On Minimizing Symbol Error Rate Over Fading Channels With Low-Resolution Quantization

We analyze the symbol error probability (SEP) of M -ary pulse amplitude modulation ( M -PAM) receivers equipped with optimal low-resolution quantizers. We first show that the optimum detector can be reduced to a simple decision rule. Using this simplification, an exact SEP expression for quantized...

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Veröffentlicht in:IEEE transactions on communications 2021-11, Vol.69 (11), p.7205-7221
Hauptverfasser: Bernardo, Neil Irwin, Zhu, Jingge, Evans, Jamie
Format: Artikel
Sprache:eng
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Zusammenfassung:We analyze the symbol error probability (SEP) of M -ary pulse amplitude modulation ( M -PAM) receivers equipped with optimal low-resolution quantizers. We first show that the optimum detector can be reduced to a simple decision rule. Using this simplification, an exact SEP expression for quantized M -PAM receivers is obtained when Nakagami- m fading channel is considered. The derived expression enables the optimization of the quantizer and/or constellation under the minimum SEP criterion. Our analysis of optimal quantization for equidistant M -PAM receiver reveals the existence of error floor which decays at a double exponential rate with increasing quantization bits, b . Moreover, by also allowing the transmitter to optimize the constellation based on the statistics of the fading channel, we prove that the error floor can be eliminated but at a lower decay exponent than the unquantized case. Characterization of this decay exponent is provided in this paper. We also expose the outage performance limitations of SEP-optimal uniform quantizers. To be more precise, its decay exponent does not improve with b . Lastly, we demonstrate that the decay exponent of a quantized receiver can be complemented by receive antenna diversity techniques.
ISSN:0090-6778
1558-0857
DOI:10.1109/TCOMM.2021.3102131