Skip to main content
Erschienen in: Structural and Multidisciplinary Optimization 3/2017

13.07.2016 | RESEARCH PAPER

Optimization of retaining wall design using evolutionary algorithms

verfasst von: Amir H. Gandomi, Ali R. Kashani, David A. Roke, Mehdi Mousavi

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 3/2017

Einloggen

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

search-config
loading …

Abstract

This paper explores the performance of three evolutionary optimization methods, differential evolution (DE), evolutionary strategy (ES) and biogeography based optimization algorithm (BBO), for nonlinear constrained optimum design of a cantilever retaining wall. These algorithms are based on biological contests for survival and reproduction. The retaining wall optimization problem consists of two criteria, geotechnical stability and structural strength, while the final design minimizes an objective function. The objective function is defined in terms of both cost and weight. Constraints are applied using the penalty function method. The efficiency of the proposed method is examined by means of two numerical retaining wall design examples, one with a base shear key and one without a base shear key. The final designs are compared to the ones determined by genetic algorithms as classical metaheuristic optimization methods. The design results and convergence rate of the BBO algorithm show a significantly better performance than the other algorithms in both design cases.

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!

Literatur
Zurück zum Zitat Ahmadi-Nedushan B, Varaee H (2009) Optimal design of reinforced concrete retaining walls using a swarm intelligence technique. Proc 1st Int Conf Soft Comput Technol Civil, Structural Environ Eng, Civil-Comp Press, Stirlingshire, UK Ahmadi-Nedushan B, Varaee H (2009) Optimal design of reinforced concrete retaining walls using a swarm intelligence technique. Proc 1st Int Conf Soft Comput Technol Civil, Structural Environ Eng, Civil-Comp Press, Stirlingshire, UK
Zurück zum Zitat Algin HM (2009) Elastic settlement under eccentrically loaded rectangular surface footings on sand deposits. J Geotech Geoenviron 135(10):1499–1508CrossRef Algin HM (2009) Elastic settlement under eccentrically loaded rectangular surface footings on sand deposits. J Geotech Geoenviron 135(10):1499–1508CrossRef
Zurück zum Zitat American Concrete Institute (2005) Building code requirements for structural concrete and commentary (ACI 318–05), Detroit American Concrete Institute (2005) Building code requirements for structural concrete and commentary (ACI 318–05), Detroit
Zurück zum Zitat Babu GLS, Basha BM (2006) Inverse reliability based design optimization of cantilever retaining walls. 3rd Int ASRANet Colloquium 10-12thjuly 2006, Glasgow, UK Babu GLS, Basha BM (2006) Inverse reliability based design optimization of cantilever retaining walls. 3rd Int ASRANet Colloquium 10-12thjuly 2006, Glasgow, UK
Zurück zum Zitat Babu GLS, Basha BM (2008) Optimal design of cantilever retaining walls using target reliability approach. Int J Geomech 8(4):240–252CrossRef Babu GLS, Basha BM (2008) Optimal design of cantilever retaining walls using target reliability approach. Int J Geomech 8(4):240–252CrossRef
Zurück zum Zitat Basudhar PK, Vashistha A, Deb K, Dey A (2008) Cost optimization of reinforced earth walls. Geotech Geol Eng 26(1):1–12 Basudhar PK, Vashistha A, Deb K, Dey A (2008) Cost optimization of reinforced earth walls. Geotech Geol Eng 26(1):1–12
Zurück zum Zitat Camp CV, Akin C (2012) Design of retaining walls using big bang-big crunch optimization optimum design of cantilever retaining walls. J Struct Eng 138:438–448CrossRef Camp CV, Akin C (2012) Design of retaining walls using big bang-big crunch optimization optimum design of cantilever retaining walls. J Struct Eng 138:438–448CrossRef
Zurück zum Zitat Darwin C (1859) The origin of species. Reprint. New York: Modern Library Darwin C (1859) The origin of species. Reprint. New York: Modern Library
Zurück zum Zitat Das BM (1994) Principles of geotechnical engineering. PWS Publishing, Boston Das BM (1994) Principles of geotechnical engineering. PWS Publishing, Boston
Zurück zum Zitat Dembicki E, Chi T (1989) System analysis in calculation of cantilever retaining walls. Int J Numer Anal Methods Geomech 13(6):599–610 Dembicki E, Chi T (1989) System analysis in calculation of cantilever retaining walls. Int J Numer Anal Methods Geomech 13(6):599–610
