MIMO B-MAC Interference Network Optimization under Rate Constraints by Polite Water-filling and Duality
arXiv:1007.0982 · doi:10.1109/TSP.2010.2088394
Abstract
We take two new approaches to design efficient algorithms for transmitter optimization under rate constraints, to guarantee the Quality of Service in general MIMO interference networks, which is a combination of multiple interfering broadcast channels (BC) and multiaccess channels (MAC) and is named B-MAC Networks. Two related optimization problems, maximizing the minimum of weighted rates under a sum-power constraint and minimizing the sum-power under rate constraints, are considered. The first approach takes advantage of existing efficient algorithms for SINR problems by building a bridge between rate and SINR through the design of optimal mappings between them. The approach can be applied to other optimization problems as well. The second approach employs polite water-filling, which is the optimal network version of water-filling that we recently found. It replaces most generic optimization algorithms currently used for networks and reduces the complexity while demonstrating superior performance even in non-convex cases. Both centralized and distributed algorithms are designed and the performance is analyzed in addition to numeric examples.
30 pages, 8 figures, and 5 tables. Submitted to IEEE Transactions on Signal Processing, Jun. 2010
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- MIMO B-MAC Interference Network Optimization under Rate Constraints by Polite Water-filling and Duality
- Duality and Optimization for Generalized Multi-hop MIMO Amplify-and-Forward Relay Networks with Linear Constraints
- Unified Framework of KKT Conditions Based Matrix Optimizations for MIMO Communications
- Asymptotic Scaling Laws of Wireless Adhoc Network with Physical Layer Caching
- SINR Constrained Beamforming for a MIMO Multi-user Downlink System
- Dual Link Algorithm for the Weighted Sum Rate Maximization in MIMO Interference Channels