Skip to main content

2016 | OriginalPaper | Buchkapitel

Improved Clonal Selection Algorithm Optimizing Neural Network for Solving Terminal Anti-missile Collaborative Intercepting Assistant Decision-Making Model

verfasst von : Jin-ke Xiao, Wei-min Li, Xin-rong Xiao, Cheng-zhong Lv

Erschienen in: Theory, Methodology, Tools and Applications for Modeling and Simulation of Complex Systems

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Programming terminal high-low collaborative intercepting strategy scientifically and constructing assistant decision-making model with self-determination and intellectualization is one key problem to enhance operational efficiency. Assistant decision-making model has been constructed after analysis on collaborative intercepting principle; then Improved Clonal Selection Algorithm Optimizing Neural Network (ICLONALG-NN) is designed to solve the terminal anti-missile collaborative intercepting assistant decision-making model through introducing crossover operator to increase population diversity, introducing modified combination operator to make use of information before crossover and mutation, introducing population update operator into traditional CLONALG to optimize Neural Network parameters. Experimental simulation confirms the superiority and practicability of assistant decision-making model solved by ICLONALG-NN.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Xu, S.K., Liu, J.H., Wei, X.Z., Li, X., Guo, G.: Wideband electromagnetic characteristics modeling and analysis of missile targets in ballistic midcourse. Sci. China Technol. Sci. 55(6), 1655–1666 (2012)CrossRef Xu, S.K., Liu, J.H., Wei, X.Z., Li, X., Guo, G.: Wideband electromagnetic characteristics modeling and analysis of missile targets in ballistic midcourse. Sci. China Technol. Sci. 55(6), 1655–1666 (2012)CrossRef
2.
Zurück zum Zitat Prabhakar, N., Kumar, I.D., Tata, S.K., Vaithiyanathan, V.: A simplified guidance for target missiles used in ballistic missile defence evaluation. J. Inst. Eng. (India): Ser. C 94(1), 31–36 (2013) Prabhakar, N., Kumar, I.D., Tata, S.K., Vaithiyanathan, V.: A simplified guidance for target missiles used in ballistic missile defence evaluation. J. Inst. Eng. (India): Ser. C 94(1), 31–36 (2013)
3.
Zurück zum Zitat Xiao, J.-K., Li, W.-M., Liu, B., Lv, C.-Z.: Analysis on operational planning key technology in aerospace defense system. Aerodyn. Missile J. 11(2), 51–55 (2015) Xiao, J.-K., Li, W.-M., Liu, B., Lv, C.-Z.: Analysis on operational planning key technology in aerospace defense system. Aerodyn. Missile J. 11(2), 51–55 (2015)
4.
Zurück zum Zitat Wang, S., Li, W.-M., Xiao, J.-K.: Dynamic analysis on American ballistic missile defense system. Aerodyn. Missile J. 12(12), 27–31 (2014) Wang, S., Li, W.-M., Xiao, J.-K.: Dynamic analysis on American ballistic missile defense system. Aerodyn. Missile J. 12(12), 27–31 (2014)
5.
Zurück zum Zitat Wang, G., Wang, M.-Y., Yang, S.-C., Wu, L.-F.: Research of anti-missile battle management technique. Mod. Defence Technol. 40(1), 26–30 (2012) Wang, G., Wang, M.-Y., Yang, S.-C., Wu, L.-F.: Research of anti-missile battle management technique. Mod. Defence Technol. 40(1), 26–30 (2012)
6.
Zurück zum Zitat Xiao, J.-K., Wang, G., Fu, Q., Li, Y.-L.: Research on technology requirement of C2BM in anti-missile system. Aerodyn. Missile J. 9(9), 57–61 (2012) Xiao, J.-K., Wang, G., Fu, Q., Li, Y.-L.: Research on technology requirement of C2BM in anti-missile system. Aerodyn. Missile J. 9(9), 57–61 (2012)
7.
Zurück zum Zitat Chen, X., Wei, X.-M., Xu, G.-Y.: Cooperative air combat decision making for multiple UCAV based on decentralized invite auction algorithm. J. Syst. Simul. 24(6), 1257–1266 (2014) Chen, X., Wei, X.-M., Xu, G.-Y.: Cooperative air combat decision making for multiple UCAV based on decentralized invite auction algorithm. J. Syst. Simul. 24(6), 1257–1266 (2014)
8.
