Application of artificial bee colony algorithm on surface wave data

Computers and Geosciences

Volumn 83, Issue , 2015, Pages 219-230

  Song, Xianhai ^a   Gu, Hanming ^a   Tang, Li ^a   Zhao, Sutao ^a   Zhang, Xueqiang ^a   Li, Lei ^a   Huang, Jianquan ^a  

^a CHINA UNIVERSITY OF GEOSCIENCES   (China)

Author keywords

Artificial bee colony algorithm; Dispersion curves; Genetic algorithm; Particle swarm optimization; Surface waves

Indexed keywords

ARTIFICIAL INTELLIGENCE; CURVE FITTING; DISPERSION (WAVES); EVOLUTIONARY ALGORITHMS; GENETIC ALGORITHMS; OPTIMIZATION; PARTICLE SWARM OPTIMIZATION (PSO); SHEAR WAVES; SURFACE WAVES; WAVE PROPAGATION;

ARTIFICIAL BEE COLONY ALGORITHMS; ARTIFICIAL BEE COLONY ALGORITHMS (ABC); CONTROL PARAMETERS; DISPERSION CURVES; FORAGING BEHAVIORS; GLOBAL EXPLORATION; SURFACE WAVE DISPERSION; WAVE PHASE VELOCITIES;

ALGORITHMS;

GENETIC ALGORITHM; OPTIMIZATION; PHASE VELOCITY; RAYLEIGH WAVE; S-WAVE; VELOCITY PROFILE; WAVE DISPERSION;

APIS MELLIFERA; APOIDEA;

EID: 84938219720     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2015.07.010     Document Type: Article

References (58)

