Skip to main content
Top
Published in: Optimization and Engineering 3/2020

25-06-2020 | Research Article

Simultaneous orthogonal collocation decomposition method for extended Lion and Man problems

Authors: Qiang Zhu, Kexin Wang, Zhijiang Shao, Lorenz T. Biegler

Published in: Optimization and Engineering | Issue 3/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Lion and Man problems are classical examples of pursuit and evasion games. However, the traditional analytic methods and indirect numerical methods only can handle the generalization of Lion and Man problems in games with small scales and simple scenarios. In this study, we first extend the original Lion and Man problems to a more complicated and time-varying game environment. Then we propose the simultaneous orthogonal collocation decomposition (SOCD) method, which is a direct method for exploring solutions of Lion and Man problems in a complicated game environment. Compared to indirect methods, SOCD method is much easier to apply. The max-minimization problem in Lion and Man problems is decomposed into two subproblems of optimal control, which are discretized by using the orthogonal collocation method. Local solutions of the resulting nonlinear programming problems lead to the optimal control problems. We also develop the receding horizon optimization method based on SOCD method to solve Lion and Man problems online in a time-varying game environment. In this method, the whole optimization time domain is divided into several short optimization cycles, and Lion and Man problems in each cycle are based on real-time observations of the game environment. The validity of these two methods is tested by conducting numerical simulations, and the results demonstrate that these methods provide a unified framework for solving extended Lion and Man problems.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
go back to reference Bakolas E, Tsiotras P (2012) Relay pursuit of a maneuvering target using dynamic Voronoi diagrams. Automatica 48(9):2213–2220MathSciNetCrossRef Bakolas E, Tsiotras P (2012) Relay pursuit of a maneuvering target using dynamic Voronoi diagrams. Automatica 48(9):2213–2220MathSciNetCrossRef
go back to reference Bardi M, Capuzzo-Dolcetta I (1997) Optimal control and viscosity solutions of Hamilton–Jacobi–Bellman equations. Birkhäuser, New YorkCrossRef Bardi M, Capuzzo-Dolcetta I (1997) Optimal control and viscosity solutions of Hamilton–Jacobi–Bellman equations. Birkhäuser, New YorkCrossRef
go back to reference Basar T, Olsder G (1995) Dynamic noncooperative game theory. Academic Press, LondonMATH Basar T, Olsder G (1995) Dynamic noncooperative game theory. Academic Press, LondonMATH
go back to reference Betts JT (2010) Practical methods for optimal control and estimation using nonlinear programming. SIAM, PhiladelphiaCrossRef Betts JT (2010) Practical methods for optimal control and estimation using nonlinear programming. SIAM, PhiladelphiaCrossRef
go back to reference Bhadauria D, Klein K, Isler V, Suri S (2012) Capturing an evader in polygonal environments with obstacles: the full visibility case. Int J Robot Res 31(10):1176–1189CrossRef Bhadauria D, Klein K, Isler V, Suri S (2012) Capturing an evader in polygonal environments with obstacles: the full visibility case. Int J Robot Res 31(10):1176–1189CrossRef
go back to reference Biegler LT (2010) Nonlinear programming: concepts, algorithms, and applications to chemical processes. SIAM, PhiladelphiaCrossRef Biegler LT (2010) Nonlinear programming: concepts, algorithms, and applications to chemical processes. SIAM, PhiladelphiaCrossRef
go back to reference Blaquière A, Gérard F, Leimann G (1969) Qualitative and quantitative games. Academic Press, New York Blaquière A, Gérard F, Leimann G (1969) Qualitative and quantitative games. Academic Press, New York
go back to reference Bopardikar SD, Bullo F, Hespanha JP (2008) On discrete-time pursuit-evasion games with sensing limitations. IEEE Trans Robot 24(6):1429–1439CrossRef Bopardikar SD, Bullo F, Hespanha JP (2008) On discrete-time pursuit-evasion games with sensing limitations. IEEE Trans Robot 24(6):1429–1439CrossRef