Zurück zum Zitat Pan, H., Wang, W., Qiu, X., Zhang, X.: Target assignment in multi·aircraft cooperative air combat based on distributed calculation. Electron. Opt. Control 20(1), 32–35 (2013) Pan, H., Wang, W., Qiu, X., Zhang, X.: Target assignment in multi·aircraft cooperative air combat based on distributed calculation. Electron. Opt. Control 20(1), 32–35 (2013)
9.
Zurück zum Zitat Chen, Z., Wang, L., Jia, Z.-Y.: The network effect of beyond-visual-range coordinated air combat. Command Control Simul. 35(1), 11–17 (2013) Chen, Z., Wang, L., Jia, Z.-Y.: The network effect of beyond-visual-range coordinated air combat. Command Control Simul. 35(1), 11–17 (2013)
10.
Zurück zum Zitat Rz, W., Tx, S., Wp, J.: Collaborative sensing mechanism for intelligent sensors based on tuple space. Ruan Jian Xue Bao/J. Softw. 26(4), 790–801 (2015)MathSciNet Rz, W., Tx, S., Wp, J.: Collaborative sensing mechanism for intelligent sensors based on tuple space. Ruan Jian Xue Bao/J. Softw. 26(4), 790–801 (2015)MathSciNet
11.
Zurück zum Zitat Fu, Q., Wand, G., Xiao, J.-K., Guo, X.-K., Wei, G.: Research on multrsensor cooperative tracking of high-speed aerospace vehicle. Syst. Eng. Electron. 36(10), 2007–2012 (2014) Fu, Q., Wand, G., Xiao, J.-K., Guo, X.-K., Wei, G.: Research on multrsensor cooperative tracking of high-speed aerospace vehicle. Syst. Eng. Electron. 36(10), 2007–2012 (2014)
12.
Zurück zum Zitat Jie, T., Jiang, T., Jinke, X.: Research on collaborative planning of theater anti-missile sensors. Tactical Missile Technol. 8(5), 49–53 (2013) Jie, T., Jiang, T., Jinke, X.: Research on collaborative planning of theater anti-missile sensors. Tactical Missile Technol. 8(5), 49–53 (2013)
13.
Zurück zum Zitat Jia, C., Changqiang, H., Xiang, G., Jie, H.: Target tracking by multi-sensor cooperation method based on distributed Nash Q-learning. J. SE Univ. (Nat. Sci. Ed.) 42(Suppl 2), S60–S65 (2012) Jia, C., Changqiang, H., Xiang, G., Jie, H.: Target tracking by multi-sensor cooperation method based on distributed Nash Q-learning. J. SE Univ. (Nat. Sci. Ed.) 42(Suppl 2), S60–S65 (2012)
14.
Zurück zum Zitat Lu, C., Shen, L.-C., Xie, H.-B.: Midcourse guidance design of collaborative intercepting of two interceptors for exo-atmospheric interception. Navig. Control 13(2), 17–22 (2014) Lu, C., Shen, L.-C., Xie, H.-B.: Midcourse guidance design of collaborative intercepting of two interceptors for exo-atmospheric interception. Navig. Control 13(2), 17–22 (2014)
15.
Zurück zum Zitat Zhang, C., Zhu, Q., Kuang, X.: Development overview of the US ballistic missile defense C2BMC system. J. Acad. Equipment 23(3), 60–63 (2012) Zhang, C., Zhu, Q., Kuang, X.: Development overview of the US ballistic missile defense C2BMC system. J. Acad. Equipment 23(3), 60–63 (2012)
16.
Zurück zum Zitat Yao, Y., Li, Z.: Research on C2BMC system operational view based on DoDAF. J. Acad. Equipment Command Technol. 22(3), 76–81 (2011) Yao, Y., Li, Z.: Research on C2BMC system operational view based on DoDAF. J. Acad. Equipment Command Technol. 22(3), 76–81 (2011)
17.
Zurück zum Zitat Li, J., Zhang, Z., Xu, L.: The capability of US C2BMC system. J. Acad. Equipment 24(5), 78–82 (2013)MathSciNet Li, J., Zhang, Z., Xu, L.: The capability of US C2BMC system. J. Acad. Equipment 24(5), 78–82 (2013)MathSciNet
18.
Zurück zum Zitat Yao, Y., Li, Z., Wang, L.: Design of C2BMC simulation system based on HLA. J. Acad. Equipment 22(2), 84–88 (2011) Yao, Y., Li, Z., Wang, L.: Design of C2BMC simulation system based on HLA. J. Acad. Equipment 22(2), 84–88 (2011)
19.
Zurück zum Zitat Xiao, J.K., Wang, G., Liu, C.Y., Yang, S.C.: Research on requirement analysis of C2BM in terminal anti-missile system based on DoDAF. Fire Control Command Control 38(8), 13–17 (2013) Xiao, J.K., Wang, G., Liu, C.Y., Yang, S.C.: Research on requirement analysis of C2BM in terminal anti-missile system based on DoDAF. Fire Control Command Control 38(8), 13–17 (2013)
20.
