Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm
ISM (industrial scientific and medical) bands where wireless sensor network works faced with the shortage of spectrum resources problems.Aimed at this case,dynamic spectrum allocation in cognitive radio technology was applied in wireless sensor network.A dynamic frequency spectrum allocation scheme...
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Language: | zho |
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Beijing Xintong Media Co., Ltd
2017-08-01
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Series: | Dianxin kexue |
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Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017217/ |
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author | Chang CAI Yafang WANG Bingmei MIAO Hui JIANG |
author_facet | Chang CAI Yafang WANG Bingmei MIAO Hui JIANG |
author_sort | Chang CAI |
collection | DOAJ |
description | ISM (industrial scientific and medical) bands where wireless sensor network works faced with the shortage of spectrum resources problems.Aimed at this case,dynamic spectrum allocation in cognitive radio technology was applied in wireless sensor network.A dynamic frequency spectrum allocation scheme was proposed.The algorithm was a modified adaptive genetic algorithm which was based on graph coloring model.In addition,the objective functions of the algorithm were maximum bandwidth gains and minimum spectrum handoff,besides,in the crossover and mutation process,adaptive crossover probability and mutation probability was used instead of the fixed.Experimental results confirm that compared with the traditional genetic algorithm and color sensitive graph coloring algorithm,the proposed algorithm can achieve the expected goal of improving the spectral efficiency and reducing energy consumption. |
format | Article |
id | doaj-art-8dffb6bacc43487d809e4880c7b786db |
institution | Kabale University |
issn | 1000-0801 |
language | zho |
publishDate | 2017-08-01 |
publisher | Beijing Xintong Media Co., Ltd |
record_format | Article |
series | Dianxin kexue |
spelling | doaj-art-8dffb6bacc43487d809e4880c7b786db2025-01-15T03:12:19ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012017-08-0133859359600673Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithmChang CAIYafang WANGBingmei MIAOHui JIANGISM (industrial scientific and medical) bands where wireless sensor network works faced with the shortage of spectrum resources problems.Aimed at this case,dynamic spectrum allocation in cognitive radio technology was applied in wireless sensor network.A dynamic frequency spectrum allocation scheme was proposed.The algorithm was a modified adaptive genetic algorithm which was based on graph coloring model.In addition,the objective functions of the algorithm were maximum bandwidth gains and minimum spectrum handoff,besides,in the crossover and mutation process,adaptive crossover probability and mutation probability was used instead of the fixed.Experimental results confirm that compared with the traditional genetic algorithm and color sensitive graph coloring algorithm,the proposed algorithm can achieve the expected goal of improving the spectral efficiency and reducing energy consumption.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017217/cognitive radio sensor networkgenetic algorithmgraph coloringdynamic spectrum allocation |
spellingShingle | Chang CAI Yafang WANG Bingmei MIAO Hui JIANG Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm Dianxin kexue cognitive radio sensor network genetic algorithm graph coloring dynamic spectrum allocation |
title | Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm |
title_full | Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm |
title_fullStr | Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm |
title_full_unstemmed | Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm |
title_short | Dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm |
title_sort | dynamic spectrum allocation for cognitive radio sensor networks based on improved genetic algorithm |
topic | cognitive radio sensor network genetic algorithm graph coloring dynamic spectrum allocation |
url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017217/ |
work_keys_str_mv | AT changcai dynamicspectrumallocationforcognitiveradiosensornetworksbasedonimprovedgeneticalgorithm AT yafangwang dynamicspectrumallocationforcognitiveradiosensornetworksbasedonimprovedgeneticalgorithm AT bingmeimiao dynamicspectrumallocationforcognitiveradiosensornetworksbasedonimprovedgeneticalgorithm AT huijiang dynamicspectrumallocationforcognitiveradiosensornetworksbasedonimprovedgeneticalgorithm |