go back to reference Breitner MH, Pesch HJ, Grimm W (1993) Complex differential games of pursuit-evasion type with state constraints, part 2: Numerical computation of optimal open-loop strategies. J Optim Theory Appl 78(3):443–463MathSciNetCrossRef Breitner MH, Pesch HJ, Grimm W (1993) Complex differential games of pursuit-evasion type with state constraints, part 2: Numerical computation of optimal open-loop strategies. J Optim Theory Appl 78(3):443–463MathSciNetCrossRef
go back to reference Chen W, Biegler LT (2016) Nested direct transcription optimization for singular optimal control problems. AIChE J 62(10):3611–3627CrossRef Chen W, Biegler LT (2016) Nested direct transcription optimization for singular optimal control problems. AIChE J 62(10):3611–3627CrossRef
go back to reference Cheng P (2003) A short survey on pursuit-evasion games. Technical report, Department of Computer Science, University of Illinois at Urbana-Champaign Cheng P (2003) A short survey on pursuit-evasion games. Technical report, Department of Computer Science, University of Illinois at Urbana-Champaign
go back to reference Friedman A (1971) Differential games. Wiley Interscience, New YorkMATH Friedman A (1971) Differential games. Wiley Interscience, New YorkMATH
go back to reference Gao Y, Xiang JW (2006) Simulation of optimal firepower assignment strategy in multi-target attack with system dynamics. J Syst Simul 18(2):120–125 Gao Y, Xiang JW (2006) Simulation of optimal firepower assignment strategy in multi-target attack with system dynamics. J Syst Simul 18(2):120–125
go back to reference Getz WM, Pachter M (1981) Two-target pursuit-evasion differential games in the plane. J Optim Theory Appl 34(3):383–403MathSciNetCrossRef Getz WM, Pachter M (1981) Two-target pursuit-evasion differential games in the plane. J Optim Theory Appl 34(3):383–403MathSciNetCrossRef
go back to reference Glendinning P (2004) The mathematics of motion camouflage. Proc R Soc Lond B Biol Sci 271:477–481 CrossRef Glendinning P (2004) The mathematics of motion camouflage. Proc R Soc Lond B Biol Sci 271:477–481 CrossRef
go back to reference Horie K, Conway BA (2004) Genetic algorithm preprocessing for numerical solution of differential games problems. J Guidance Control Dyn 27(6):1075–1078CrossRef Horie K, Conway BA (2004) Genetic algorithm preprocessing for numerical solution of differential games problems. J Guidance Control Dyn 27(6):1075–1078CrossRef
go back to reference Johnson PA (2009) Numerical solution methods for differential game problems. Dissertation, Massachusetts Institute of Technology Johnson PA (2009) Numerical solution methods for differential game problems. Dissertation, Massachusetts Institute of Technology
go back to reference Kameswaran S, Biegler LT (2006) Simultaneous dynamic optimization strategies: recent advances and challenges. Comput Chem Eng 30(10):1560–1575CrossRef Kameswaran S, Biegler LT (2006) Simultaneous dynamic optimization strategies: recent advances and challenges. Comput Chem Eng 30(10):1560–1575CrossRef
go back to reference Karaman S, Frazzoli E (2010) Incremental sampling-based algorithms for a class of pursuit-evasion games. In: Hsu D, Isler V, Latombe JC, Lin MC (eds) Springer tracts in advanced robotics: algorithmic foundations of robotics IX, vol 68. Springer, Berlin, pp 71–87CrossRef Karaman S, Frazzoli E (2010) Incremental sampling-based algorithms for a class of pursuit-evasion games. In: Hsu D, Isler V, Latombe JC, Lin MC (eds) Springer tracts in advanced robotics: algorithmic foundations of robotics IX, vol 68. Springer, Berlin, pp 71–87CrossRef
go back to reference Kwakernaak H, Siwan R (1972) Linear optimal control systems. Wiley Interscience, New York Kwakernaak H, Siwan R (1972) Linear optimal control systems. Wiley Interscience, New York
go back to reference Li W (2016a) The confinement-escape problem of a defender against an evader escaping from a circular region. IEEE Trans Cybernet 46(4):1028–1039CrossRef Li W (2016a) The confinement-escape problem of a defender against an evader escaping from a circular region. IEEE Trans Cybernet 46(4):1028–1039CrossRef
