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Erschienen in: Environmental Earth Sciences 4/2015

01.08.2015 | Original Article

Slope stability analysis based on immunised evolutionary programming

verfasst von: Wei Gao

Erschienen in: Environmental Earth Sciences | Ausgabe 4/2015

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Abstract

The key task in analyzing slope stability is determining its critical slip surface. To solve this problem, a new critical slip surface search method based on an immunised evolutionary programming is proposed. From application of the improved adaptive mutation operation and improved selection operation based on thickness adjustment of artificial immune system into evolutionary programming, a new immunised evolutionary programming for continuous optimisation is proposed. Then, combined with typical mature limit equilibrium analysis (the Spencer method and the Morgenstern–Price method), the immunised evolutionary programming is used to analyze the stability of the slope. Finally, the proposed method is verified through four typical numerical examples and is compared with the evolutionary programming and previous studies in the literature. The results indicate that the applicability, validity and effectiveness of the immunised evolutionary programming are all improved over previous studies and over the evolutionary programming.

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Literatur
Zurück zum Zitat Alejano LR, Ferrero AM, Ramírez-Oyanguren P, Álvarez Fernández MI (2011) Comparison of limit-equilibrium, numerical and physical models of wall slope stability. Int J Rock Mech Min Sci 48:16–26CrossRef Alejano LR, Ferrero AM, Ramírez-Oyanguren P, Álvarez Fernández MI (2011) Comparison of limit-equilibrium, numerical and physical models of wall slope stability. Int J Rock Mech Min Sci 48:16–26CrossRef
Zurück zum Zitat Arai K, Tagyo K (1985) Determination of noncircular slip surfaces giving the minimum factor of safety in slope stability analysis. Soils Found 25:43–51CrossRef Arai K, Tagyo K (1985) Determination of noncircular slip surfaces giving the minimum factor of safety in slope stability analysis. Soils Found 25:43–51CrossRef
Zurück zum Zitat Bolton H, Heymann G, Groenwold A (2003) Global search for critical failure surface in slope stability analysis. Eng Optim 35:51–65CrossRef Bolton H, Heymann G, Groenwold A (2003) Global search for critical failure surface in slope stability analysis. Eng Optim 35:51–65CrossRef
Zurück zum Zitat Chen ZY (1992) Random trials used in determining global minimum factors of safety of slope. Can Geotech J 29:225–233CrossRef Chen ZY (1992) Random trials used in determining global minimum factors of safety of slope. Can Geotech J 29:225–233CrossRef
Zurück zum Zitat Chen ZY (2003) Soil slope stability analysis—theory methods and programs. China Water Power Press, Beijing (in Chinese) Chen ZY (2003) Soil slope stability analysis—theory methods and programs. China Water Power Press, Beijing (in Chinese)
Zurück zum Zitat Chen ZY, Shao CM (1988) Evaluation of minimum factor of safety in slope stability analysis. Can Geotech J 25:735–748CrossRef Chen ZY, Shao CM (1988) Evaluation of minimum factor of safety in slope stability analysis. Can Geotech J 25:735–748CrossRef
Zurück zum Zitat Cheng YM, Lau CK (2008) Slope stability analysis and stabilization—new methods and insight. Taylor & Francis, London Cheng YM, Lau CK (2008) Slope stability analysis and stabilization—new methods and insight. Taylor & Francis, London
