TY - JOUR
T1 - Achievable Rate Analysis of Millimeter Wave Channels Using Random Coding Error Exponents
AU - Huang, Shaocheng
AU - Xiao, Ming
AU - Poor, H. Vincent
N1 - Funding Information:
This work was supported in part by the European Union (EU) Marie Sklodowska-Curie Actions Project entitled “High-Reliability Low-Latency Communications With Network Coding,” in part by the European Research Area Network (ERA-NET) Smart Energy Systems SG+ 2017 Program through the “Multi-layer aggregator solutions to facilitate optimum demand response and grid flexibility (SMART-MLA)” under Project 89029, in part by the Swedish Energy Agency (SWEA) under Grant 42811-2, in part by the Swedish Strategic Research Foundation Project “High-reliable Low-latency Industrial Wireless Communications,” in part by the Swedish Foundation for International Cooperation in Research and Higher Education (STINT) through the Project “Efficient and Secure Distributed Machine Learning with Gradient Descend,” and in part by the U.S. National Science Foundation under Grant CCF-1908308.
Publisher Copyright:
© 2002-2012 IEEE.
PY - 2022/1/1
Y1 - 2022/1/1
N2 - With emerging applications, e.g., factory automation, autonomous driving and augmented/virtual reality, there have been increasing technical challenges regarding reliability, latency and data rates for existing communication systems. Owing to abundant available bandwidth, millimeter Wave (mmWave) communications can potentially provide reliable communication with an order of magnitude capacity improvement relative to microwave, e.g., sub 6 GHz communications. Though there are many research results showing improved throughputs, the latency and reliability performance of mmWave communications is still not quite clear, especially for finite blocklength regimes. In this paper, we investigate achievable rates of mmWave channels using random coding error exponents. Under the assumption of perfect and imperfect channel state information at the receiver (CSIR), exact and approximate analytical expressions of achievable rates are derived to capture the relationships among rate, latency and reliability. Furthermore, we show that the achievable rate always increases as the bandwidth increases with perfect CSIR. However, there exists a critical bandwidth that maximizes the achievable rate for non-line-of-sight mmWave signals with imperfect CSIR, beyond which the achievable rate will decrease with increasing bandwidth. For imperfect CSIR, the training symbol length and power allocation factor for maximizing the achievable rate at the training phase are investigated and closed-form expressions for special cases are derived.
AB - With emerging applications, e.g., factory automation, autonomous driving and augmented/virtual reality, there have been increasing technical challenges regarding reliability, latency and data rates for existing communication systems. Owing to abundant available bandwidth, millimeter Wave (mmWave) communications can potentially provide reliable communication with an order of magnitude capacity improvement relative to microwave, e.g., sub 6 GHz communications. Though there are many research results showing improved throughputs, the latency and reliability performance of mmWave communications is still not quite clear, especially for finite blocklength regimes. In this paper, we investigate achievable rates of mmWave channels using random coding error exponents. Under the assumption of perfect and imperfect channel state information at the receiver (CSIR), exact and approximate analytical expressions of achievable rates are derived to capture the relationships among rate, latency and reliability. Furthermore, we show that the achievable rate always increases as the bandwidth increases with perfect CSIR. However, there exists a critical bandwidth that maximizes the achievable rate for non-line-of-sight mmWave signals with imperfect CSIR, beyond which the achievable rate will decrease with increasing bandwidth. For imperfect CSIR, the training symbol length and power allocation factor for maximizing the achievable rate at the training phase are investigated and closed-form expressions for special cases are derived.
KW - Millimeter wave
KW - achievable rate
KW - latency
KW - random coding error exponent
KW - reliability
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U2 - 10.1109/TWC.2021.3095097
DO - 10.1109/TWC.2021.3095097
M3 - Article
AN - SCOPUS:85110869056
SN - 1536-1276
VL - 21
SP - 250
EP - 263
JO - IEEE Transactions on Wireless Communications
JF - IEEE Transactions on Wireless Communications
IS - 1
ER -