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The edge-set encoding is a direct tree encoding which applies search oper-ators directly to trees represented as sets of edges. There are two variantsof crossover operators for the edge-set encoding: With heuristics that con-sider the weights of the edges, or without heuristics. Due to a strong...
Persistent link: https://www.econbiz.de/10005868145
Metaheuristics, such as evolutionary algorithms or simulated annealing,are widely applicable heuristic optimization strategies that have shownencouraging results for a large number of diffcult optimization problems.To show high performance, metaheuristics need to be adapted to theproperties of...
Persistent link: https://www.econbiz.de/10005868130
The edge-set encoding is a direct tree representation which directly representstrees as sets of edges. There are two variants of the edge-set encoding:the edge-set encoding without heuristics, and the edge-set encoding withheuristics. An investigation into the bias of the edge-set encoding...
Persistent link: https://www.econbiz.de/10005868132
The optimal communication spanning tree (OCST) problemis a well known NP-hard combinatorial optimizationproblem which seeks a spanning tree that satisfies all givencommunication requirements for minimal total costs. Ithas been shown that optimal solutions of OCST problemsare biased towards the...
Persistent link: https://www.econbiz.de/10005868039
Until recently, multidimensional knapsack problems (MDKP)and winner determination problems (WDP) have been studiedindependently of each other, although WDPs can bemodelled as MDKPs. State-of-the-art optimization methodsfor WDPs are exact algorithms whereas MDKPs aremainly solved using heuristics...
Persistent link: https://www.econbiz.de/10005868041
The edge-set encoding is a direct encoding for trees which directly representstrees as sets of edges. In contrast to indirect representations, whereusually standard operators are applied to a list of strings and the resultingphenotype is constructed by an appropriate genotype-phenotypemapping,...
Persistent link: https://www.econbiz.de/10005868144
For the reliable communication network design (RCND) problem links areunreliable and for each link several options are available with dierent reliabilitiesand costs. The goal is to nd a cost-minimal communicationnetwork design that satises a pre-dened overall reliability constraint.This paper...
Persistent link: https://www.econbiz.de/10005868148
When using gentic and evolutionary algorithms (GEAs) for the optimal communication spanning problem, the design of a suitable tree network encoding is crucial for finding good solutions. The link and node biased (LNB) encoding represents the structure of a tree network using a weighted vector...
Persistent link: https://www.econbiz.de/10005868207
This paper adresses the optimization of telecommunication networks for a multi-period horizon. Four heuristics are presented to cope with the problem to minimize the overall costsfor a network over several periods. For the minimization of cost we use a simple genetic algorithm (GE).[...]
Persistent link: https://www.econbiz.de/10005868210
The most important element in the design of a decoder-based evolutionary algorithmis its genotypic representation. The genotype-decoder pair must exhibit efficiency, locality, and heritability to enable effective evolutionary search.[...]
Persistent link: https://www.econbiz.de/10005868212