Zurück zum Zitat Gandomi AH, Yang XS, Talatahari S, Alavi AH (2013) Metaheuristic algorithms in modeling and optimization. In: Gandomi AH et al (eds) Metaheuristic applications in structures and infrastructures. Elsevier, Waltham, p 1–24 Gandomi AH, Yang XS, Talatahari S, Alavi AH (2013) Metaheuristic algorithms in modeling and optimization. In: Gandomi AH et al (eds) Metaheuristic applications in structures and infrastructures. Elsevier, Waltham, p 1–24
Zurück zum Zitat Gandomi AH, Kashani AR, Mousavi M (2015a) Boundary constraint handling affection on slope stability analysis. In Engineering and Applied Sciences Optimization (pp. 341–358). Springer International Publishing, Switzerland Gandomi AH, Kashani AR, Mousavi M (2015a) Boundary constraint handling affection on slope stability analysis. In Engineering and Applied Sciences Optimization (pp. 341–358). Springer International Publishing, Switzerland
Zurück zum Zitat Gandomi AH, Kashani AR, Mousavi M, Jalalvandi M (2015b) Slope stability analyzing using recent swarm intelligence techniques. Int J Num Anal Methods Geomech 39:295–309 Gandomi AH, Kashani AR, Mousavi M, Jalalvandi M (2015b) Slope stability analyzing using recent swarm intelligence techniques. Int J Num Anal Methods Geomech 39:295–309
Zurück zum Zitat Gandomi AH, Kashani AR, Roke DA, Mousavi M (2015c) Optimization of retaining wall design using recent swarm intelligence techniques. Eng Struct 103:72–84CrossRef Gandomi AH, Kashani AR, Roke DA, Mousavi M (2015c) Optimization of retaining wall design using recent swarm intelligence techniques. Eng Struct 103:72–84CrossRef
Zurück zum Zitat Ghazavi M, Bonab SB (2011) Learning from ant society in optimizing concrete retaining walls. J Technol Educ 5(3):205–212 Ghazavi M, Bonab SB (2011) Learning from ant society in optimizing concrete retaining walls. J Technol Educ 5(3):205–212
Zurück zum Zitat Gholizadeh S, Barati H (2012) A comparative study of three metaheuristics for optimum design of trusses. Int J Optim Civil Eng 3(3):423–441 Gholizadeh S, Barati H (2012) A comparative study of three metaheuristics for optimum design of trusses. Int J Optim Civil Eng 3(3):423–441
Zurück zum Zitat Holland JH (1975) Adaptation in natural and artificial systems. The University of Michigan Press, Ann Arbor Holland JH (1975) Adaptation in natural and artificial systems. The University of Michigan Press, Ann Arbor
Zurück zum Zitat Kashani AR, Gandomi AH, Mousavi M (2016) Imperialistic competitive algorithm: a metaheuristic algorithm for locating the critical slip surface in 2-Dimensional slopes. Geosci Frontiers 7(1):83–89 Kashani AR, Gandomi AH, Mousavi M (2016) Imperialistic competitive algorithm: a metaheuristic algorithm for locating the critical slip surface in 2-Dimensional slopes. Geosci Frontiers 7(1):83–89
Zurück zum Zitat Kaveh A, Abadi ASM (2010) Harmony search based algorithm for the optimum cost design of reinforced concrete cantilever retaining walls. Int J Civ Eng 9(1):1–8 Kaveh A, Abadi ASM (2010) Harmony search based algorithm for the optimum cost design of reinforced concrete cantilever retaining walls. Int J Civ Eng 9(1):1–8
Zurück zum Zitat Kaveh A, Behnam AF (2013) Charged system search algorithm for the optimum cost design of reinforced concrete cantilever retaining walls. Arab J Sci Eng 38(3):563–570 Kaveh A, Behnam AF (2013) Charged system search algorithm for the optimum cost design of reinforced concrete cantilever retaining walls. Arab J Sci Eng 38(3):563–570
Zurück zum Zitat Keskar AV, Adidam SR (1989) Minimum cost design of a cantilever retaining wall. Indian Concr J 63(8):401–405 Keskar AV, Adidam SR (1989) Minimum cost design of a cantilever retaining wall. Indian Concr J 63(8):401–405
Zurück zum Zitat Khajehzadeh M, Eslami M (2012) Gravitational search algorithm for optimization of retaining structures. Indian J Sci Technol 5(1):1821–1827 Khajehzadeh M, Eslami M (2012) Gravitational search algorithm for optimization of retaining structures. Indian J Sci Technol 5(1):1821–1827
Zurück zum Zitat Khajehzadeh M, Taha MR, El-Shafie A, Eslami M (2010) Economic design of retaining wall using particle swarm optimization with passive congregation. Aust J Basic Appl Sci 4(11):5500–5507 Khajehzadeh M, Taha MR, El-Shafie A, Eslami M (2010) Economic design of retaining wall using particle swarm optimization with passive congregation. Aust J Basic Appl Sci 4(11):5500–5507
Zurück zum Zitat Khajehzadeh M, Taha MR, El-Shafie A, Eslami M (2011) Modified particle swarm optimization for optimum design of spread footing and retaining wall. J Zhejiang Univ-Sci A (Appl Physics Eng) 12(6):415–427CrossRef Khajehzadeh M, Taha MR, El-Shafie A, Eslami M (2011) Modified particle swarm optimization for optimum design of spread footing and retaining wall. J Zhejiang Univ-Sci A (Appl Physics Eng) 12(6):415–427CrossRef
