Simulation Research of Full-Ocean-Depth Manned Submersible Based on Experimental Data

被引:1
作者
Deng, Chao [1 ,2 ,3 ,4 ]
Zhao, Bing [1 ,2 ,3 ]
Yang, Mingyu [1 ,2 ,3 ]
Zhao, Yang [1 ,2 ,3 ]
机构
[1] Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang, Peoples R China
[2] Chinese Acad Sci, Inst Robot & Intelligent Mfg, Shenyang, Peoples R China
[3] Key Lab Marine Robot, Shenyang, Liaoning, Peoples R China
[4] Univ Chinese Acad Sci, Beijing, Peoples R China
来源
2022 IEEE INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, BIG DATA AND ALGORITHMS (EEBDA) | 2022年
关键词
manned submersible; neural network; motion simulation;
D O I
10.1109/EEBDA53927.2022.9744905
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The motion simulation of manned submersible plays an important role in the whole submersible development. During the actual operation of manned submersible, it is affected by the factors such as deep ocean current, model uncertainty and unmodeled dynamics, which make the traditional simulation results differ greatly from the actual results. Taking "Fen Douzhe" manned submersible as the research object, the kinematic and dynamic models were established, and the system disturbance was estimated by using long and short term memory neural network, and the model was verified by simulation calculation with the experimental data of "Fen Douzhe". The effectiveness of the simulation method is verified by comparing the simulation results with the actual experimental data.
引用
收藏
页码:468 / 471
页数:4
相关论文
共 11 条
[1]   Voltages prediction algorithm based on LSTM recurrent neural network [J].
Chen, Ying .
OPTIK, 2020, 220
[2]  
Fang Xing, CONTROL THEORY APPL, V35, P1626
[3]  
Fossen T.I., 2011, HDB MARINE CRAFT HYD, V2, P15
[4]  
Li Dejun, 2021, SHIP SCI TECHNOLOGY, V43, P62
[5]  
Liu KZ, 2004, IEEE ROBIO 2004: PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, P328
[6]  
Qiu Xipeng, 2020, NEURAL NETWORKS DEEP, V2, P51
[8]  
Shi Shengda, 1995, SUBMARINES MANEUVERA, V0, P11
[9]  
Xie JY, 2009, CHINA OCEAN ENG, V23, P505
[10]  
Ye Cong, 2021, INT J SYST SCI, V2, P46