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portada Dynamic Network Formation Using Ant Colony Optimization
Type
Physical Book
Publisher
Language
English
Pages
318
Format
Paperback
Dimensions
24.6 x 18.9 x 1.7 cm
Weight
0.57 kg.
ISBN13
9781288397464

Dynamic Network Formation Using Ant Colony Optimization

Steven C. Oimoen (Author) · Biblioscholar · Paperback

Dynamic Network Formation Using Ant Colony Optimization - Oimoen, Steven C.

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Synopsis "Dynamic Network Formation Using Ant Colony Optimization"

This research presents three contributions for solving highly dynamic (i.e. drastic change within the network) Multi-commodity Capacitated Network Design Problems (MCNDPs) resulting in a distributed multi-agent network design algorithm. The first contribution incorporates an Ant Colony Optimization (ACO) algorithm Ant Colony System (ACS) to solve the static MCNDP with weak constraints. Second, a new algorithm is developed and has the capability to dynamically adjust its exploration parameter of the solution space. This enhanced algorithm converges quickly and automatically adjusts to the dynamically changing network environment. Third, a distributed approach is created replacing the previous centralized solver.

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