go back to reference Li W (2016b) Escape analysis on the confinement-escape problem of a defender against an evader escaping from a circular region. IEEE Trans Cybernet 46(9):2166–2172CrossRef Li W (2016b) Escape analysis on the confinement-escape problem of a defender against an evader escaping from a circular region. IEEE Trans Cybernet 46(9):2166–2172CrossRef
go back to reference Littlewood JE (1953) A mathematician’s miscellany. Methuen, LondonMATH Littlewood JE (1953) A mathematician’s miscellany. Methuen, LondonMATH
go back to reference Merz AW (1985) To pursue or to evade-that is the question. J Guidance Control Dyn 8(2):161–166CrossRef Merz AW (1985) To pursue or to evade-that is the question. J Guidance Control Dyn 8(2):161–166CrossRef
go back to reference Novak AJ, Feichtinger G, Leitmann G (2010) A differential game related to terrorism: Nash and Stacklberg strategies. J Optim Theory Appl 144(3):533–555MathSciNetCrossRef Novak AJ, Feichtinger G, Leitmann G (2010) A differential game related to terrorism: Nash and Stacklberg strategies. J Optim Theory Appl 144(3):533–555MathSciNetCrossRef
go back to reference Pais D, Leonard NE (2010) Pursuit and evasion: evolutionary dynamics and collective motion. In: AIAA guidance, navigation and control conference, pp 1–14 Pais D, Leonard NE (2010) Pursuit and evasion: evolutionary dynamics and collective motion. In: AIAA guidance, navigation and control conference, pp 1–14
go back to reference Raivio T (2000) Computational methods for dynamic optimization and pursuit-evasion games. Dissertation, Helsinki University of Technology Raivio T (2000) Computational methods for dynamic optimization and pursuit-evasion games. Dissertation, Helsinki University of Technology
go back to reference Raivio T (2001) Capture set computation of an optimally guided missile. J Guidance Control Dyn 24(6):1167–1175CrossRef Raivio T (2001) Capture set computation of an optimally guided missile. J Guidance Control Dyn 24(6):1167–1175CrossRef
go back to reference Raivio T, Ehtamo H (2000a) On the numerical solution of a class of pursuit-evasion games. In: Filar JA, Gaitsgory V, Mizukami K (eds) Advances in dynamic games and applications. Springer, New York, pp 177–192CrossRef Raivio T, Ehtamo H (2000a) On the numerical solution of a class of pursuit-evasion games. In: Filar JA, Gaitsgory V, Mizukami K (eds) Advances in dynamic games and applications. Springer, New York, pp 177–192CrossRef
go back to reference Raivio T, Ehtamo H (2000b) Visual aircraft identification as a pursuit-evasion game. J Guidance Control Dyn 23(4):701–708CrossRef Raivio T, Ehtamo H (2000b) Visual aircraft identification as a pursuit-evasion game. J Guidance Control Dyn 23(4):701–708CrossRef
go back to reference Tang ST (2002) Performance comparison of differential game and improvement proportional navigation guidance laws. J Astronaut 23(6):38–43 Tang ST (2002) Performance comparison of differential game and improvement proportional navigation guidance laws. J Astronaut 23(6):38–43
go back to reference Wächter A, Biegler LT (2006) On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math Program 106(1):25–57MathSciNetCrossRef Wächter A, Biegler LT (2006) On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math Program 106(1):25–57MathSciNetCrossRef
go back to reference Walrand J, Polak E, Chung H (2011) Harbor attack: a pursuit-evasion game. In: 49th annual Allerton conference on communication, control, and computing, pp 1584–1591 Walrand J, Polak E, Chung H (2011) Harbor attack: a pursuit-evasion game. In: 49th annual Allerton conference on communication, control, and computing, pp 1584–1591
Metadata
Title
Simultaneous orthogonal collocation decomposition method for extended Lion and Man problems
Authors
Qiang Zhu
Kexin Wang
Zhijiang Shao
Lorenz T. Biegler
Publication date
25-06-2020
Publisher
Springer US
Published in
Optimization and Engineering / Issue 3/2020
Print ISSN: 1389-4420
Electronic ISSN: 1573-2924
DOI
https://doi.org/10.1007/s11081-020-09513-y

Other articles of this Issue 3/2020

Optimization and Engineering 3/2020 Go to the issue

Premium Partners