Zurück zum Zitat Cheng YM, Li L, Chi SC (2007a) Performance studies on six heuristic global optimization methods in the location of critical slip surface. Comput Geotech 34:462–484CrossRef Cheng YM, Li L, Chi SC (2007a) Performance studies on six heuristic global optimization methods in the location of critical slip surface. Comput Geotech 34:462–484CrossRef
Zurück zum Zitat Cheng YM, Li L, Chi SC, Wei WB (2007b) Particle swarm optimization algorithm for the location of the critical non-circular failure surface in two-dimensional slope stability analysis. Comput Geotech 34:92–103CrossRef Cheng YM, Li L, Chi SC, Wei WB (2007b) Particle swarm optimization algorithm for the location of the critical non-circular failure surface in two-dimensional slope stability analysis. Comput Geotech 34:92–103CrossRef
Zurück zum Zitat Cheng YM, Li L, Chi SC, Wei WB (2008a) Determination of the critical slip surface using artificial fish swarms algorithm. J Geotech Geoenviron Eng 134:244–251CrossRef Cheng YM, Li L, Chi SC, Wei WB (2008a) Determination of the critical slip surface using artificial fish swarms algorithm. J Geotech Geoenviron Eng 134:244–251CrossRef
Zurück zum Zitat Cheng YM, Li L, Lansivaara T, Chi SC, Sun YJ (2008b) An improved harmony search minimization algorithm using different slip surface generation methods for slope stability analysis. Eng Optim 40:95–115CrossRef Cheng YM, Li L, Lansivaara T, Chi SC, Sun YJ (2008b) An improved harmony search minimization algorithm using different slip surface generation methods for slope stability analysis. Eng Optim 40:95–115CrossRef
Zurück zum Zitat Dasgupta D, Michalewicz Z (1997) Evolutionary algorithms in engineering applications. Springer, BerlinCrossRef Dasgupta D, Michalewicz Z (1997) Evolutionary algorithms in engineering applications. Springer, BerlinCrossRef
Zurück zum Zitat Donald IB, Giam PSK (1989) Soil slope stability programs review. Association for Computer Aided Design (Australia), Melbourne Donald IB, Giam PSK (1989) Soil slope stability programs review. Association for Computer Aided Design (Australia), Melbourne
Zurück zum Zitat Fogel DB (1995) Evolutionary computation: toward a new philosophy of machine intelligence. IEEE Press, New York Fogel DB (1995) Evolutionary computation: toward a new philosophy of machine intelligence. IEEE Press, New York
Zurück zum Zitat Fogel LJ, Owens AJ, Walsh MJ (1966) Artificial intelligence through simulated evolution. John Wiley, New York Fogel LJ, Owens AJ, Walsh MJ (1966) Artificial intelligence through simulated evolution. John Wiley, New York
Zurück zum Zitat Gao W, Yin ZX (2011) Modern intelligent bionics algorithm and its applications. Science Press, Beijing (in Chinese) Gao W, Yin ZX (2011) Modern intelligent bionics algorithm and its applications. Science Press, Beijing (in Chinese)
Zurück zum Zitat Goh ATC (1999) Genetic algorithm search for critical slip surface in multiple-wedge stability analysis. Can Geotech J 36:382–391CrossRef Goh ATC (1999) Genetic algorithm search for critical slip surface in multiple-wedge stability analysis. Can Geotech J 36:382–391CrossRef
Zurück zum Zitat Greco VR (1996) Efficient Monte Carlo technique for location critical slip surface. J Geotech Eng 122:517–525CrossRef Greco VR (1996) Efficient Monte Carlo technique for location critical slip surface. J Geotech Eng 122:517–525CrossRef
Zurück zum Zitat Griffith DV, Lane PA (1999) Slope stability analysis by finite elements. Geotechnique 49:387–403CrossRef Griffith DV, Lane PA (1999) Slope stability analysis by finite elements. Geotechnique 49:387–403CrossRef
Zurück zum Zitat Hamidi ME, Hashemi MR, Talebbeydokhti N, Neill SP (2012) Numerical modelling of the mild slope equation using localised differential quadrature method. Ocean Eng 47:88–103CrossRef Hamidi ME, Hashemi MR, Talebbeydokhti N, Neill SP (2012) Numerical modelling of the mild slope equation using localised differential quadrature method. Ocean Eng 47:88–103CrossRef
