Cell-Free Massive MIMO-OFDM With Low-Resolution ADCs
Cell-Free Massive MIMO-OFDM With Low-Resolution ADCs
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Özet
Cell-free massive MIMO (multiple-input multipleoutput) is a promising infrastructure for 6G and beyond, offering significantly higher spectral efficiency than traditional cellular systems. In cell-free massive MIMO, a large number of lowcost access points (APs) are densely deployed, making hardware impairments inevitable due to cost-effective radio hardware. While the impact of quantization and other impairments has been extensively studied for narrowband channels, their effects in wideband scenarios remain relatively unexamined. This paper presents the first analysis of how low-resolution analog-to-digital converters (ADCs) affect the uplink performance of a cellfree massive MIMO system using an orthogonal frequency division multiplexing (OFDM) waveform. Both quantizationimpaired channel estimation and data detection are considered, and the quantization-unaware and quantization-aware linear receivers are developed. To further mitigate the adverse effects of quantization at the bit level, an alternating direction method of multipliers (ADMM)-based receiver is proposed. Simulation results demonstrate that the ADMM-based receiver outperforms conventional linear receivers by orders of magnitude.
Açıklama
Anahtar kelimeler
Cell-Free Massive MIMO, Hardware Impairments, Low-Resolution ADCs, ADMM, Alternating Directions Method of Multipliers, Multiple Inputs, Multiple Outputs, Quantisation, Orthogonal Frequency Division Multiplexing, Cell-Free, MIMO Systems, Low-Resolution Analog-to-Digital Converter, Analog-to-Digital Conversion, Analog-to-Digital Converters, Lower Resolution, Cellular Radio Systems, Channel Estimation, Communication Channels (Information Theory), Computer Hardware, Cost Effectiveness, Feedback Control, Radio Communication, Signal Receivers, Communication Channels (Information Theory), Lower Resolution, Multiple Inputs, Radio Communication, Low-Resolution Analog-to-Digital Converter, Hardware Impairments, Cellular Radio Systems, Low-Resolution ADCs, Computer Hardware, Cost Effectiveness, Cell-Free Massive MIMO, Multiple Outputs, Signal Receivers, Hardware Impairment, Feedback Control, Cell-Free, MIMO Systems, Orthogonal Frequency Division Multiplexing, Analog-to-Digital Conversion, Channel Estimation, Quantisation, ADMM, Analog-to-Digital Converters, Alternating Directions Method of Multipliers
Bilim Dalları
02 engineering and technology, 0202 electrical engineering, electronic engineering, information engineering
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