Calibration of Soil Model Parameters Using Particle Swarm Optimization

International Journal of Geomechanics

Volumn 12, Issue 3, 2012, Pages 229-238

  Sadoghi Yazdi, J ^a   Kalantary, F ^a   Sadoghi Yazdi, H ^b  

^a K N TOOSI UNIVERSITY OF TECHNOLOGY   (Iran)

^b FERDOWSI UNIVERSITY OF MASHHAD   (Iran)

Author keywords

Drucker Prager yield criterion; FNeuro fuzzy inference system; Particle swarm optimization; Soil parameters

Indexed keywords

CALIBRATION; FUZZY INFERENCE; FUZZY NEURAL NETWORKS; FUZZY SYSTEMS; HARDENING; ITERATIVE METHODS; SOILS;

CONSOLIDATED DRAINED; DIFFERENT CONFINING PRESSURES; DRUCKER PRAGER YIELD CRITERION; FUZZY INFERENCE SYSTEMS; ITERATIVE OPTIMIZATION; LINEAR ELASTIC MODEL; NON-LINEAR REGRESSION; SOIL PARAMETERS;

PARTICLE SWARM OPTIMIZATION (PSO);

ACCURACY ASSESSMENT; CALIBRATION; CONFINING PRESSURE; CONSOLIDATION; DRAINED TEST; FUZZY MATHEMATICS; NUMERICAL MODEL; OPTIMIZATION; PARAMETERIZATION; SOIL; STRESS-STRAIN RELATIONSHIP; TRIAXIAL TEST;

EID: 84861844986     PISSN: 15323641     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)GM.1943-5622.0000142     Document Type: Article

References (26)

