A belief-rule-based inference method for carrier battle group recognition

Lianmeng Jiao; Quan Pan; Xiaoxue Feng; Feng Yang

doi:10.1007/978-3-642-38524-7_28

A belief-rule-based inference method for carrier battle group recognition

Lianmeng Jiao^*, Quan Pan, Xiaoxue Feng, Feng Yang

^*Corresponding author for this work

Northwestern Polytechnical University Xian

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

4 Citations (Scopus)

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.

Original language	English
Title of host publication	Proceedings of 2013 Chinese Intelligent Automation Conference
Subtitle of host publication	Intelligent Automation
Pages	261-271
Number of pages	11
DOIs	https://doi.org/10.1007/978-3-642-38524-7_28
Publication status	Published - 2013
Externally published	Yes
Event	2013 Chinese Intelligent Automation Conference, CIAC 2013 - Yangzhou, Jiangsu, China Duration: 23 Aug 2013 → 25 Aug 2013

Publication series

Name	Lecture Notes in Electrical Engineering
Volume	254 LNEE
ISSN (Print)	1876-1100
ISSN (Electronic)	1876-1119

Conference

Conference	2013 Chinese Intelligent Automation Conference, CIAC 2013
Country/Territory	China
City	Yangzhou, Jiangsu
Period	23/08/13 → 25/08/13

Keywords

Belief-rule base
Carrier battle group
Over-the-horizon radar
Target recognition

Access to Document

10.1007/978-3-642-38524-7_28

Cite this

@inproceedings{ed66b81835a64cdd82e44feb50ac810c,

title = "A belief-rule-based inference method for carrier battle group recognition",

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.",

keywords = "Belief-rule base, Carrier battle group, Over-the-horizon radar, Target recognition",

author = "Lianmeng Jiao and Quan Pan and Xiaoxue Feng and Feng Yang",

year = "2013",

doi = "10.1007/978-3-642-38524-7_28",

language = "English",

isbn = "9783642385230",

series = "Lecture Notes in Electrical Engineering",

pages = "261--271",

booktitle = "Proceedings of 2013 Chinese Intelligent Automation Conference",

note = "2013 Chinese Intelligent Automation Conference, CIAC 2013 ; Conference date: 23-08-2013 Through 25-08-2013",

}

Jiao, L, Pan, Q, Feng, X & Yang, F 2013, A belief-rule-based inference method for carrier battle group recognition. in Proceedings of 2013 Chinese Intelligent Automation Conference: Intelligent Automation. Lecture Notes in Electrical Engineering, vol. 254 LNEE, pp. 261-271, 2013 Chinese Intelligent Automation Conference, CIAC 2013, Yangzhou, Jiangsu, China, 23/08/13. https://doi.org/10.1007/978-3-642-38524-7_28

A belief-rule-based inference method for carrier battle group recognition. / Jiao, Lianmeng; Pan, Quan; Feng, Xiaoxue et al.
Proceedings of 2013 Chinese Intelligent Automation Conference: Intelligent Automation. 2013. p. 261-271 (Lecture Notes in Electrical Engineering; Vol. 254 LNEE).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - A belief-rule-based inference method for carrier battle group recognition

AU - Jiao, Lianmeng

AU - Pan, Quan

AU - Feng, Xiaoxue

AU - Yang, Feng

PY - 2013

Y1 - 2013

N2 - 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.

AB - 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.

KW - Belief-rule base

KW - Carrier battle group

KW - Over-the-horizon radar

KW - Target recognition

UR - http://www.scopus.com/inward/record.url?scp=84881063653&partnerID=8YFLogxK

U2 - 10.1007/978-3-642-38524-7_28

DO - 10.1007/978-3-642-38524-7_28

M3 - Conference contribution

AN - SCOPUS:84881063653

SN - 9783642385230

T3 - Lecture Notes in Electrical Engineering

SP - 261

EP - 271

BT - Proceedings of 2013 Chinese Intelligent Automation Conference

T2 - 2013 Chinese Intelligent Automation Conference, CIAC 2013

Y2 - 23 August 2013 through 25 August 2013

ER -

A belief-rule-based inference method for carrier battle group recognition

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

Cite this