PSO). Adaptive responses are reflected on the way agents move inside the problem domain. In this work, members of the swarm are represented by agents that enjoy a certain degree of freewill to respond adaptively to changes on the states of their swarm mates. This book presents a new formulation for the swarm optimization technique as a system of autonomous agents. The proposed technique is based on an intimate understanding of swarms and animal aggregations in an attempt to simulate cognitive thinking of their members. The overall decision making process is made to promote both fitness and diversity. Criteria are then standardized by means of fuzzy sets. Levenshtien edit distance is used to measure the distance between agents in the genotype space. Fitness and diversity characterize the decision criteria that are used to measure the performance of each alternative. Fuzzified values of criteria are aggregated by the fuzzy ordered weighted average (OWA) to reach a single evaluation function. The dynamic balance between gregarious and social intolerance behaviors demonstrated by social animals is used to form the swarm and keep its persistence. Also, a comparison of the proposed technique with the standard genetic algorithm (SGA) shows that comparable results can be obtained. Results show that the proposed technique outperforms other techniques included in the comparison in almost all the tested problems. The proposed technique is tested using the traveling salesmen (TSP) and quadratic assignment problems (QAP). A comparison of the performance with the simple evolutionary algorithm SEA and many other particle swarm variants is also carried out. An extension of the proposed technique is also proposed to solve optimization problems with continuous variables. Decision making alternatives are defined from the set of basic behaviors. For this class of optimization, a large set of diverse benchmark problems is used to test the proposed technique. A new set of basic behaviors is defined, namely imitation, memory retrieval, momentum, and play.
Автор: Ahmed E.K.
Издательство: Книга по Требованию
Год:2010
Цена:
2783 руб
Нет в наличии
Поиск: Multiple Criteria Decision Making for Swarm Optimization. Applications to Operations Management Models
НОВЫЙ ГОД СИМВОЛ 2013 ГОДАУКРАШЕНИЯ
КАРНАВАЛ НА НОВЫЙ ГОД РАСПРОДАЖА
Ортомолекулярная медицина Orthomol Устрание причин заболеваний. Ортомоль это новый метод для лечения и профилактики болезней. Orthomol - ортомолекулярная медицина.
Russia and the international economy

Alo gside wi h o her provisio s his program shall embrace cus oms ariff ra es pla ed for he year i ques io as well as he ba d of heir possible fluc ua io , hus maki g he foreig rade more predic able. he Gover me has he righ o i roduce expor a d impor qua i a ive res ric io s o a io al securi y grou ds, o comply wi h i er a io al agreeme s or o pro ec he domes ic marke , however, hese measures shall be a ou ced o less ha 3 mo hs prior o heir ac ual i roduc io . he law e visages a possibili y o i roduce s a e mo opoly for rade i cer ai produc s. I his case a special procedure of lice si g impor a d expor opera io s exclusively o s a e-ow ed e erprises shall be applied.  As he above me io ed law was effec ua ed, he Commissio of he RF Gover me o Safeguard Measures i Foreig rade became fully legi ima e a d i December i received "Procedures of I ves iga io Prior o Applica io of Safeguard Measures" approved by he MFER (Russ.abbr. MVES). A possibili y o apply safeguard measures agai s compe i ive impor ed produc s complies wi h usual prac ices applicable i he world rade.
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