A 3D Convolution Neural Network for Operational Aggregation Behavior Prediction

Authors

Liao Ying, 1.Information Engineering University, Zhengzhou 450001, China; ; 2.Department of Information Operation & Command Training, NDU, Beijing 100091, China;
Yi Zhuo, 1.Information Engineering University, Zhengzhou 450001, China; ;
Xiaofeng Hu, 2.Department of Information Operation & Command Training, NDU, Beijing 100091, China;
Tian Yuan, 1.Information Engineering University, Zhengzhou 450001, China; ;
Jiuyang Tao, 2.Department of Information Operation & Command Training, NDU, Beijing 100091, China;

Abstract

Abstract: Operational aggregation behavior prediction has encountered the challenges of large feature space, dynamic changes of related combat units and large behavior noise, etc. To address these issues, a operational aggregation behavior prediction method based on a 3D convolution neural network is proposed. In this method, a three-dimension convolution neural network is constructed by introducing the time dimension into the two-dimension convolution so as to recognize the operational aggregation behaviors. After that, a reconfigurable hierarchical long short-term memory (LSTM) network is adopted to analyze the temporal aggregation behavior data of related combat units, with which the key factors of aggregation behaviors such as time, location could be calculated. Experiment results suggest that the proposed method could predict operational aggregation behaviors accurately. Meanwhile, the method will perform much better when introducing the man-in-the-loop mechanism.

Recommended Citation

Ying, Liao; Zhuo, Yi; Hu, Xiaofeng; Yuan, Tian; and Tao, Jiuyang (2019) "A 3D Convolution Neural Network for Operational Aggregation Behavior Prediction," Journal of System Simulation: Vol. 30: Iss. 3, Article 5.
DOI: 10.16182/j.issn1004731x.joss.201803005
Available at: https://dc-china-simulation.researchcommons.org/journal/vol30/iss3/5

First Page

801

DOI Link

https://doi.org/10.16182/j.issn1004731x.joss.201803005

Last Page

808

CLC

TP183;E919

Recommended Citation

Liao Ying, Yi Zhuo, Hu Xiaofeng, Tian Yuan, Tao Jiuyang. A 3D Convolution Neural Network for Operational Aggregation Behavior Prediction[J]. Journal of System Simulation, 2018, 30(3): 801-808.

DOI

10.16182/j.issn1004731x.joss.201803005