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Improvements and Applications of Group Search Optimizer in Structural Optimal Design

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Part of the book series: Adaptation, Learning, and Optimization ((ALO,volume 9))

Abstract

This chapter introduces the improvement and application of swarm algorithm named Group Search Optimizer (GSO) in civil structure optimization design. GSO is a new and robust stochastic searching optimizer, as it is based on PS (produce and scrounger) model and the animal scanning mechanisms. An improved group search optimizer named IGSO was presented based on harmony search mechanism and GSO. The implementation of IGSO for different optimal purposes is presented in detail, including the application of IGSO to truss structure shape optimal design, to truss structure dynamic optimal design, to truss structure topology optimization design. Different truss structures are used to test the GSO and IGSO in structural shape optimization, dynamic optimization and topology optimization.

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References

  1. Michell, A.G.M.: The limits of economy of materials in frame structures. Philosophical Magazine 8(47), 589–597 (1904)

    Google Scholar 

  2. Prager, W., Rozvany, G.: Optimal layout of grillages. Journal of Structural Mechanics 5(3), 265–294 (1977)

    MathSciNet  Google Scholar 

  3. Dorn, W., Gomory, R., Greenberg, H.: Automatic design of optimal structures. J. de Mechanique 3(1), 25–52 (1964)

    Google Scholar 

  4. Colorni, A., Dorigo, M., Maniezzo, V.: Distributed optimization by ant colonies. In: Proceedings of the First European Conference on Artificial Life, Paris, France, pp. 134–142 (1991)

    Google Scholar 

  5. Holland, J.H.: Adaptation in natural and artificial systems. The University of Michigan Press (1975)

    Google Scholar 

  6. Schwefel, H.P.: Numerical optimization of computer models. John Wiley, Chichester (1981)

    MATH  Google Scholar 

  7. Forgel, D.B.: Applying evolutionary programming to selected travelling salesman problems. Cybernetics and Systems 24, 27–36 (1993)

    Article  MathSciNet  Google Scholar 

  8. Goldberg, D.E.: Genetic algorithms in search. Optimization and Machine Learning. Addison Wesley Publishing Company, MA (1989)

    MATH  Google Scholar 

  9. Kenndy, J., Eberhart, R.C.: Particle swarm optimization. In: Proceedings of the 1995 IEEE International Conference on Neural Networks, Piscataway, NJ, USA, pp. 1942–1948 (1995)

    Google Scholar 

  10. Perez, R.E., Behdinan, K.: Particle swarm approach for structural design optimization. Computers and Structures 85(19-20), 1579–1588 (2007)

    Article  Google Scholar 

  11. Li, L.J., Huang, Z.B., Liu, F., Wu, Q.H.: A heuristic particle swarm optimizer for optimization of pin connected structures. Computers and Structures 85(7-8), 340–349 (2007)

    Article  Google Scholar 

  12. He, S., Wu, Q.H., Saunder, J.R.: A novel group search optimizer inspired by animal behaviour Ecology. In: 2006 IEEE Congress on Evolutionary Computation, Vancouver, BC, Canada (2006)

    Google Scholar 

  13. Li, L.J., Xu, X.T., Liu, F., Wu, Q.H.: The group search optimizer and its application on truss structure design. Advances in Structural Engineering 13(1), 43–51 (2010)

    Article  Google Scholar 

  14. Barnard, C.J., Sibly, R.M.: Producers and scroungers: a general model and its application to captive flocks of house sparrows. Animal Behaviour 29(2), 543–550 (1981)

    Article  Google Scholar 

  15. Couzin, I.D., Krause, J., Franks, N.R., Levin, S.A.: Effective leadership and decision-making in animal groups on the move. Nature 433(3), 513–516 (2005)

    Article  Google Scholar 

  16. O’Brien, W.J., Evans, B.I., Browman, H.I.: Flexible search tactics and efficient foraging in saltatory searching animals. Oecologia 80(1), 100–110 (1989)

    Article  Google Scholar 

  17. Geem, Z.W., Kim, J.H., Loganathan, G.V.: A new heuristic optimization algorithm: harmony search. Simulation 76(2), 60–68 (2001)

    Article  Google Scholar 

  18. Wu, S.J., Chow, P.T.: Integrated discrete and configuration optimization of trusses using genetic algorithms. Computers & Structures 55(4), 695–702 (1995)

    Article  MATH  Google Scholar 

  19. Wang, D., Zhang, W.H., Jiang, J.S.: Truss shape optimization with multiple displacement constraints. Computer Methods in Applied Mechanics and Engineering 191(33), 3597–3162 (2002)

    Google Scholar 

  20. Luo, Z.F., Rong, J.H., Lu, Y.Z.: Shape optimization for truss dynamics based on genetic algorithm. Machinery design & Manufacture (4), 68–70 (2004) (in Chinese)

    Google Scholar 

  21. Tang, W.Y., Yuan, Q.K.: Improved genetic algorithm for topology optimization of truss structures. Chinese Journal of Computational Mechanics 25(1), 79–84 (2008) (in Chinese)