Zurück zum Zitat Han TC, Yang XJ (2005) Application of tabu search to calculating safety factor of slope stability. Rock Soil Mech 26:1414–1416 (in Chinese) Han TC, Yang XJ (2005) Application of tabu search to calculating safety factor of slope stability. Rock Soil Mech 26:1414–1416 (in Chinese)
Zurück zum Zitat Huang YH (1983) Stability analysis of earth slopes. Van Nostrand Reinhold Co., Inc., New YorkCrossRef Huang YH (1983) Stability analysis of earth slopes. Van Nostrand Reinhold Co., Inc., New YorkCrossRef
Zurück zum Zitat Kahatadeniya KS, Nanakorn P, Neaupane KM (2009) Determination of the critical failure surface for slope stability analysis using ant colony optimization. Eng Geol 108:133–141CrossRef Kahatadeniya KS, Nanakorn P, Neaupane KM (2009) Determination of the critical failure surface for slope stability analysis using ant colony optimization. Eng Geol 108:133–141CrossRef
Zurück zum Zitat Kang F, Li JJ, Ma ZY, Li HJ (2011) Artificial bee colony algorithm with local search for numerical optimization. J Softw 6:490–497CrossRef Kang F, Li JJ, Ma ZY, Li HJ (2011) Artificial bee colony algorithm with local search for numerical optimization. J Softw 6:490–497CrossRef
Zurück zum Zitat Lefebvre G (1971) STABR user’s manual. Department of Civil Engineering, University of California at Berkeley Lefebvre G (1971) STABR user’s manual. Department of Civil Engineering, University of California at Berkeley
Zurück zum Zitat Li YC, Chen YM, Zhan TLT, Ling DS, Cleall PJ (2010) An efficient approach for locating the critical slip surface in slope stability analyses using a real-coded genetic algorithm. Can Geotech J 47:806–820CrossRef Li YC, Chen YM, Zhan TLT, Ling DS, Cleall PJ (2010) An efficient approach for locating the critical slip surface in slope stability analyses using a real-coded genetic algorithm. Can Geotech J 47:806–820CrossRef
Zurück zum Zitat Malkawi AIH, Hassan WF, Sarma SK (2001) Global search method for locating general slip surface using Monte Carlo techniques. J Geotech Geoenviron Eng 127:688–698CrossRef Malkawi AIH, Hassan WF, Sarma SK (2001) Global search method for locating general slip surface using Monte Carlo techniques. J Geotech Geoenviron Eng 127:688–698CrossRef
Zurück zum Zitat McCombie P, Wilkinson P (2002) The use of the simple genetic algorithm in finding the critical factor of safety in slope stability analysis. Comput Geotech 29:699–714CrossRef McCombie P, Wilkinson P (2002) The use of the simple genetic algorithm in finding the critical factor of safety in slope stability analysis. Comput Geotech 29:699–714CrossRef
Zurück zum Zitat Mohammad K, Mohd RT, Ahmed E, Mahdiyeh E (2011) Search for critical failure surface in slope stability analysis by gravitational search algorithm. Int J Phys Sci 6:5012–5021 Mohammad K, Mohd RT, Ahmed E, Mahdiyeh E (2011) Search for critical failure surface in slope stability analysis by gravitational search algorithm. Int J Phys Sci 6:5012–5021
Zurück zum Zitat Mohammad K, Mohd RT, Ahmed E, Mahdiyeh E (2012) Locating the general failure surface of earth slope using particle swarm optimisation. Civ Eng Environ Syst 29:41–57 Mohammad K, Mohd RT, Ahmed E, Mahdiyeh E (2012) Locating the general failure surface of earth slope using particle swarm optimisation. Civ Eng Environ Syst 29:41–57
Zurück zum Zitat Rezaeean A, Noorzad R, Dankoub AKM (2011) Ant colony optimization for locating the critical failure surface in slope stability analysis. World Appl Sci J 13:1702–1711 Rezaeean A, Noorzad R, Dankoub AKM (2011) Ant colony optimization for locating the critical failure surface in slope stability analysis. World Appl Sci J 13:1702–1711
