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Energy Efficiency - Spectral Efficiency Trade-off: A Multiobjective Optimization Approach

机译:能源效率-频谱效率的权衡:一种多目标优化方法

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摘要

In this paper, we consider the resource allocation problem for energy efficiency (EE) - spectral efficiency (SE) trade-off. Unlike traditional research that uses the EE as an objective function and imposes constraints either on the SE or achievable rate, we propound a multiobjective optimization approach that can flexibly switch between the EE and SE functions or change the priority level of each function using a trade-off parameter. Our dynamic approach is more tractable than the conventional approaches and more convenient to realistic communication applications and scenarios. We prove that the multiobjective optimization of the EE and SE is equivalent to a simple problem that maximizes the achievable rate/SE and minimizes the total power consumption. Then we apply the generalized framework of the resource allocation for the EE-SE trade-off to optimally allocate the subcarriers’ power for orthogonal frequency division multiplexing (OFDM) with imperfect channel estimation. Finally, we use numerical results to discuss the choice of the trade-off parameter and study the effect of the estimation error, transmission power budget and channel-to-noise ratio on the multiobjective optimization.
机译:在本文中,我们考虑了能源效率(EE)-频谱效率(SE)权衡的资源分配问题。与使用EE作为目标函数并对SE或可达到的比率施加约束的传统研究不同,我们提出了一种多目标优化方法,该方法可以灵活地在EE和SE函数之间切换,或者使用交易权来更改每个函数的优先级。 off参数。我们的动态方法比常规方法更易于处理,并且更适合实际的通信应用程序和场景。我们证明EE和SE的多目标优化等效于一个简单的问题,该问题最大程度地提高了可实现的速率/ SE,并使总功耗最小。然后,我们将资源分配的通用框架应用于EE-SE权衡,以在信道估计不完善的情况下为正交频分复用(OFDM)优化分配子载波的功率。最后,我们利用数值结果讨论了权衡参数的选择,并研究了估计误差,发射功率预算和信噪比对多目标优化的影响。

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