Robust Resource Allocation in Future Wireless Networks
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Beschreibung
This book presents state-of-the-art research on robust resource allocation in current and future wireless networks. The authors describe the nominal resource allocation problems in wireless networks and explain why introducing robustness in such networks is desirable. Then, depending on the objectives of the problem, namely maximizing the social utility or the per-user utility, cooperative or competitive approaches are explained and their corresponding robust problems are considered in detail. For each approach, the costs and benefits of robust schemes are discussed and the algorithms for reducing their costs and improving their benefits are presented. Considering the fact that such problems are inherently non-convex and intractable, a taxonomy of different relaxation techniques is presented, and applications of such techniques are shown via several examples throughout the book. Finally, the authors argue that resource allocation continues to be an important issue in future wireless networks, and propose specific problems for future research.
This book presents state-of-the-art research on robust resource allocation in current and future wireless networks. The authors describe the nominal resource allocation problems in wireless networks and explain why introducing robustness in such networks is desirable. Then, depending on the objectives of the problem, namely maximizing the social utility or the per-user utility, cooperative or competitive approaches are explained and their corresponding robust problems are considered in detail. For each approach, the costs and benefits of robust schemes are discussed and the algorithms for reducing their costs and improving their benefits are presented. Considering the fact that such problems are inherently non-convex and intractable, a taxonomy of different relaxation techniques is presented, and applications of such techniques are shown via several examples throughout the book. Finally, theauthors argue that resource allocation continues to be an important issue in future wireless networks, and propose specific problems for future research.
Explains various applications for robust optimization theory in wireless networks; Describes different approaches for reducing the costs of introducing robustness for allocating resources in wireless networks; Presents advanced mathematical tools for solving NP-hard and intractable robust non-convex optimization problems; Provides an overview of potential applications of robust techniques for resource allocation in future wireless networks. Includes supplementary material: sn.pub/extras
Autor*in
Saeedeh Parsaeefard
Themen in »Robust Resource Allocation in Future Wireless Networks«
Cognitive radio networks Distributed resource allocation Ergodic resource allocation Heterogonous wireless networks Homogenous wireless networks Next-generation wireless Robust optimization theory Wireless networks Worst-case robust optimization