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基于向量机学习算法的多模式分类器的研究及改进
  • ISSN号:1007-449X
  • 期刊名称:电机与控制学报
  • 时间:2013.1.15
  • 页码:114-118
  • 分类:TP393[自动化与计算机技术—计算机应用技术;自动化与计算机技术—计算机科学与技术]
  • 作者机构:College of Information and Communication Engineering, Harbin Engineering University, Harbin 150001, China
  • 相关基金:Sponsored by the National Natural Science Foundation of China(Grant No.61175126); National Research Foundation for the Doctoral Program of Higher Education of China(Grant No.20112304110009); the Fundamental Research Funds for the Central Universities of China(Grant No.HEUCFZ1209)
  • 相关项目:基于云差分进化算法的高维多目标优化算法研究
中文摘要:

Coverage control for each sensor is based on a 2D directional sensing model in directional sensor networks conventionally. But the 2D model cannot accurately characterize the real environment. In order to solve this problem,a new 3D directional sensor model and coverage enhancement algorithm is proposed. We can adjust the pitch angle and deviation angle to enhance the coverage rate. And the coverage enhancement algorithm is based on an improved gravitational search algorithm. In this paper the two improved strategies of GSA are directional mutation strategy and individual evolution strategy. A set of simulations show that our coverage enhancement algorithm has a good performance to improve the coverage rate of the wireless directional sensor network on different number of nodes,different virtual angles and different sensing radius.

英文摘要:

Coverage control for each sensor is based on a 2D directional sensing model in directional sensor networks conventionally. But the 2D model cannot accurately characterize the real environment. In order to solve this problem,a new 3D directional sensor model and coverage enhancement algorithm is proposed. We can adjust the pitch angle and deviation angle to enhance the coverage rate. And the coverage enhancement algorithm is based on an improved gravitational search algorithm. In this paper the two improved strategies of GSA are directional mutation strategy and individual evolution strategy. A set of simulations show that our coverage enhancement algorithm has a good performance to improve the coverage rate of the wireless directional sensor network on different number of nodes,different virtual angles and different sensing radius.

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期刊信息
  • 《电机与控制学报》
  • 中国科技核心期刊
  • 主管单位:黑龙江教育厅
  • 主办单位:哈尔滨理工大学
  • 主编:戈宝军
  • 地址:哈尔滨市南岗区学府路52号
  • 邮编:150080
  • 邮箱:djkz-emc@188.com
  • 电话:0451-86396392
  • 国际标准刊号:ISSN:1007-449X
  • 国内统一刊号:ISSN:23-1408/TM
  • 邮发代号:14-46
  • 获奖情况:
  • 中文核心期刊,中国科技论文统计源期刊
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  • 俄罗斯文摘杂志,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,英国科学文摘数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:10904