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Three Steps Toward Low-Complexity: Practical Interference Management in NOMA-Based mmWave Networks
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Title
Three Steps Toward Low-Complexity: Practical Interference Management in NOMA-Based mmWave Networks
Issued Date
2022-12
Citation
Hong, Joonpyo. (2022-12). Three Steps Toward Low-Complexity: Practical Interference Management in NOMA-Based mmWave Networks. IEEE Access, 10, 128366–128379. doi: 10.1109/ACCESS.2022.3227444
Type
Article
Author Keywords
Beam ON/OFF schedulinguser schedulingpower allocationinter-beam interferenceLyapunov optimization
Keywords
ULTRA-DENSE NETWORKSPOWER ALLOCATIONMIMOOPTIMIZATIONSYSTEM
ISSN
2169-3536
Abstract
Beamforming, user scheduling and transmit power on existing interference management schemes in multi-cell mmWave networks have been independently controlled due to the high computational complexity of the problem. In this paper, we formulate a long-term utility maximization problem where beam activation, user scheduling and transmit power are incorporated in a single framework. To develop a low-complex algorithm, we first leverage the Lyapunov optimization framework to transform the original long-term problem into a series of slot-by-slot problems. Since the computational complexity to optimally solve the slot-by-slot problem is even significantly high like existing schemes, we decompose the problem into two different time scales: (i) a subproblem to find beam activation probability with a long time-scale and (ii) a subproblem to find user scheduling and power allocation with a short time-scale. Moreover, we introduce two additional gimmicks to more simplify the problem: (i) sequentially making decisions of beam activation, user scheduling, and power allocation, and (ii) considering a critical user for power allocation. Finally, via extensive simulations, we find that the proposed CRIM algorithm outperforms existing algorithms by up to 47.4% in terms of utility.
URI
http://hdl.handle.net/20.500.11750/17474
DOI
10.1109/ACCESS.2022.3227444
Publisher
Institute of Electrical and Electronics Engineers Inc.
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Kwak, Jeongho곽정호

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