首页> 中文期刊> 《通信学报》 >时延敏感传感器网络中分布式动态资源管理研究

时延敏感传感器网络中分布式动态资源管理研究

         

摘要

针对时延敏感传感器网络中时延需求和功率受限情况,联合优化传感器间资源分配与功率控制,将动态资源管理问题建模为一个随机优化问题.基于李雅普诺夫优化理论,将较难处理的随机优化问题转变为确定性的混合整数规划问题.在分析问题具体结构基础上,将混合整数规划问题等价地转换为单变量优化问题,进一步提出基于传感器间协作的分布式求解方法,该方法能够实现全局最优解.最后提出动态资源管理算法求解原随机优化问题.通过仿真验证了所提算法的性能,并揭示时延与功率消耗间的折中关系.%The delay-aware dynamic resource management problem was investigated in sensor network, with a focus on resource allocation among the sensors and power control along the time. By taking account of average delay requirements and power constraints, the considered problem was formulated into a stochastic optimization problem. Inspired by Lya-punov optimization theory, the intractable stochastic optimization problem was transformed into a tractable deterministic optimization problem, which was a mixed-integer resource management problem. By exploiting the specific problem structure, the mixed-integer resource management problem was equivalently transformed into a single variable problem, and the cooperative distributed method was present to effectively solve it with guaranteed global optimality. Finally, a dynamic resource management algorithm was proposed to solve the original stochastic optimization problem. Simulation results show the performance of the proposed dynamic algorithm and reveal that there exists a fundamental tradeoff be-tween delay requirements and power consumption.

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