Publication | Closed Access
Message Passing Resource Allocation for the Uplink of Multi-Carrier Multi-Format Systems
32
Citations
26
References
2011
Year
Multi-carrier CommunicationCross-layer OptimizationEngineeringMulti-access NetworkCommunication EngineeringEdge ComputingMessage PassingMulti-carrier Multi-format SystemsComputer EngineeringCooperative DiversitySystems EngineeringDynamic Programming FormulaChannel Access MethodResource AllocationCombinatorial OptimizationDevice-to-deviceWireless Cooperative NetworkOperations Research
We propose two novel distributed resource allocation (RA) schemes for the uplink of a cellular multi-carrier multi-format system based on the message passing (MP) technique. In the proposed approaches each transmitter iteratively sends and receives information messages to/from the base station with the goal of achieving an optimal RA strategy. The exchanged messages are the solution of small distributed allocation problems. Hence, despite the NP-hardness of the original RA problem, they distribute the computational effort in the cell among all the transmitters and the base station. Specifically, the first algorithm combines MP with a dynamic programming formula solved at each step, while the second method initially solves to optimality a simplified single-format RA via MP, and eventually performs format allocation to satisfy the rate constraints. Compared to alternatives, numerical results assess the validity of MP-based schemes both in terms of efficiency and complexity.
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