    Google Scholar 

  22. Wang, Y.F., Sun, H.C., Huang, L.H.: Studies on optimal topology designs of structures with discrete variables. Acta Mechnica Solida Sinica 19(1), 59–63 (1998) (in Chinese)

    Google Scholar 

  23. Rajeev, S., Krishnamoorhty, C.S.: Genetic algorithms based methodologies for design optimization of trusses. Journal of Structural Engineering ASCE 123(3), 350–358 (1997)

    Article  Google Scholar 

  24. Hasanqehi, O., Erbatur, F.: Layout optimization of trusses using improved GA methodlogies. ACTA Mechanica 146(1-2), 87–107 (2001)

    Article  Google Scholar 

  25. Kaveh, A., Kalatjari, V.: Size/Geometry optimization of trusses by the force method and genetic algorithm. Zeitschrift fur Angewandte Mathematik and Mechanics 84(5), 347–357 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  26. Qian, L.X.: Optimal design of engineering structures. Water and Power Press, Beijing (1983)

    Google Scholar 

  27. Thierauf, G., Cai, J.: Parallel evolution strategy for solving structural optimization. Engineering structures 19(4), 318–324 (1997)

    Article  Google Scholar 

  28. Cheng, G.D., Gu, Y.X.: Applications of SQP to structural dynamics optimization. Journal of Vibration and Shock 5(1), 12–20 (1986)

    Google Scholar 

  29. Xie, Y.M., Steven, G.P.: A simple approaches to structural frequency optimization. Computers & Structures 53(6), 1487–1492 (1994)

    Article  Google Scholar 

  30. Zhao, C.B., Steven, G.P., Xie, Y.M.: Simultanceously evolutionary optimization of several natural frequencies of a two dimensional structure. Structure Engineering & Mechanics 7(5), 447–456 (1999)

    Google Scholar 

  31. Chen, J.J., Che, J.W., et al.: A review on structural dynamic optimum design. Advances in Mechanics 31(2), 181–192 (2001)

    Google Scholar 

  32. Sadek, E.A.: Dynamic optimization of framed structures with variable layout. International Journal for Numerical Methods in Engineering 23(7), 1273–1294 (1986)

    Article  MATH  Google Scholar 

  33. Lee, K.S., Geem, Z.W.: A new structural optimization method based on the harmony search algorithm. Computers and Structures 82(9-10), 781–798 (2004)

    Article  Google Scholar 

  34. Wang, D., Li, J.: Shape optimization of space trusses subject to frequency constraints. Engineering Mechanics 24(4), 129–134 (2007)

    Google Scholar 

  35. Kirsch, U.: Optimal topologies of truss structure. Computer Methods in Applied Mechanics and Engineering 72(1), 15–28 (1989)

    Article  MathSciNet  MATH  Google Scholar 

  36. Tan, Z.F., Sun, H.C.: The modified simplex method for topology optimization of space truss structure with multiple loading conditions. Chinese Journal of Theoretical and Applied Mechanics 26(1), 90–97 (1994)

    MathSciNet  Google Scholar 

  37. Chai, S., Shi, L.S., Sun, H.C.: Topology optimization of truss structures with discrete variables including two kinds of variables. Chinese Journal of Theoretical and Applied Mechanics 31(5), 574–584 (1999) (in Chinese)

    Google Scholar 

  38. Cai, W.X., Cheng, G.D.: Simulated annealing algorithm for the topology optimization of truss. Journal of South China University of Technology (Natural Science Edition) 26(9), 78–84 (1998) (in Chinese)

    Google Scholar 

  39. Zhu, C.Y., Zhang, X.D., et al.: An improved hybrid genetic algorithm for discrete topology optimization of trusses. Journal of Lanzhou University (Natural Sciences) 41(5), 102–106 (2005) (in Chinese)

    Google Scholar 

  40. Jiang, D.J., Zhang, Z.M.: A renew on topology and layout optimization of truss structure. Advances in Science and Technology of Water Resource 26(2), 81–86 (2006)

    Google Scholar 

  41. Xu, B.: An investigation on truss structural dynamic topology optimization. Northwestern Polytechnical University (2002)

    Google Scholar 

  42. Xie, H.B., Liu, F., Li, L.J.: A topology optimization for truss based on improved group search optimizer. In: 2009 International Conference on Computational Intelligence and Security, Beijing, pp. 244–248 (2009)

    Google Scholar 

  43. Xie, H.B., Liu, F., Li, L.J.: Research on topology optimization of truss structure based on the improved group search optimizer. In: 2nd International Symposium on Computational Mechanics. 12th International Conference on Enhancement and Promotion of Computational Methods in Engineering and Science. HK-Macau (2009) Paper number 304

    Google Scholar 

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Li, L., Liu, F. (2011). Improvements and Applications of Group Search Optimizer in Structural Optimal Design. In: Group Search Optimization for Applications in Structural Design. Adaptation, Learning, and Optimization, vol 9. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20536-1_5

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  • DOI: https://doi.org/10.1007/978-3-642-20536-1_5

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-20535-4

  • Online ISBN: 978-3-642-20536-1

  • eBook Packages: EngineeringEngineering (R0)

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