Abstract
This paper proposes a method for carrier battle group recognition with over-the-horizon radar outputs. A newly developed belief-rule-based inference method is employed to deal with uncertainties in both radar outputs and domain knowledge. The recognition belief-rule base is constructed considering the constraints among sub-targets in the carrier battle group and subsequently the inference according to such hierarchical belief-rule base is implemented. Moreover, the parameters training method is designed to update the belief-rule base through accumulated historical data. The simulation results show that the belief-rule-based inference method is effective to address the uncertainties in carrier battle group recognition, and the method performs much better after parameters training.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Oxendine E, Nissen EM (2001) Knowledge process and system design for the carrier battle group. Knowl Innov 1(3):89–109
Krolik JL, Anderson RH (1997) Maximum likelihood coordinate registration for over-the-horizon radar. IEEE Trans Signal Process 45(4):945–959
Yang JB, Liu J, Wang J (2006) A belief rule base inference methodology using the evidential reasoning approach-RIMER. IEEE Trans Syst Man Cybern Part A Syst Hum 36(2):266–285
Kong GL, Xu DL, Richard B (2012) A belief rule-based decision support system for clinical risk assessment of cardiac chest pain. Eur J Oper Res 219(2):564–573
Liu J, Yang JB, Wang J (2005) Engineering system safety analysis and synthesis using the fuzzy rule-based evidential reasoning approach. Qual Reliab Eng Int 21(2):387–411
Tang D-W, Yang JB, Chin K-S (2011) A methodology to generate a belief rule base for customer perception risk analysis in new product development. Expert Syst Appl 38(12):5373–5383
Wang YM, Yang JB, Xu DL (2006) Environmental impact assessment using the evidential reasoning approach. Eur J Oper Res 174(3):1885–1913
Yang JB (2001) Rule and utility based evidential reasoning approach for multi-attribute decision analysis under uncertainties. Eur J Oper Res 131(1):31–61
Acknowledgments
This work was partially supported by the China National Science Foundation (No.61135001 and No.61075029) and the Doctorate Foundation of Northwestern Polytechnical University (No.CX201319).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Jiao, L., Pan, Q., Feng, X., Yang, F. (2013). A Belief-Rule-Based Inference Method for Carrier Battle Group Recognition. In: Sun, Z., Deng, Z. (eds) Proceedings of 2013 Chinese Intelligent Automation Conference. Lecture Notes in Electrical Engineering, vol 254. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38524-7_28
Download citation
DOI: https://doi.org/10.1007/978-3-642-38524-7_28
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-38523-0
Online ISBN: 978-3-642-38524-7
eBook Packages: EngineeringEngineering (R0)