Comparison of Two Optimization Techniques for Channel Assignment in Cellular Radio Network
نویسندگان
چکیده
The channel assignment problem has become increasingly important in mobile telephone communication. Since the usable range of the frequency spectrum is limited, the optimal assignment problem of channels has become increasingly important. Two optimization methods, the neu-ral networks and the genetic algorithms are applied for the channel assignment problem. To avoid falling into the local minima in the neural networks, certain techniques such as the forced assignment and the changing cell list order, are used. In the genetic algorithms approach, the proper genetic operators are developed. All three constraints are also considered for the channel assignments: the co-channel constraint, the adjacent channel constraint and the co-site channel constraint. As simulation results, the average iteration (or generation) numbers, the convergence rates and the cpu times according to the various techniques for the two approaches are presented and compared.
منابع مشابه
Interference-Aware and Cluster Based Multicast Routing in Multi-Radio Multi-Channel Wireless Mesh Networks
Multicast routing is one of the most important services in Multi Radio Multi Channel (MRMC) Wireless Mesh Networks (WMN). Multicast routing performance in WMNs could be improved by choosing the best routes and the routes that have minimum interference to reach multicast receivers. In this paper we want to address the multicast routing problem for a given channel assignment in WMNs. The channels...
متن کاملA Novel Multicast Tree Construction Algorithm for Multi-Radio Multi-Channel Wireless Mesh Networks
Many appealing multicast services such as on-demand TV, teleconference, online games and etc. can benefit from high available bandwidth in multi-radio multi-channel wireless mesh networks. When multiple simultaneous transmissions use a similar channel to transmit data packets, network performance degrades to a large extant. Designing a good multicast tree to route data packets could enhance the...
متن کاملA New Method based on Intelligent Water Drops for Multicast Routing in Wireless Mesh Networks
In recent years a new type of wireless networks named wireless mesh networks has drawn the attention of researchers. In order to increase the capacity of mesh network, nodes are equipped with multiple radios tuned on multiple channels emerging multi radio multi channel wireless mesh networks. Therefore, the main challenge of these networks is how to properly assign the channels to the radios. O...
متن کاملA Two-Threshold Guard Channel Scheme for Minimizing Blocking Probability in Communication Networks
In this paper, we consider the call admission problem in cellular network with two classes of voice users. In the first part of paper, we introduce a two-threshold guard channel policy and study its limiting behavior under the stationary traffic. Then we give an algorithm for finding the optimal number of guard channels. In the second part of this paper, we give an algorithm, which minimizes th...
متن کاملSolving Channel Assignment Problems for Cellular Radio Networks Using Transiently Chaotic Neural Networks
The channel-assignment problem (CAP) in cellular radio networks is known to belong to the class of NPcomplete optimization problems. Many heuristic techniques including Hopfield neural networks (HNN) have been devised for solving the CAP. However, HNNs often suffer from local minima. On the other hand, a recently proposed transiently chaotic neural network (TCNN) has been successfully used in s...
متن کامل