On the limits of sphere decoding

J. Jaldén, B. Ottersten
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引用次数: 19

Abstract

The sphere decoder has emerged as one of the most promising techniques for maximum likelihood detection of symbols transmitted over a general MIMO channel. Although efficient for problems of moderate size it is known that the original sphere decoder is of exponential (expected) complexity which limits its usage for large scale problems. However, at this stage, many alterations and improvements over the original algorithm have appeared in the literature. Herein we study a generic sphere decoder for the i.i.d. Rayleigh fading MIMO channel. The detection ordering and search radius (parameters of the algorithm) are allowed to be arbitrary functions of the decoder input, the only restriction being that the search radius is chosen such that the detection problem is solved. It is shown that the set of problem instances solvable by the sphere decoder in less than exponential time would tend to zero with increasing problem size. This extends previous results by providing a statement which is stronger than exponential expected complexity while relaxing the assumptions regarding the specific decoder implementation.
论球面译码的极限
球体解码器已成为在一般MIMO信道上传输的符号的最大似然检测的最有前途的技术之一。虽然对于中等规模的问题是有效的,但已知原始球体解码器具有指数(预期)复杂性,这限制了它在大规模问题中的使用。然而,在这个阶段,文献中出现了对原始算法的许多修改和改进。本文研究了一种适用于有源瑞利衰落MIMO信道的通用球面解码器。允许检测顺序和搜索半径(算法参数)是解码器输入的任意函数,唯一的限制是选择搜索半径以解决检测问题。结果表明,球解码器在小于指数时间内可解的问题实例集随着问题规模的增大趋于零。这扩展了之前的结果,提供了一个比指数预期复杂性更强的语句,同时放松了关于特定解码器实现的假设。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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