Abstract
Design of energy efficient protocols for modern wireless systems has become an important area of research. In this paper, we propose a distributed optimization algorithm for the channel assignment problem for multiple interfering transceiver pairs that cannot communicate with each other. We first modify the auction algorithm for maximal energy efficiency and show that the problem can be solved without explicit message passing using the carrier sense multiple access (CSMA) protocol. We then develop a novel scheme by converting the channel assignment problem into perfect matchings on bipartite graphs. The proposed scheme improves the energy efficiency and does not require any explicit message passing or a shared memory between the users. We derive bounds on the convergence rate and show that the proposed algorithm converges faster than the distributed auction algorithm and achieves near-optimal performance under Rayleigh fading channels. We also present an asymptotic performance analysis of the fast matching algorithm for energy efficient resource allocation and prove the optimality for a large enough number of users and number of channels. Finally, we provide numerical assessments that confirm the faster convergence of the proposed algorithm compared to the distributed auction algorithm.
Original language | English |
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Article number | 8796392 |
Pages (from-to) | 1152-1166 |
Number of pages | 15 |
Journal | IEEE Transactions on Green Communications and Networking |
Volume | 3 |
Issue number | 4 |
DOIs | |
State | Published - Dec 2019 |
Bibliographical note
Publisher Copyright:© 2017 IEEE.
Funding
Manuscript received December 21, 2018; revised June 26, 2019; accepted July 30, 2019. Date of publication August 13, 2019; date of current version November 20, 2019. This work was supported by the German–Israel Foundation for Scientific Research and Development under Grant I-1243-406.10. The work of S. M. Zafaruddin was supported by the Israeli Planning and Budget Committee (PBC) Post-Doctoral Fellowship (2016–2018). The work of E. Jorswieck was supported in part by DFG under Grant JO 801/23-1. A preliminary work for sum-rate optimization was presented at the IEEE 18th International Conference on Digital Signal Processing (DSP), Fira, Greece, July 1-3, 2013 [1]. The associate editor coordinating the review of this article and approving it for publication was C. Verikoukis. (Corresponding author: S. M. Zafaruddin.) O. Naparstek was with the Faculty of Engineering, Bar-Ilan University, Ramat-Gan 52900, Israel. He is now with Rafael Advanced Defense Systems Ltd., Haifa 31021, Israel (e-mail: [email protected]).
Funders | Funder number |
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Israeli Planning and Budget Committee | |
Deutsche Forschungsgemeinschaft | JO 801/23-1 |
German-Israeli Foundation for Scientific Research and Development | I-1243-406.10 |
Planning and Budgeting Committee of the Council for Higher Education of Israel |
Keywords
- Auction algorithm
- Rayleigh fading channel
- bipartite graph
- channel assignment
- distributed protocol
- energy efficiency (EE)
- linear programming
- multi-access channel
- wireless networks