
Journal of Systems Engineering and Electronics ›› 2026, Vol. 37 ›› Issue (4): 1177-1185.doi: 10.23919/JSEE.2026.000134
• ELECTRONICS TECHNOLOGY • Previous Articles
Shijun Xie1(
), Hao Liang1,*(
), Liping Li2(
), Jintian Xiong1(
), Sili Liu1(
)
Received:2024-12-20
Online:2026-08-18
Published:2026-09-03
Contact:
Hao Liang
E-mail:xsjxsj_520@163.com;lianghao63s@163.com;liping_li@ahu.edu.cn;ydpanda@163.com;lslnudt@163.com
Supported by:Shijun Xie, Hao Liang, Liping Li, Jintian Xiong, Sili Liu. Design and optimization for polar coded cooperative transmission in satellite-based NTN[J]. Journal of Systems Engineering and Electronics, 2026, 37(4): 1177-1185.
Table 1
Optimization results of rate and power allocation of CSNs under different downlink channel qualities, where weight factors of reward are set by {$ {{\boldsymbol{\omega}} _{\boldsymbol{1}}} $=0.7,$ {{\boldsymbol{\omega}} _{\boldsymbol{2}}} $=0.3}"
| uSNR of (S1,S2)/dB | (0,4) | (4,8) | (8,10) | (12,14) |
| Opt_R0 | 0.10 | 0.10 | 0.60 | 0.75 |
| Opt_(P1,P2) | (1.15,0.85) | (1.20,0.80) | (1.40,0.60) | (1.25,0.75) |
Table 2
Optimization results of rate and power allocation of CSNs under different downlink channel qualities, where weight factors of reward are set by {$ {{\boldsymbol{\omega}} _{\boldsymbol{1}}} $=0.3,$ {{\boldsymbol{\omega}} _{\boldsymbol{2}}} $=0.7}"
| uSNR of (S1,S2)/dB | (0,4) | (4,8) | (8,10) | (12,14) |
| Opt_R0 | 0.55 | 0.65 | 0.80 | 0.90 |
| Opt_(P1,P2) | (1.05,0.95) | (1.2,0.80) | (1.10,0.90) | (1.15,0.85) |
| 1 |
Azari M M, Solanki S, Chatzinotas S, et al Evolution of non-terrestrial networks from 5G to 6G: a survey. IEEE Communications Surveys & Tutorials, 2022, 24 (4): 2633.
doi: 10.1109/COMST.2022.3199901 |
| 2 |
Malik M S, Muhammad A T, Muhammad T R K, et al Non-terrestrial networks: an overview of 3GPP release 17 & 18. IEEE Internet of Things Magazine, 2024, 7 (1): 20.
doi: 10.1109/IOTM.001.2300154 |
| 3 |
Arikan E Channel polarization: a method for constructing capacity-achieving codes for symmetric binary-input memoryless channels. IEEE Trans. on Information Theory, 2009, 55 (7): 3051.
doi: 10.1109/TIT.2009.2021379 |
| 4 | 3GPP TS 38.212 V15.3. 0. Multiplexing and channel coding[S]. Geneva: 3GPP, 2018. |
| 5 |
Yao H P, Wang L Y, Wang X D, et al The space-terrestrial integrated network: an overview. IEEE Communications Magazine, 2018, 56 (9): 178.
doi: 10.1109/MCOM.2018.1700038 |
| 6 |
Guan D, Niu K, Dong C Arbitrary decode-forward relaying with re-encoded bits selection strategy for polar codes. China Communications, 2023, 20 (8): 153.
doi: 10.23919/jcc.fa.2021-0179.202308 |
| 7 |
Bao J R, Qi K L, Liu C, et al Polar-coded cooperation with optimized relay selection in multi-satellite and wireless integrated systems. IEEE Internet of Things Journal, 2023, 10 (23): 20429.
doi: 10.1109/JIOT.2023.3285817 |
| 8 |
Ng B K, Lam C T A new two-user binary polar coded multiple access scheme with power and rate allocation. IEEE Wireless Communications Letters, 2021, 10 (10): 2299.
doi: 10.1109/LWC.2021.3100132 |
| 9 |
Qiu Y P, Xie Z P, Kang P, et al Polar-coded Gaussian multiple-access channels with physical-layer network coding. IEEE Trans. on Vehicular Technology, 2024, 73 (6): 9083.
doi: 10.1109/TVT.2024.3352980 |
| 10 |
Hunter T, Nosratinia A Diversity through coded cooperation. IEEE Trans. on Wireless Communications, 2006, 5 (2): 283.
doi: 10.1109/TWC.2006.1611050 |
| 11 |
Ejaz S, Yang F F, Soliman T H Network polar coded cooperation with joint SC decoding. Electronic Letters, 2015, 51 (9): 695.
doi: 10.1049/el.2015.0037 |
| 12 |
Liang H, Liu A J, Liu X, et al Construction and optimization for adaptive polar coded cooperation. IEEE Wireless Communications Letters, 2020, 9 (8): 1187.
