On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems

Joint channel and rate allocation with power minimization in orthogonal frequency-division multiple access (OFDMA) has attracted extensive attention. Most of the research has dealt with the development of suboptimal but low-complexity algorithms. In this paper, the contributions comprise new insight...

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Main Authors: Yuan, Di, Joung, Jingon, Keong Ho, Chin, Sun, Sumei
Format: Others
Language:English
Published: Linköpings universitet, Kommunikations- och transportsystem 2013
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Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-93408
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spelling ndltd-UPSALLA1-oai-DiVA.org-liu-934082013-06-14T03:56:21ZOn Tractability Aspects of Optimal Resource Allocation in OFDMA SystemsengYuan, DiJoung, JingonKeong Ho, ChinSun, SumeiLinköpings universitet, Kommunikations- och transportsystemLinköpings universitet, Tekniska högskolanASTAR, Singapore ASTAR, Singapore ASTAR, Singapore Institute of Electrical and Electronics Engineers (IEEE)2013Orthogonal frequency-division multiple access (OFDMA)resource allocationtractabilityTECHNOLOGYTEKNIKVETENSKAPJoint channel and rate allocation with power minimization in orthogonal frequency-division multiple access (OFDMA) has attracted extensive attention. Most of the research has dealt with the development of suboptimal but low-complexity algorithms. In this paper, the contributions comprise new insights from revisiting tractability aspects of computing the optimum solution. Previous complexity analyses have been limited by assumptions of fixed power on each subcarrier or power-rate functions that locally grow arbitrarily fast. The analysis under the former assumption does not generalize to problem tractability with variable power, whereas the latter assumption prohibits the result from being applicable to well-behaved power-rate functions. As the first contribution, we overcome the previous limitations by rigorously proving the problem's NP-hardness for the representative logarithmic rate function. Next, we extend the proof to reach a much stronger result, namely, that the problem remains NP-hard, even if the channels allocated to each user are restricted to be a consecutive block with given size. We also prove that, under these restrictions, there is a special case with polynomial-time tractability. Then, we treat the problem class where the channels can be partitioned into an arbitrarily large but constant number of groups, each having uniform gain for every individual user. For this problem class, we present a polynomial-time algorithm and provide its optimality guarantee. In addition, we prove that the recognition of this class is polynomial-time solvable. <p>Funding Agencies|Swedish Research Council||Linkoping-Lund Excellence Center in Information Technology||Center for Industrial Information Technology of Linkoping University||</p>Article in journalinfo:eu-repo/semantics/articletexthttp://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-93408doi:10.1109/TVT.2012.2225854ISI:000318515100033IEEE Transactions on Vehicular Technology, 0018-9545, 2013, 62:2, s. 863-873application/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Others
sources NDLTD
topic Orthogonal frequency-division multiple access (OFDMA)
resource allocation
tractability
TECHNOLOGY
TEKNIKVETENSKAP
spellingShingle Orthogonal frequency-division multiple access (OFDMA)
resource allocation
tractability
TECHNOLOGY
TEKNIKVETENSKAP
Yuan, Di
Joung, Jingon
Keong Ho, Chin
Sun, Sumei
On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems
description Joint channel and rate allocation with power minimization in orthogonal frequency-division multiple access (OFDMA) has attracted extensive attention. Most of the research has dealt with the development of suboptimal but low-complexity algorithms. In this paper, the contributions comprise new insights from revisiting tractability aspects of computing the optimum solution. Previous complexity analyses have been limited by assumptions of fixed power on each subcarrier or power-rate functions that locally grow arbitrarily fast. The analysis under the former assumption does not generalize to problem tractability with variable power, whereas the latter assumption prohibits the result from being applicable to well-behaved power-rate functions. As the first contribution, we overcome the previous limitations by rigorously proving the problem's NP-hardness for the representative logarithmic rate function. Next, we extend the proof to reach a much stronger result, namely, that the problem remains NP-hard, even if the channels allocated to each user are restricted to be a consecutive block with given size. We also prove that, under these restrictions, there is a special case with polynomial-time tractability. Then, we treat the problem class where the channels can be partitioned into an arbitrarily large but constant number of groups, each having uniform gain for every individual user. For this problem class, we present a polynomial-time algorithm and provide its optimality guarantee. In addition, we prove that the recognition of this class is polynomial-time solvable. === <p>Funding Agencies|Swedish Research Council||Linkoping-Lund Excellence Center in Information Technology||Center for Industrial Information Technology of Linkoping University||</p>
author Yuan, Di
Joung, Jingon
Keong Ho, Chin
Sun, Sumei
author_facet Yuan, Di
Joung, Jingon
Keong Ho, Chin
Sun, Sumei
author_sort Yuan, Di
title On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems
title_short On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems
title_full On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems
title_fullStr On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems
title_full_unstemmed On Tractability Aspects of Optimal Resource Allocation in OFDMA Systems
title_sort on tractability aspects of optimal resource allocation in ofdma systems
publisher Linköpings universitet, Kommunikations- och transportsystem
publishDate 2013
url http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-93408
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AT joungjingon ontractabilityaspectsofoptimalresourceallocationinofdmasystems
AT keonghochin ontractabilityaspectsofoptimalresourceallocationinofdmasystems
AT sunsumei ontractabilityaspectsofoptimalresourceallocationinofdmasystems
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