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Approximation Schemes for Information Acquisition and Exploitation in Multichannel Wireless Networks

机译:多通道无线网络中信息获取和开发的近似方案

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Nodes in future wireless networks are likely to have access to multiple channels. A node can learn the instantaneous state of a channel only by probing it which in turn consumes both additional energy and time. A node therefore needs to not only optimally select the channel based on available information but also optimally determine the amount of information it should acquire about the instantaneous states of its available channels. The successful exploitation of the available channels is therefore contingent upon designing simple mechanisms for jointly optimizing both information acquisition and exploitation. We provide a joint channel probing and selection scheme that can approximate a utility function that captures both the cost and value of information. The approximation can be made arbitrarily close to the optimal while increasing the computation time of the solution. Specifically, given any positive e, the proposed scheme can be tuned to attain a utility which is at most e times the maximum reward less than that of the optimal, and requires a computation time which is polynomial in the number of channels and the degree of this polynomial increases with decrease in ε.
机译:未来无线网络中的节点可能会访问多个信道。节点只能通过探测信道的瞬时状态来学习信道的瞬时状态,这反过来又会消耗额外的能量和时间。因此,节点不仅需要基于可用信息来最优地选择信道,而且还需要最优地确定关于其可用信道的瞬时状态应该获取的信息量。因此,对可用信道的成功利用取决于设计共同优化信息获取和利用的简单机制。我们提供了一种联合渠道探测和选择方案,该方案可以近似效用函数,该函数可以捕获信息的成本和价值。在增加解的计算时间的同时,可以使逼近近似于最佳值。具体地,给定任何正e,可以对提出的方案进行调整,以达到最大奖励比最佳奖励的最大奖励小e倍的效用,并且需要的计算时间是信道数量和次数的多项式。该多项式随ε的减小而增加。

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