Title :
Optimal Cell Clustering and Activation for Energy Saving in Load-Coupled Wireless Networks
Author :
Lei Lei ; Di Yuan ; Chin Keong Ho ; Sumei Sun
Author_Institution :
Dept. of Sci. & Technol., Linkoping Univ., Linkoping, Sweden
Abstract :
Optimizing activation and deactivation of base station transmissions provides an instrument for improving energy efficiency in cellular networks. In this paper, we study the problem of performing cell clustering and setting the activation time of each cluster, with the objective of minimizing the sum energy, subject to a time constraint of serving the users´ traffic demand. Our optimization framework accounts for inter-cell interference, and, thus, the users´ achievable rates depend on cluster formation. We provide mathematical formulations and analysis, and prove the problem´s NP hardness. For problem solution, we first apply an optimization method that successively augments the set of variables under consideration, with the capability of approaching global optimum. Then, we derive a second solution algorithm to deal with the trade-off between optimality and the combinatorial nature of cluster formation. Numerical results demonstrate that our solutions achieve more than 40% energy saving over existing schemes, and that the solutions we obtain are within a few percent of deviation from global optimum.
Keywords :
cellular radio; computational complexity; mathematical analysis; minimisation; pattern classification; radio networks; radiofrequency interference; telecommunication traffic; NP hardness problem; activation optimization; activation time; base station transmissions; cellular networks; cluster formation; deactivation optimization; energy efficiency improvement; energy saving; intercell interference; load-coupled wireless networks; mathematical analysis; mathematical formulations; optimal cell activation; optimal cell clustering; sum energy minimization; users traffic demand; Indexes; Interference; Mathematical model; Quality of service; Resource management; Scheduling; Signal to noise ratio; Cell activation; cell activation; cell clustering; column generation; energy minimization; load coupling;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2015.2449295