Zurück zum Zitat MacArthur R, Wilson EO (1967) The theory of island biogeography. Princeton University Press, Princeton MacArthur R, Wilson EO (1967) The theory of island biogeography. Princeton University Press, Princeton
Zurück zum Zitat Pezeshk S, Camp CV (2002) Recent advances in optimal structural design. Author of chapter entitled: State of the art on the use of genetic algorithms in design of steel structures. Edited by Scott Burns, ASCE Pezeshk S, Camp CV (2002) Recent advances in optimal structural design. Author of chapter entitled: State of the art on the use of genetic algorithms in design of steel structures. Edited by Scott Burns, ASCE
Zurück zum Zitat Rechenberg I (1965) Cybernetic solution path of an experimental problem. Royal Aircraft Establishment, Farnborough p. Library Translation 1122 Rechenberg I (1965) Cybernetic solution path of an experimental problem. Royal Aircraft Establishment, Farnborough p. Library Translation 1122
Zurück zum Zitat Rhomberg EJ, Street WM (1981) Optimal design of retaining walls. J Struct Div 107(5):992–1002 Rhomberg EJ, Street WM (1981) Optimal design of retaining walls. J Struct Div 107(5):992–1002
Zurück zum Zitat Sahab MG, Toropov VV, Gandomi AH (2013) Traditional and modern structural optimization techniques – theory and application. In: Gandomi AH et al (Eds) Chapter 2 in metaheuristic applications in structures and infrastructures. Elsevier, p 25–47 Sahab MG, Toropov VV, Gandomi AH (2013) Traditional and modern structural optimization techniques – theory and application. In: Gandomi AH et al (Eds) Chapter 2 in metaheuristic applications in structures and infrastructures. Elsevier, p 25–47
Zurück zum Zitat Saribaş A, Erbatur F (1996) Optimization and sensitivity of retaining structures. J Geotech Eng 122(8):649–656CrossRef Saribaş A, Erbatur F (1996) Optimization and sensitivity of retaining structures. J Geotech Eng 122(8):649–656CrossRef
Zurück zum Zitat Schmertmann JH, Hartmann JP, Brown PR (1978) Improved strain influence factor diagrams. ASCE J Geotech Eng Div 104(GT8):1131–1135 Schmertmann JH, Hartmann JP, Brown PR (1978) Improved strain influence factor diagrams. ASCE J Geotech Eng Div 104(GT8):1131–1135
Zurück zum Zitat Schwefel H-P (1977) Numeriche Optimierung von Computer-Modelenconstructing genetic linkage maps of experimental and natural Mittels der Evolutions-Strategie. Birkauser, BaselCrossRef Schwefel H-P (1977) Numeriche Optimierung von Computer-Modelenconstructing genetic linkage maps of experimental and natural Mittels der Evolutions-Strategie. Birkauser, BaselCrossRef
Zurück zum Zitat Simon D (2008) Biogeography-based optimization. IEEE Trans Evol Comput 12:702–713CrossRef Simon D (2008) Biogeography-based optimization. IEEE Trans Evol Comput 12:702–713CrossRef
Zurück zum Zitat Storn R, Price K (1997) Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341–359MathSciNetCrossRefMATH Storn R, Price K (1997) Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341–359MathSciNetCrossRefMATH
Zurück zum Zitat Villalba P, Alcalá J, Yepes V, González-Vidosa F (2010) CO2 optimization of reinforced concrete cantilever retaining walls. 2nd Int Conf Eng Optimization, Lisbon, Portugal Villalba P, Alcalá J, Yepes V, González-Vidosa F (2010) CO2 optimization of reinforced concrete cantilever retaining walls. 2nd Int Conf Eng Optimization, Lisbon, Portugal
Zurück zum Zitat Wallace AR (1876) The geographical distribution of animals: with a study of the relations of living and extinct faunas as elucidating the past changes of the earth’s surface: in two volumes. Macmillan & Co., LondonCrossRef Wallace AR (1876) The geographical distribution of animals: with a study of the relations of living and extinct faunas as elucidating the past changes of the earth’s surface: in two volumes. Macmillan & Co., LondonCrossRef
Zurück zum Zitat Yepes V, Alcala A, Perea C, González-Vidosa F (2008) A parametric study of optimum earth-retaining walls by simulated annealing. Eng Struct 30(3):821–830 Yepes V, Alcala A, Perea C, González-Vidosa F (2008) A parametric study of optimum earth-retaining walls by simulated annealing. Eng Struct 30(3):821–830
Metadaten
Titel
Optimization of retaining wall design using evolutionary algorithms
verfasst von
Amir H. Gandomi
Ali R. Kashani
David A. Roke
Mehdi Mousavi
Publikationsdatum
13.07.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 3/2017
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-016-1521-3

Weitere Artikel der Ausgabe 3/2017

Structural and Multidisciplinary Optimization 3/2017 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.