Low complexity multi-layer optimization for multi-hop wireless networks

Yi Shi, Y. Sagduyu, Jason H. Li
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引用次数: 3

Abstract

We design a low-complexity solution to multi-layer optimization in multi-hop wireless networks with throughput objectives. Considering channel sensing and power control at the physical layer, we formulate resource allocation as a non-convex throughput optimization problem that allows distributed implementation. We develop a genetic algorithm to solve this physical layer problem with local information only and then formulate a localized back-pressure algorithm to make routing, scheduling, and frequency band assignments at the link and network layers along with physical-layer considerations. We extend our multi-layer solution to cognitive radio networks with different user classes and evaluate our analytical solution via simulations. We also present hardware-in-the-loop emulation test results obtained with real radio transmissions over emulated channels and verify the performance of our distributed multilayer optimization solution for multi-hop wireless networks.
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多跳无线网络的低复杂度多层优化
针对以吞吐量为目标的多跳无线网络,设计了一种低复杂度的多层优化方案。考虑到物理层的信道感知和功率控制,我们将资源分配制定为允许分布式实现的非凸吞吐量优化问题。我们开发了一种遗传算法来解决仅使用本地信息的物理层问题,然后制定了一种局部背压算法来在链路层和网络层进行路由,调度和频带分配以及物理层考虑。我们将我们的多层解决方案扩展到具有不同用户类别的认知无线电网络,并通过模拟评估我们的分析解决方案。我们还介绍了在模拟信道上真实无线电传输的硬件在环仿真测试结果,并验证了我们的多跳无线网络分布式多层优化方案的性能。
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