Title :
Traffic management of a satellite communication network using stochastic optimization
Author :
Ansari, Nirwan ; Arulambalam, Ambalavanar ; Balasekar, Santhalingam
Author_Institution :
Dept. of Electr. & Comput. Eng., New Jersey Inst. of Technol., Newark, NJ, USA
fDate :
5/1/1996 12:00:00 AM
Abstract :
The performance of nonhierarchical circuit switched networks at moderate load conditions is improved when alternate routes are made available. Alternate routes, however, introduce instability under heavy and overloaded conditions, and under these load conditions network performance is found to deteriorate. To alleviate this problem, a control mechanism is used where, a fraction of the capacity of each link is reserved for direct routed calls. In this work, a traffic management scheme is developed to enhance the performance of a mesh-connected, circuit-switched satellite communication network. The network load is measured and the network is continually adapted by reconfiguring the map to suit the current traffic conditions. The routing is performed dynamically. The reconfiguration of the network is done by properly allocating the capacity of each link and placing an optimal reservation on each link. The optimization is done by using two neural network-based optimization techniques: simulated annealing and mean field annealing. A comparative study is done between these two techniques. The results from the simulation study show that this method of traffic management performs better than the pure dynamic routing with a fixed configuration
Keywords :
circuit switching; neural nets; optimal control; satellite communication; simulated annealing; stochastic programming; stochastic systems; telecommunication congestion control; telecommunication network management; telecommunication network routing; telecommunication traffic; direct routed calls; instability; map reconfiguration; mean field annealing; mesh-connected circuit-switched satellite communication network; moderate load conditions; neural network-based optimization techniques; nonhierarchical circuit switched networks; routing; satellite communication network; simulated annealing; stochastic optimization; traffic management; Communication switching; Communication system control; Communication system traffic control; Current measurement; Routing; Satellite communication; Simulated annealing; Switching circuits; Telecommunication traffic; Traffic control;
Journal_Title :
Neural Networks, IEEE Transactions on