End-to-end intelligent MCS selection algorithm

被引：0

作者：

Xue, Xiaosong ^{[1
]}

Pan, Wei ^{[1
]}

Yan, Fang ^{[1
]}

Li, Na ^{[1
]}

机构：

[1] JiangSu Vocat Coll Agr & Forestry, Coll Informat Engn, Nanjing, Peoples R China

来源：

PROCEEDINGS OF THE 2024 27 TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN, CSCWD 2024 | 2024年

关键词：

MCS selection; Reinforcement learning; Deep Q-network; End-to-end; ADAPTIVE MODULATION;

D O I：

10.1109/CSCWD61410.2024.10580386

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In this paper, an end-to-end intelligent modulation and coding scheme (MCS) algorithm is proposed, where the reinforcement learning (RL) is exploited. The proposed algorithm takes channel information and measurements as the input, and intelligently selects the proper MCS value to obtain the maximum throughput. The proposed is end-to-end and the simulation results show the better performance of the proposed algorithm. Average MCS values and corresponding throughput are respectively improved by 2.1% and 2%.

引用

页码：1876 / 1880

页数：5

共 14 条

[1]

[Anonymous], 2018, Technical Report (TR) 38.913

[2] Massive MIMO Adaptive Modulation and Coding Using Online Deep Learning Algorithm [J].

Bobrov, Evgeny ;

Kropotov, Dmitry ;

Lu, Hao ;

Zaev, Danila .

IEEE COMMUNICATIONS LETTERS, 2022, 26 (04) :818-822

[3]

Daniels Robert, 2010, 2010 European Wireless Conference (EW), P718, DOI 10.1109/EW.2010.5483527

[4] Adaptation in Convolutionally Coded MIMO-OFDM Wireless Systems Through Supervised Learning and SNR Ordering [J].

Daniels, Robert C. ;

Caramanis, Constantine M. ;

Heath, Robert W., Jr. .

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2010, 59 (01) :114-126

[5] Deep learning based adaptive modulation and coding for uplink multi-user SIMO transmissions in IEEE 802.11ax WLANs [J].

Elwekeil, Mohamed ;

Wang, Taotao ;

Zhang, Shengli .

WIRELESS NETWORKS, 2021, 27 (08) :5217-5227

[6] Deep Convolutional Neural Networks for Link Adaptations in MIMO-OFDM Wireless Systems [J].

Elwekeil, Mohamed ;

Jiang, Shibao ;

Wang, Taotao ;

Zhang, Shengli .

IEEE WIRELESS COMMUNICATIONS LETTERS, 2019, 8 (03) :665-668

[7] Adaptive Modulation and Coding Using Neural Network Based SNR Estimation [J].

Kojima, Shun ;

Maruta, Kazuki ;

Ahn, Chang-Jun .

IEEE ACCESS, 2019, 7 :183545-183553

[8] DQN-Based Adaptive Modulation Scheme Over Wireless Communication Channels [J].

Lee, Donggu ;

Sun, Young Ghyu ;

Kim, Soo Hyun ;

Sim, Isaac ;

Hwang, Yu Min ;

Shin, Yoan ;

Kim, Dong In ;

Kim, Jin Young .

IEEE COMMUNICATIONS LETTERS, 2020, 24 (06) :1289-1293

[9] Deep Reinforcement Learning Based Adaptive Modulation With Outdated CSI [J].

Mashhadi, Shima ;

Ghiasi, Niyousha ;

Farahmand, Shahrokh ;

Razavizadeh, S. Mohammad .

IEEE COMMUNICATIONS LETTERS, 2021, 25 (10) :3291-3295

[10]

Mnih V., 2013, ARXIV, p1312.5602, DOI [10.48550/arXiv.1312.5602, DOI 10.48550/ARXIV.1312.5602]

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