Systems Engineering and Electronics ›› 2022, Vol. 44 ›› Issue (12): 3863-3870.doi: 10.12305/j.issn.1001-506X.2022.12.32
• Communications and Networks • Previous Articles Next Articles
Yiqiang TANG*, Xiaopeng YANG, Shengming ZHU
Received:
2021-11-12
Online:
2022-11-14
Published:
2022-11-24
Contact:
Yiqiang TANG
CLC Number:
Yiqiang TANG, Xiaopeng YANG, Shengming ZHU. Low-orbit satellite channel prediction algorithm based on the hybrid CNN-BiLSTM using attention mechanism[J]. Systems Engineering and Electronics, 2022, 44(12): 3863-3870.
Table 2
Predictive performance of the different methods"
预测方法 | 155 s时刻 | 160 s时刻 | 165 s时刻 | ||||||||
MAE | MAPE/% | MSE | MAE | MAPE/% | MSE | MAE | MAPE/% | MSE | |||
AT-CNN预测 | 5.73 | 4.96 | 9.15 | 8.56 | 9.09 | 12.84 | 13.38 | 11.63 | 15.69 | ||
AT-BiLSTM预测 | 5.38 | 4.76 | 8.99 | 8.19 | 8.68 | 11.12 | 12.48 | 10.97 | 14.17 | ||
SVM预测 | 4.80 | 4.32 | 7.27 | 7.34 | 7.01 | 8.53 | 10.96 | 9.87 | 12.09 | ||
CNN-BiLSTM预测 | 4.35 | 4.16 | 7.06 | 6.28 | 6.47 | 7.71 | 9.75 | 8.99 | 10.74 | ||
AT-CNN-BiLSTM预测 | 3.35 | 3.54 | 4.94 | 4.62 | 5.33 | 6.26 | 7.06 | 7.09 | 8.99 |
1 |
KATONA Z , GRAESSLIN M , DONNER A , et al. A flexible LEO satellite modem with Ka-band RF frontend for a data relay satellite system[J]. International Journal of Satellite Communications and Networking, 2020, 38 (3): 301- 313.
doi: 10.1002/sat.1333 |
2 |
ABO-ZEED M , DIN J B , SHAYEA I , et al. Survey on land mobile satellite system: challenges and future research trends[J]. IEEE Access, 2019, 7, 137291- 137304.
doi: 10.1109/ACCESS.2019.2941900 |
3 |
SUN F Y , WANG H . Research on detection mission scheduling strategy for the LEO constellation to multiple targets[J]. Journal of Defense Modeling and Simulation: Application, Methodology, Technology, 2021, 18 (2): 87- 104.
doi: 10.1177/1548512917705493 |
4 |
PACHLER N , GUERSTER M , BARRIOS I D P , et al. Static beam placement and frequency plan algorithms for LEO constellations[J]. International Journal of Satellite Communications and Networking, 2021, 39 (1): 65- 77.
doi: 10.1002/sat.1345 |
5 | TONG M Y , DUAN H M , LUO X L . Research on short-term traffic flow prediction based on the tensor decomposition algorithm[J]. Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology, 2021, 40 (3): 5731- 5741. |
6 | 梁雪源. 基于信道预测和强化学习的卫星自适应传输技术研究[D]. 成都: 电子科技大学, 2020. |
LIANG X Y. Research on satellite adaptive transmission technology based on channel prediction and reinforcement learning[D]. Chengdu: University of Electronic Science and Technology of China, 2020. | |
7 | SENG D W , LV F S , LIANG Z Y , et al. Forecasting traffic flows in irregular regions with multi-graph convolutional network and gated recurrent unit[J]. Frontiers of Information Technology & Electronic Engineering, 2021, 22 (9): 1179- 1193. |
8 |
WANG B , SHAABAN K , KIM I . Revealing the hidden features in traffic prediction via entity embedding[J]. Personal and Ubiquitous Computing, 2021, 25 (1): 21- 31.
doi: 10.1007/s00779-019-01333-x |
9 |
AHUNA M N , AFULLO T J , ALONGE A A . Rain attenuation prediction using artificial neural network for dynamic rain fade mitigation[J]. SAIEE Africa Research Journal, 2019, 110 (1): 11- 18.
doi: 10.23919/SAIEE.2019.8643146 |
10 | 郑添月, 凌泰炀, 姚志伟, 等. 基于改进卡尔曼滤波的大规模MIMO信道预测方法[J]. 无线电通信技术, 2021, 47 (4): 459- 465. |
ZHENG T Y , LING T Y , YAO Z W , et al. Large-scale MIMO channel prediction method based on modified Kalman filtering[J]. Radio Communication Technology, 2021, 47 (4): 459- 465. | |
11 | 赵旦峰, 廖希, 王杨. S波段两状态LMS信道模型的自适应长期预测[J]. 哈尔滨工业大学学报, 2015, 3, 72- 76. |
ZHAO D F , LIAO X , WANG Y . Adaptive long-term prediction of the S-band two-state LMS channel model[J]. Journal of Harbin Institute of Technology, 2015, 3, 72- 76. | |
12 | LI N, SU T, DENG Z L, et al. Research on channel inform action forecast and adaptive coding and modulation with reinforcement learning[C]//Proc. of the 14th International Conference on Wireless Communication, Networking and Computing, 2018: 372-382. |
13 | 赵四方, 马启原, 李铁楠. 基于LSTM网络的短波天波信道分析及预测[J]. 舰船电子工程, 2019, 39 (12): 65- 70. |
ZHAO S F , MA Q Y , LI T N . Analysis and prediction of sky short wave channel based on LSTM network[J]. Ship Electronic Engineering, 2019, 39 (12): 65- 70. | |
14 | 张捷, 杨丽花, 王增浩, 等. 一种新型的基于深度学习的时变信道预测方法[J]. 电信科学, 2021, 37 (1): 39- 47. |
ZHANG J , YANG L H , WANG Z H , et al. A novel time-based channel prediction method based on deep learning[J]. Telecommunication Science, 2021, 37 (1): 39- 47. | |
15 | 杜晟磊. 基于回声状态网络的非线性卫星信道盲均衡[J]. 科技创新与应用, 2017, 30, 19- 21. |
DU S L . Non-linear satellite channel blind equilibrium based on echo state network[J]. Scientific and Technological Innovation and Application, 2017, 30, 19- 21. | |
16 | DONG Z X, ZHAO Y S, CHEN Z H. Support vector machine for channel prediction in high-speed railway communication systems[C]//Proc. of the IEEE MTT-S International Wire-less Symposium, 2018. |
17 | PINEDA F J . Generlization of back-propagation to recurrent neural networks[J]. Physical Review Letters, 1987, 59 (19): 602- 611. |
18 | HOCHREITER S , SCHMIDUBER J . Long short-term me-mory[J]. Neural Computation, 1997, 9 (8): 1735- 1780. |
19 | KOSIOREKA. 神经网络中的注意力机制[J]. 机器人产业, 2017, (6): 12- 17. |
KOSIOREK A . Attention mechanisms in neural networks[J]. Robotic Industry, 2017, 6, 12- 17. | |
20 | BAHDANAU D, CHO K, BENGIO Y. Neural machine translation by jointly learning to align and translate[EB/OL]. [2021-11-01]. https://arxiv.org/abs/1409.0473. |
21 | LIANG K H , LO J Y , WENG W D . Design and actualisation of the improved Jakes fading channel[J]. IET Communications, 2017, 11 (3): 385- 392. |
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