Zurück zum Zitat Prabhakar, N., Kumar, I.D., Tata, S.K., Vaithiyanathan, V.: A simplified guidance for target missiles used in ballistic missile defence evaluation. J. Inst. Eng. India Ser. C 94(1), 31–36 (2013)CrossRef Prabhakar, N., Kumar, I.D., Tata, S.K., Vaithiyanathan, V.: A simplified guidance for target missiles used in ballistic missile defence evaluation. J. Inst. Eng. India Ser. C 94(1), 31–36 (2013)CrossRef
21.
Zurück zum Zitat Guo, K.Y., Sheng, X.Q.: Precise recognition of warhead and decoy based on components of micro-Doppler frequency curves. Sci. China Inf. Sci. 55(4), 850–856 (2012)MathSciNetCrossRef Guo, K.Y., Sheng, X.Q.: Precise recognition of warhead and decoy based on components of micro-Doppler frequency curves. Sci. China Inf. Sci. 55(4), 850–856 (2012)MathSciNetCrossRef
22.
Zurück zum Zitat Chanyal, B.C.: Octonionic matrix representation and electromagnetism. J. Korean Phys. Soc. 65(11), 1715–1728 (2014)CrossRef Chanyal, B.C.: Octonionic matrix representation and electromagnetism. J. Korean Phys. Soc. 65(11), 1715–1728 (2014)CrossRef
23.
Zurück zum Zitat Golubev, V.K., Medvedkin, V.A.: Dynamic cutting of AMg6 aluminum alloy casings of warhead cones. Strength Mater. 34(1), 99–101 (2002)CrossRef Golubev, V.K., Medvedkin, V.A.: Dynamic cutting of AMg6 aluminum alloy casings of warhead cones. Strength Mater. 34(1), 99–101 (2002)CrossRef
24.
Zurück zum Zitat Lu, J., Huang, G.-L., Li, S.-Z.: A study of maneuvering control for an air cushion vehicle based on back propagation neural network. J. Shanghai Jiaotong Univ. (Sci.) 14(4), 482–485 (2009)MathSciNetCrossRefMATH Lu, J., Huang, G.-L., Li, S.-Z.: A study of maneuvering control for an air cushion vehicle based on back propagation neural network. J. Shanghai Jiaotong Univ. (Sci.) 14(4), 482–485 (2009)MathSciNetCrossRefMATH
25.
Zurück zum Zitat Jin, H., Sujun, W., Peng, Y.: Prediction of contact fatigue life of alloy cast steel rolls using back-propagation neural network. JMEPEG 22(12), 3631–3638 (2013)CrossRef Jin, H., Sujun, W., Peng, Y.: Prediction of contact fatigue life of alloy cast steel rolls using back-propagation neural network. JMEPEG 22(12), 3631–3638 (2013)CrossRef
26.
Zurück zum Zitat Ruan, G., Tan, Y.: A three-layer back-propagation neural network for spam detection using artificial immune concentration. Soft. Comput. 14(2), 139–150 (2010)CrossRef Ruan, G., Tan, Y.: A three-layer back-propagation neural network for spam detection using artificial immune concentration. Soft. Comput. 14(2), 139–150 (2010)CrossRef
27.
Zurück zum Zitat Chang, T.-Y., Shiu, Y.-F.: Simultaneously construct IRT-based parallel tests based on an adapted CLONALG algorithm. Appl. Intell. 36(4), 979–994 (2012)CrossRef Chang, T.-Y., Shiu, Y.-F.: Simultaneously construct IRT-based parallel tests based on an adapted CLONALG algorithm. Appl. Intell. 36(4), 979–994 (2012)CrossRef
28.
Zurück zum Zitat Zheng, J., Chen, Y., Zhang, W.: A Survey of artificial immune applications. Artif. Intell. Rev. 34(1), 19–34 (2010)MathSciNetCrossRef Zheng, J., Chen, Y., Zhang, W.: A Survey of artificial immune applications. Artif. Intell. Rev. 34(1), 19–34 (2010)MathSciNetCrossRef
29.
Zurück zum Zitat Izeboudjen, N., Bouridane, A., Farah, A., Bessalah, H.: Application of design reuse to artificial neural networks: case study of the back propagation algorithm. Neural Comput. Appl. 21(7), 1531–1544 (2012)CrossRef Izeboudjen, N., Bouridane, A., Farah, A., Bessalah, H.: Application of design reuse to artificial neural networks: case study of the back propagation algorithm. Neural Comput. Appl. 21(7), 1531–1544 (2012)CrossRef
30.
Zurück zum Zitat James Ting-Ho, L.: Functional model of biological neural networks. Cogn. Neurodyn. 4(4), 295–313 (2010)CrossRef James Ting-Ho, L.: Functional model of biological neural networks. Cogn. Neurodyn. 4(4), 295–313 (2010)CrossRef
Metadaten
Titel
Improved Clonal Selection Algorithm Optimizing Neural Network for Solving Terminal Anti-missile Collaborative Intercepting Assistant Decision-Making Model
verfasst von
Jin-ke Xiao
Wei-min Li
Xin-rong Xiao
Cheng-zhong Lv
Copyright-Jahr
2016
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-2666-9_22

Premium Partner