{"product_id":"genetic-algorithms-for-topology-control-problems-von-cem-sahin","title":"Genetic Algorithms for Topology Control Problems","description":"\u003cp\u003eThis book present a bio-inspired topology control  mechanism, force-based genetic algorithm (FGA),  where a GA is run by each mobile node to achieve a  uniform spread of nodes and to provide a fully  connected network over an unknown area. We provide a  formal analysis of FGA in terms of convergence  speed, uniformity at area coverage, and Lyapunov  stability theorem. This work also emphasizes the use  of nodes to achieve a uniform distribution over an  unknown terrain without a priori information. In  contrast, each node running our FGA has to make its  own movement direction and speed decisions based on  local neighborhood information, such as obstacles  and the number of neighbors, without a centralized  control unit or global knowledge. The stochastic  behavior of FGA makes it difficult to analyze its  convergence speed. We built metrically transitive  homogeneous and inhomogeneous Markov chain models to  analyze the convergence of our FGA with respect to  the communication ranges of mobile nodes and the  total number of nodes in the system. The Dobrushin  contraction coefficient of ergodicity is used for  measuring convergence speed for the Markov chain  models of our FGA.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783844309027\"\u003e\u003ch3\u003eDesign and Performance Analysis of Genetic Algorithms for Topology Control Problems\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783844309027","offer_id":39470046543965,"sku":"9783844309027","price":59.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/a7145af1-ab7d-404a-b6c6-51109a8994bd.jpg?v=1758775500","url":"https:\/\/shop.autorenwelt.de\/en\/products\/genetic-algorithms-for-topology-control-problems-von-cem-sahin","provider":"Autorenwelt Shop","version":"1.0","type":"link"}