1. Assaleh K. Extraction of fetal electrocardiogram using adaptive neuro-fuzzy inference systems. IEEE Trans. Biomed. Eng. 2007, 54(1):59-68. IEBEAX, 0018-9294, 10.1109/TBME.2006.883728.
2. Chen W.-F. Constitutive equations for engineering materials 1994, 2. Vol. Elsevier Science, Amsterdam, Netherlands.
3. Çivicioglu P. Using uncorrupted neighborhoods of the pixels for impulsive noise suppression with ANFIS. IEEE Trans. Image Process. 2007, 16(3):759-773. IIPRE4, 1057-7149, 10.1109/TIP.2007.891067.
4. Cui L. Sheng D. Genetic algorithms in probabilistic finite element analysis of geotechnical problems. Comput. Geotech. 2005, 32(8):555-563. CGEOEU, 0266-352X, 10.1016/j.compgeo.2005.11.005.
5. Daoming G. Jie C. ANFIS for high-pressure waterjet cleaning prediction. Surf. Coat. Technol. 2006, 201(3-4):1629-1634. SCTEEJ, 0257-8972, 10.1016/j.surfcoat.2006.02.034.
6. Depari A. Marioli A.D. Taroni A. Application of an ANFIS algorithm to sensor data processing. IEEE Trans. Instrum. Meas. 2007, 56(1):75-79. IEIMAO, 0018-9456, 10.1109/TIM.2006.887321.
7. Feng X.-T. Chen B.-R. Yang C. Zhou H. Ding X. Identification of visco-elastic models for rocks using genetic programming coupled with the modified particle swarm optimization algorithm. Int. J. Rock Mech. Min. Sci. 2006, 43(5):789-801. IJRMA2, 0148-9062, 10.1016/j.ijrmms.2005.12.010.
8. Finsterle S. Demonstration of optimization techniques for groundwater plume remediation using iTOUGH2. Environ. Modell. Software 2006, 21(5):665-680. EMSOFT, 1364-8152, 10.1016/j.envsoft.2004.11.012.
9. Huang M.-L. Chen H.-Y. Huang J.-J. Glaucoma detection using adaptive neuro-fuzzy inference system. Expert Syst. Appl. 2007, 32(2):458-468. ESAPEH, 0957-4174, 10.1016/j.eswa.2005.12.010.
10. Iglesias Nuno A. Arcay B. Cotos J.M. Varela J. Optimisation of fishing predictions by means of artificial neural networks, ANFIS, functional networks and remote sensing images. Expert Syst. Appl. 2005, 29(2):356-363. ESAPEH, 0957-4174, 10.1016/j.eswa.2005.04.008.
11. Jang J.S. R. ANFIS: Adaptive-network-based fuzzy inference system. IEEE Trans. Syst. Man Cybern. 1993, 23(3):665-685. ISYMAW, 0018-9472, 10.1109/21.256541.
12. Kennedy J. Eberhart R. Particle swarm optimization. Proc., IEEE Int. Conf. on Neural Networks 1995, 4:1942-1948. Perth, Australia.
13. Kishor N. Singh S.P. Raghuvanshic A.S. Adaptive intelligent hydro turbine speed identification with water and random load disturbances. Eng. Appl. Artif. Intell. 2007, 20(6):795-808. EAAIE6, 0952-1976, 10.1016/j.engappai.2006.11.014.
14. Lee K.C. Gardner P. Adaptive neuro-fuzzy inference system (ANFIS) digital predistorter for RF power amplifier linearization. IEEE Trans. Veh. Technol. 2006, 55(1):43-51. ITVTAB, 0018-9545, 10.1109/TVT.2005.861171.
15. Levasseur S. Malecot Y. Boulon M. Flavigny E. Soil parameter identification using genetic algorithm. Int. J. Numer. Anal. Methods Geomech. 2008, 32(2):189-213. IJNGDZ, 0363-9061, 10.1002/nag.614.
16. Meier J. Schaedler W. Borgatti L. Corsini A. Schanz T. Inverse parameter identification technique using PSO algorithm applied to geotechnical modeling. J. Artif. Evol. Appl. 2008, 2008:1-14. 1687-6229.
17. Mestat P. Bourgeois E. Reiffsteck P. Elastoplastic modeling of soils: Monotonic loadings. Constitutive modeling of soil and rocks 2008, 77-143. P.-Y. Hicher, J.-F. Shao, Chapter 3, Wiley, Hoboken, NJ.
18. Mirghasemi S. Sadoghi Yazdi H. Lotfizad M. Linear and quadratic PSO based color space conversion for sea target detection. Int. J. Comput. Electr. Eng. 2010, 2(1):111-118. 1793-8163.
19. Mitra S. Hayashi Y. Neuro-fuzzy rule generation: Survey in soft computing framework. IEEE Trans. Neural Netw. 2000, 11(3):748-768. ITNNEP, 1045-9227, 10.1109/72.846746.
20. Noureldin A. El-Shafie A. Taha M.R. Optimizing neuro-fuzzy modules for data fusion of vehicular navigation systems using temporal cross-validation. Eng. Appl. Artif. Intell. 2007, 20(1):49-61. EAAIE6, 0952-1976, 10.1016/j.engappai.2006.03.002.
21. Qin H. Yang S.X. Adaptive neuro-fuzzy inference systems based approach to nonlinear noise cancellation for images. Fuzzy Sets Syst. 2007, 158(10):1036-1063. FSSYD8, 0165-0114, 10.1016/j.fss.2006.10.028.
22. Sadoghi Yazdi H. Pourreza R. Unsupervised adaptive neural-fuzzy inference system for solving differential equations. Appl. Soft Comput. 2010, 10(1):267-275. 1568-4946, 10.1016/j.asoc.2009.07.006.
23. Schanz T. Zimmerer M. Datcheva M. Meier J. Identification of constitutive parameters for numerical models via inverse approach. Felsbau Rock Soil Eng. 2006, 24(2):11-21. 0174-6979.
24. Ubeyli E.D. Guler I. Adaptive neuro-fuzzy inference system to compute quasi-TEM characteristic parameters of microshield lines with practical cavity sidewall profiles. Neurocomputing; Variable Star Bull. 2006, 70(1-3):296-304. NRCGEO, 0925-2312, 10.1016/j.neucom.2006.01.002.
25. Zhao H. Yin S. Geomechanical parameters identification by particle swarm optimization and support vector machine. Appl. Math. Modell. 2009, 33(10):3997-4012. AMMODL, 0307-904X, 10.1016/j.apm.2009.01.011.
26. Zienkiewicz O.C. Chen A.H. C. Pastor M. Schrefler B.A. Shiomi T. Computational geomechanics 1999, and Wiley, New York.