On the use of immune clonal optimization for joint subcarrier and power allocation in OFDMA with proportional fairness rate
SUMMARY Resource allocation in orthogonal frequency division multiple access is a constraint optimization problem. In this paper, we concentrate on maximizing both the sum capacity and proportional fairness rate among users. The optimization model of resource allocation is formulated and then an imm...
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Published in | International journal of communication systems Vol. 26; no. 10; pp. 1273 - 1287 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Chichester
Blackwell Publishing Ltd
01.10.2013
Wiley Subscription Services, Inc |
Subjects | |
Online Access | Get full text |
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Summary: | SUMMARY
Resource allocation in orthogonal frequency division multiple access is a constraint optimization problem. In this paper, we concentrate on maximizing both the sum capacity and proportional fairness rate among users. The optimization model of resource allocation is formulated and then an immune clonalbased algorithm is proposed for it. The resource allocation is solved by separating the subcarrier and power allocation in two steps. Suitable immune operators are designed, such as clonal, mutation, Baldwin learning, selection and so on. Experiments show that, compared with the previous methods, the proposed algorithm obtains higher sum capacity with comparable computational complexity, and keeps the proportional rate more fairly among users. Copyright © 2012 John Wiley & Sons, Ltd.
The optimization model of resource allocation is formulated and then an immune clonal‐based algorithm is proposed for it. The resource allocation is solved by separating the subcarrier and power allocation in two steps. Experiments show that, compared with the previous methods, the proposed algorithm obtains higher sum capacity with comparable computational complexity, and keeps the proportional rate more fairly among |
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Bibliography: | National Natural Science Foundation of China - No. 61001202; No. 61003199; No. 61072139 istex:0E45991603E8B7CE8DFEB8652C6109AC0F6C0672 ark:/67375/WNG-81SP2HSK-D ArticleID:DAC1395 National High Technology Research and Development Program (863 Program) of China - No. 2009AA12Z210 National Research Foundation for the Doctoral Program of Higher Education of China - No. 20090203120016; No. 20100203120008 |
ISSN: | 1074-5351 1099-1131 |
DOI: | 10.1002/dac.1395 |