Zurück zum Zitat Shahrokhabadi S, Khoshfahm V, Rafsanjani HN (2014) Hybrid of natural element method (NEM) with genetic algorithm (GA) to find critical slip surface. Alex Eng J 53:373–383CrossRef Shahrokhabadi S, Khoshfahm V, Rafsanjani HN (2014) Hybrid of natural element method (NEM) with genetic algorithm (GA) to find critical slip surface. Alex Eng J 53:373–383CrossRef
Zurück zum Zitat Sun JP, Li JC, Liu QQ (2008) Search for critical slip surface in slope stability analysis by spline-based GA method. J Geotech Geoenviron Eng 134:252–256CrossRef Sun JP, Li JC, Liu QQ (2008) Search for critical slip surface in slope stability analysis by spline-based GA method. J Geotech Geoenviron Eng 134:252–256CrossRef
Zurück zum Zitat Wang CH, Xia XY, Li GX (2003) Ant algorithm in search of the critical slip surface in soil slope based on stress fields. Chin J Rock Mech Eng 22:813–819 (in Chinese) Wang CH, Xia XY, Li GX (2003) Ant algorithm in search of the critical slip surface in soil slope based on stress fields. Chin J Rock Mech Eng 22:813–819 (in Chinese)
Zurück zum Zitat Yamagami T, Jiang JC (1997) A search for the critical slip surface in three-dimensional slope stability analysis. Soils Found 37:1–16CrossRef Yamagami T, Jiang JC (1997) A search for the critical slip surface in three-dimensional slope stability analysis. Soils Found 37:1–16CrossRef
Zurück zum Zitat Yamagami T, Ueta Y (1988) Search for noncircular slip surface by the Morgenstern–Price method. In: Proceeding of 6th international conference on numerical methods in geomechanics (Innsbruck 1988), Balkema, Rotterdam, pp 1335–1340 Yamagami T, Ueta Y (1988) Search for noncircular slip surface by the Morgenstern–Price method. In: Proceeding of 6th international conference on numerical methods in geomechanics (Innsbruck 1988), Balkema, Rotterdam, pp 1335–1340
Zurück zum Zitat Zhang K, Cao P (2011) Modified electromagnetism-like algorithm and its application to slope stability analysis. J Cent South Univ Technol 18:2100–2107CrossRef Zhang K, Cao P (2011) Modified electromagnetism-like algorithm and its application to slope stability analysis. J Cent South Univ Technol 18:2100–2107CrossRef
Zurück zum Zitat Zheng H, Sun GH, Liu DF (2009) A practical procedure for searching critical slip surfaces of slopes based on the strength reduction technique. Comput Geotech 36:1–5CrossRef Zheng H, Sun GH, Liu DF (2009) A practical procedure for searching critical slip surfaces of slopes based on the strength reduction technique. Comput Geotech 36:1–5CrossRef
Zurück zum Zitat Zolfaghari AR, Heath AC, McCombie PF (2005) Simple genetic algorithm search for critical noncircular failure surface in slope stability analysis. Comput Geotech 32:139–152CrossRef Zolfaghari AR, Heath AC, McCombie PF (2005) Simple genetic algorithm search for critical noncircular failure surface in slope stability analysis. Comput Geotech 32:139–152CrossRef
Zurück zum Zitat Zou JZ, Williams DJ, Xiong WL (1995) Search for critical slip surfaces based on finite element method. Can Geotech J 32:233–246CrossRef Zou JZ, Williams DJ, Xiong WL (1995) Search for critical slip surfaces based on finite element method. Can Geotech J 32:233–246CrossRef
Metadaten
Titel
Slope stability analysis based on immunised evolutionary programming
verfasst von
Wei Gao
Publikationsdatum
01.08.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 4/2015
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-015-4372-0

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