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A New Sequential Optimization Procedure and Its Applications to Resource Allocation for Wireless Systems

机译:一种新的顺序优化程序及其在无线系统资源分配中的应用

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摘要

A novel optimization framework for resource allocation in wireless networks and radar systems is proposed, which merges the methods of maximum block improvement (MBI) and of sequential optimization. A detailed convergence proof is provided, showing that the proposed algorithm is able to monotonically increase the objective value while ensuring that every limit point of the generated variable sequence fulfills the problem first-order optimality conditions under very mild hypothesis. These results extend available convergence results on MBI and sequential optimization, significantly widening the range of applications that can be handled by the proposed framework compared to available approaches. This point is illustrated in detail presenting relevant applications from both the cellular and radar context, which fall under the umbrella of the developed optimization method.
机译:提出了一种新颖的无线网络和雷达系统资源分配优化框架,该框架融合了最大块改进(MBI)和顺序优化的方法。提供了详细的收敛证明,表明所提出的算法能够单调增加目标值,同时确保在非常温和的假设下生成的变量序列的每个极限点都满足问题的一阶最优性条件。这些结果扩展了关于MBI和顺序优化的可用收敛结果,与可用方法相比,显着拓宽了所提出的框架可以处理的应用范围。详细说明了这一点,从蜂窝和雷达方面介绍了相关应用,这些应用属于已开发的优化方法的保护范围。

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