1. Akay B. A study on particle swarm optimization and artificial bee colony algorithms for multilevel thresholding. Appl. Soft Comput. 2013, 13(6):3066-3091.
2. Akay B., Karaboga D. Artificial bee colony algorithm for large-scale problems and engineering design optimization. J. Intell. Manuf. 2012, 23(4):1001-1014.
3. Akay B., Karaboga D. A modified artificial bee colony algorithm for real-parameter optimization. Inf. Sci. 2012, 192:120-142.
4. Beaty K.S., Schmitt D.R. Repeatability of multimode Rayleigh-wave dispersion studies. Geophysics 2003, 68:782-790.
5. Beaty K.S., Schmitt D.R., Sacchi M. Simulated annealing inversion of multimode Rayleigh-wave dispersion curves for geological structure. Geophys. J. Int. 2002, 151:622-631.
6. Buchen P.W., Ben-Hador R. Free-mode surface-wave computations. Geophys. J. Int. 1996, 124:869-887.
7. Cercato M. Addressing non-uniqueness in linearized multichannel surface wave inversion. Geophys. Prospect. 2009, 57:27-47.
8. Cercato M. Global surface wave inversion with model constraints. Geophys. Prospect. 2011, 59:210-226.
9. Dal Moro G. VS and VP vertical profiling via joint inversion of Rayleigh waves and refraction travel times by means of bi-objective evolutionary algorithm. J. Appl. Geophys. 2008, 66(1-2):15-24.
10. Dal Moro G., Ferigo F. Joint analysis of Rayleigh-and Love-wave dispersion: issues, criteria and improvements. J. Appl. Geophys. 2011, 75(3):573-589.
11. Dal Moro G., Pipan M. Joint inversion of surface wave dispersion curves and reflection travel times via multi-objective evolutionary algorithms. J. Appl. Geophys. 2007, 61(1):56-81.
12. Dal Moro G., Pipan M., Gabrielli P. Rayleigh wave dispersion curve inversion via genetic algorithms and marginal posterior probability density estimation. J. Appl. Geophys. 2007, 61(1):39-55.
13. Forbriger T. Inversion of shallow-seismic wavefields: I. Wavefield transformation. Geophys. J. Int. 2003, 153:719-734.
14. Forbriger T. Inversion of shallow-seismic wavefields: II. Inferring subsurface properties from wavefield transforms. Geophys. J. Int. 2003, 153:735-752.
15. Foti S., Comina C., Boiero D., Socco L.V. Non-uniqueness in surface-wave inversion and consequences on seismic site response analyses. Soil Dyn. Earthq. Eng. 2009, 29:982-993.
16. Foti S., Parolai S., Albarello D., Picozzi M. Application of surface-wave methods for seismic site characterization. Surv. Geophys. 2011, 32(6):777-825.
17. Ivanov J., Miller R.D., Lacombe P., Johnson C.D., Lane J.W. Delineating a shallow fault zone and dipping bedrock strata using multichannal analysis of surface waves with a land streamer. Geophysics 2006, 71(5):A39-A42.
18. Ivanov J., Miller R.D., Xia J., Steeples D.W., Park C.B. Joint analysis of refractions with surface waves: an inverse solution to the refraction-traveltime problem. Geophysics 2006, 71(6):R131-R138.
19. Karaboga D., Akay B. A comparative study of artificial bee colony algorithm. Appl. Math. Comput. 2009, 214(1):108-132.
20. Karaboga D., Akay B. A modified artificial bee colony (ABC) algorithm for constrained optimization problems. Appl. Soft Comput. 2011, 11(3):3021-3031.
21. Karaboga D., Basturk B. A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. J. Glob. Optim. 2007, 39(3):459-471.
22. Karaboga D., Basturk B. On the performance of artificial bee colony (ABC) algorithm. Appl. Soft Comput. 2008, 8(1):687-697.
23. Karaboga D., Gorkemli B., Ozturk C., Karaboga N. A comprehensive survey: artificial bee colony (ABC) algorithm and applications. Artif. Intell. Rev. 2014, 42(1):21-57.
24. Karaboga D., Ozturk C. A novel clustering approach: artificial bee colony (ABC) algorithm. Appl. Soft Comput. 2011, 11(1):652-657.
25. Lai C.G., Foti S., Rix G.J. Propagation of data uncertainty in surface wave inversion. J. Environ. Eng. Geophys. 2005, 10(2):219-228.
26. Lai C.G., Rix G.J. Solution of the Rayleigh eigenproblem in viscoelastic media. Bull. Seismol. Soc. Am. 2002, 92(6):2297-2309.
27. Lai C.G., Rix G.J., Foti S., Roma V. Simultaneous measurement and inversion of surface wave dispersion and attenuation curves. Soil Dyn. Earthq. Eng. 2002, 22(9-12):923-930.
28. Lin C.-P., Chang C.-C., Chang T.-S. The use of MASW method in the assessment of soil liquefaction potential. Soil Dyn. Earthq. Eng. 2004, 24(9-10):689-698.
29. Lin C.-P., Chang T.-S. Multi-station analysis of surface wave dispersion. Soil Dyn. Earthq. Eng. 2004, 24(11):877-886.
30. Lu L., Wang C., Zhang B. Inversion of multimode Rayleigh waves in the presence of a low-velocity layer: numerical and laboratory study. Geophys. J. Int. 2007, 168:1235-1246.