doi: 10.1109/LWC.2020.2984738 |
| 13 |
Pan Y, Zhang S W Performance analysis of RIS-assisted coded cooperation system based on polar codes with finite code length. IEEE Signal Processing Letters, 2024, 31, 2290.
doi: 10.1109/LSP.2024.3453662 |
| 14 |
Huang L C, Zhang H Z, Li R, et al AI coding: learning to construct error correction codes. IEEE Trans. on Communications, 2020, 68 (1): 26.
doi: 10.1109/TCOMM.2019.2951403 |
| 15 |
Liao Y, Hashemi S A, Cioffi J M, et al Construction of polar codes with reinforcement learning. IEEE Trans. on Communications, 2022, 70 (1): 185.
doi: 10.1109/TCOMM.2021.3120274 |
| 16 |
Niu K, Li Y Polar codes for fast fading channel: Design based on polar spectrum. IEEE Trans. on Vehicular Technology, 2020, 69 (9): 10103.
doi: 10.1109/TVT.2020.3005914 |
| 17 |
Liu C M, Xu X, Hu D W Multiobjective reinforcement learning: a comprehensive overview. IEEE Trans. on Systems, Man, and Cybernetics: Systems, 2015, 45 (3): 385.
doi: 10.1109/TSMC.2014.2358639 |
| [1] | Jingbo WANG, Liaoyuan ZHU, Shaojie XIA, Huibin LIU, Jing LIU, Chongxiao QU, Zhihuan SONG. Application of self-play reinforcement learning and explainable decision tree in intelligent air combat [J]. Journal of Systems Engineering and Electronics, 2026, 37(2): 616-635. |
| [2] | Xiaoyu XING, Haoxiang XIA. A formation pursuit method integrated coordinated reciprocity for enhanced capture [J]. Journal of Systems Engineering and Electronics, 2026, 37(1): 211-224. |
| [3] | Shijie DENG, Yingxin KOU, Maolong LYU, Zhanwu LI, An XU. λ-return-based aircraft maneuvering for terminal defense and positioning guidance strategies [J]. Journal of Systems Engineering and Electronics, 2025, 36(6): 1692-1708. |
| [4] | Wenhao CHEN, Gang CHEN, Jichao LI, Jiang JIANG. Disintegration of heterogeneous combat network based on double deep Q-learning [J]. Journal of Systems Engineering and Electronics, 2025, 36(5): 1235-1246. |
| [5] | Rui ZHOU, Weichao ZHONG, Wenlong LI, Hao ZHANG. Self-play training and analysis for GEO inspection game with modular actions [J]. Journal of Systems Engineering and Electronics, 2025, 36(5): 1353-1373. |
| [6] | Siyu HENG, Ting CHENG, Zishu HE, Yuanqing WANG, Luqing LIU. Adaptive dwell scheduling based on Q-learning for multifunctional radar system [J]. Journal of Systems Engineering and Electronics, 2025, 36(4): 985-993. |
| [7] | Zhaogen ZHONG, Cunxiang XIE, Kun JIN. Blind recognition of polar code parameters based on log-likelihood ratio [J]. Journal of Systems Engineering and Electronics, 2025, 36(3): 642-658. |
| [8] | Yifan ZHANG, Tao DONG, Zhihui LIU, Shichao JIN. Multi-QoS routing algorithm based on reinforcement learning for LEO satellite networks [J]. Journal of Systems Engineering and Electronics, 2025, 36(1): 37-47. |
| [9] | Nanxun DUO, Qinzhao WANG, Qiang LYU, Wei WANG. Tactical reward shaping for large-scale combat by multi-agent reinforcement learning [J]. Journal of Systems Engineering and Electronics, 2024, 35(6): 1516-1529. |
| [10] | Guofei LI, Shituo LI, Bohao LI, Yunjie WU. Deep reinforcement learning guidance with impact time control [J]. Journal of Systems Engineering and Electronics, 2024, 35(6): 1594-1603. |
| [11] | Qi WANG, Zhizhong LIAO. Computational intelligence interception guidance law using online off-policy integral reinforcement learning [J]. Journal of Systems Engineering and Electronics, 2024, 35(4): 1042-1052. |
| [12] | Guang ZHAN, Kun ZHANG, Ke LI, Haiyin PIAO. UAV maneuvering decision-making algorithm based on deep reinforcement learning under the guidance of expert experience [J]. Journal of Systems Engineering and Electronics, 2024, 35(3): 644-665. |
| [13] | Yaozhong ZHANG, Zhuoran WU, Zhenkai XIONG, Long CHEN. A UAV collaborative defense scheme driven by DDPG algorithm [J]. Journal of Systems Engineering and Electronics, 2023, 34(5): 1211-1224. |
| [14] | Jiawei XIA, Xufang ZHU, Zhong LIU, Qingtao XIA. LSTM-DPPO based deep reinforcement learning controller for path following optimization of unmanned surface vehicle [J]. Journal of Systems Engineering and Electronics, 2023, 34(5): 1343-1358. |
| [15] | Yunxiu ZENG, Kai XU. Recognition and interfere deceptive behavior based on inverse reinforcement learning and game theory [J]. Journal of Systems Engineering and Electronics, 2023, 34(2): 270-288. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||