The emergence of DL represents a potential paradigm shift in the design of WCS, from conventional handcrafted schemes based on mathematical models with assumptions, to autonomous schemes based on DL using large sets of data. In this article, we discuss the essential elements of DL and investigate an intelligent RA scheme based on a DNN, in which multiple goals with various constraints can be satisfied through DL. Having confirmed the optimality and feasibility of DNN-based RA through simulation, we discuss some of the key technical challenges that remain problematic for the application of DL in the practical application of WCS.

中文翻译：

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无线通信系统中的智能资源分配

DL 的出现代表了 WCS 设计的潜在范式转变，从基于带有假设的数学模型的传统手工方案，到基于使用大量数据的 DL 的自主方案。在本文中，我们讨论了 DL 的基本要素，并研究了一种基于 DNN 的智能 RA 方案，其中可以通过 DL 满足具有各种约束的多个目标。通过模拟确认了基于 DNN 的 RA 的最优性和可行性，我们讨论了一些关键技术挑战，这些挑战对于 DL 在 WCS 的实际应用中的应用仍然存在问题。