Genetic algorithms and smoothing filters in solving the geophysical inversion problem
DOI:
https://doi.org/10.2298/YJOR0202215SKeywords:
Genetic algorithms, smoothing filters, tomography.Abstract
The combination of genetic algorithms, smoothing filters and geophysical tomography is used in solving the geophysical inversion problem. This hybrid technique is developed to improve the results obtained by using genetic algorithm sonly. The application of smoothing filters can improve the performance of GA implementation for solving the geophysical inversion problem. Some test-examples and the obtained comparative results are presented.References
Balanis, C.A., Bentley, D. (1986) Algorithm and filter selection in geophysical tomography. IEEE Transactions on Geoscience and Remote Sensing, vol. 24(6), 983-996
Beasley, D., Bull, D.R., Martin, R.R. (1993) An overview of genetic algorithms: Part 1, Fundamentals. University Computing, vol. 15, br. 2, str. 58-69
Beasley, D., Bull, D.R., Martin, R.R. (1993) An overview of genetic algorithms: Part 2, Research topics. University Computing, vol. 15, br. 4, str. 170-181
de Franco, R., Cavagna, B. (1995) Control of grouted tunnels through seismic topography. Gallerie e grandi pere otterrance, br. 47
Dines, K.A., Lytle, R.J. (1979) Computerized geophysical tomography. Proceedings of the IEEE, vol. 67, br. 7, str. 1065-1073
Dyke, V.A., Young, P.R. (1985) Physical characterization of rock masses using borehole methods. Geophysics, vol. 50, str. 2530-2541
Ekstrom, M.P. (1984) Digital image processing technique. New York-San Diego, itd: Academic Press
Goldberg, D.E. (1989) Genetic algorithms in search: Optimization and machine learning. Reading, MA, itd: Addison-Wesley
Hall, E.L. (1979) Computer image processing and recognition. New York-San Diego, itd: Academic Press
Herman, G.T. (1980) Image reconstruction from projection. New York-San Diego, itd: Academic Press
Herman, G.T., Lent, A. (1976) Iterative reconstruction algorithms. Comput Biol Med, 6(4): 273-94
Ivanson, S. (1986) Seismic borehole tomography: Theory and computational methods. Proceedings of the IEEE, vol. 74, br. 2, str. 328-338
Lytle, R.J., Lager, D.L., Laine, E.F., Salisbury, J.D. (1979) Monitoring fluid flow by using high-frequency electromagnetic probing. Livermore, CA: Lawrence Livermore National Laboratory, UCRL-51979 (ERA 1:17178, available from National Technical Inform. Serv., Springfield V.A), 292
Lytle, R.J., Laine, E.F., Lager, D.L., Okada, J.T. (1976) Determination of the in situ high frequency electrical properties of permafrost rock. Radio Science, vol. 11, br. 4, str. 285-294
Lytle, R.J., Dines, K.A., Laine, E.F., Lager, D.L. (1978) Electromagnetic cross-borehole survey of a site proposed for a future urban transit station. Livermore, CA: Lawrence Livermore National Laboratory, UCRL-52484 (available from National Technical Inform. Serv. Springfield, V.A)
Mathisen, E.M., Vasiliou, A.A., Cunningam, P., Shaw, J., Justice, H.J., Guinzy, J.N. (1995) Time-lapse crosswell seismic tomogram interpretation: Implications for heavy oil reservoir characterization, thermal recovery process monitoring and tomographic imagine technology. Geophysics, vol. 60, str. 631-650
Peterson, J.E., Paulsson, B.N.P., McEvilly, T.V. (1985) Application of algebraic reconstruction techniques to crosshole seismic data. Geophysics, vol. 50, br. 10, str. 1566-1580
Radcliff, R.D., Balanis, C.A. (1981) Electromagnetic geophysical tomography incorporating refraction and reflection. IEEE Transactions on Antennas and Propagation, 29,(2)
Radcliff, R.D., Balanis, C.A., Hill, H.W. (1984) A stable geotomography technique for refractive media. IEEE Transactions on Geoscience and Remote Sensing, 22, (6), 698-703
Ribeiro-Filho, J.L., Treleaven, P.C., Alippi, C. (1994) Genetic algorithm programming environments. IEEE Computer, 28-43
Rosenfeld, A., Kak, A.C. (1982) Digital picture processing. New York-San Diego, itd: Academic Press
Schowengerdt, R.A. (1984) Techniques for image processing and classification in remote sensing. New York-San Diego, itd: Academic Press
Srinivas, M., Patnaik, L.M. (1994) Genetic algorithms: A survey. IEEE Computer, 17-26
Šešum, V., Kratica, J.J., Tošić, D.D. (2000) Solving the geophysical inversion problem using genetic algorithms. Yugoslav Journal of Operations Research, vol. 10, br. 2, str. 283-292
Wong, J., Hurley, P., West, G.F. (1983) Crosshole seismology and seismic imaging in crystalline rocks. Geophysical Research Letters, 10, 686-689
Yamamoto, T., Nyc, T., Kuru, M. (1994) Porosity, permeability, shear strength: Crosswell tomography below an iron foundry. Geophysics, vol. 59, str. 1530-1541
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