31. Maraschini M., Ernst F., Foti S., Socco L.V. A new misfit function for multimodal inversion of surface waves. Geophysics 2010, 75(4):G31-G43.
32. Maraschini M., Foti S. A Monte Carlo multimodal inversion of surface waves. Geophys. J. Int. 2010, 182(3):1557-1566.
33. Miller R.D., Xia J., Park C.B., Ivanov J. Multichannel analysis of surface waves to map bedrock. Lead. Edge 1999, 18:1392-1396.
34. O'Neill A., Dentith M., List R. Full-waveform P-SV reflectivity inversion of surface waves for shallow engineering applications. Explor. Geophys. 2003, 34:158-173.
35. O'Neill A., Matsuoka T. Dominant higher surface-wave modes and possible inversion pitfalls. J. Environ. Eng. Geophys. 2005, 10(2):185-201.
36. Pan Y., Xia J., Gao L., Shen C., Zeng C. Calculation of Rayleigh-wave phase velocities due to models with a high-velocity surface layer. J. Appl. Geophys. 2013, 96:1-6.
37. Park C.B., Miller R.D., Ryden N., Xia J., Ivanov J. Combined use of active and passive surface waves. J. Environ. Eng. Geophys. 2005, 10(3):323-334.
38. Park C.B., Miller R.D., Xia J. Multichannel analysis of surface waves. Geophysics 1999, 64(3):800-808.
39. Pei D., Louie J.N., Pullammanappallil S.K. Application of simulated annealing inversion on high-frequency fundamental-mode Rayleigh wave dispersion curves. Geophysics 2007, 72(5):R77-R85.
40. Pezeshk S., Zarrabi M. A new inversion procedure for spectral analysis of surface waves using a genetic algorithm. Bull. Seismol. Soc. Am. 2005, 95(5):1801-1808.
41. Ryden N., Park C.B. Fast simulated annealing inversion of surface waves on pavement using phase-velocity spectra. Geophysics 2006, 71(4):R49-R58.
42. Ryden N., Park C.B., Ulriksen P., Miller R.D. Multimodal approach to seismic pavement testing. J. Geotech. Geoenviron. Eng. 2004, 130(6):636-645.
43. Singh A. An artificial bee colony algorithm for the leaf-constrained minimum spanning tree problem. Appl. Soft Comput. 2009, 9(2):625-631.
44. Socco L.V., Boiero D. Improved Monte Carlo inversion of surface wave data. Geophys. Prospect. 2008, 56:357-371.
45. Socco L.V., Foti S., Boiero D. Surface-wave analysis for building near-surface velocity models-established approaches and new perspectives. Geophysics 2010, 75(5):A83-A102.
46. Tian G., Steeples D.W., Xia J., Miller R.D., Spikes K.T., Ralston M.D. Multichannel analysis of surface wave method with the autojuggie. Soil Dyn. Earthq. Eng. 2003, 23(3):243-247.
47. Tian G., Steeples D.W., Xia J., Spikes K.T. Useful resorting in surface wave method with the autojuggie. Geophysics 2003, 68(6):1906-1908.
48. Tsuji T., Johansen T.A., Ruud B.O., Ikeda T., Matsuoka T. Surface-wave analysis for identifying unfrozen zones in subglacial sediments. Geophysics 2012, 77(3):EN17-EN27.
49. Xia J. Estimation of near-surface shear-wave velocities and quality factors using multichannel analysis of surface-wave methods. J. Appl. Geophys. 2014, 103:140-151.
50. Xia J., Miller R.D., Park C.B. Estimation of near-surface shear-wave velocity by inversion of Rayleigh wave. Geophysics 1999, 64(3):691-700.
51. Xia J., Miller R.D., Park C.B., Tian G. Inversion of high-frequency surface waves with fundamental and higher modes. J. Appl. Geophys. 2003, 52(1):45-57.
52. Yamanaka H., Ishida H. Application of genetic algorithm to an inversion of surface wave dispersion data. Bull. Seismol. Soc. Am. 1996, 86:436-444.
53. Yamanaka H. Comparison of the performance of heuristic search methods for phase velocity inversion in the shallow surface wave method. J. Environ. Eng. Geophys. 2005, 10(2):163-173.
54. Zarean, A., Mirzaei, N., Shabani, E., 2013. Introducing artificial bee colony optimization to invert surface wave dispersion curve. In: Proceedings of the Near Surface Geoscience-19th EAGE European Meeting of Environmental and Engineering Geophysics, Extended Abstract, Bochum Germany, 9-11 September 2013, DOI:10.3997/2214-4609.20131435.
55. Zeng C., Xia J., Miller R.D., Tsoflias G.P. Application of the multiaxial perfectly matched layer (MPML) to near-surface seismic modeling with Rayleigh waves. Geophysics 2011, 76(3):T43-T52.
56. Zhang S.X., Chan L.S. Possible effects of misidentified mode number on Rayleigh wave inversion. J. Appl. Geophys. 2003, 53:17-29.
57. Zhang S.X., Chan L.S., Chen C.Y., Dai F.C., Shen X.K., Zhong H. Apparent phase velocities and fundamental-mode phase velocities of Rayleigh waves. Soil Dyn. Earthq. Eng. 2003, 23:563-569.
58. Zhang S.X., Chan L.S., Xia J. The selection of field acquisition parameters for dispersion images from multichannel surface wave data. PureAppl Geophys. 2004, 161:185-201.