Title :
Join global inversion of GPR and P-wave seismic traveltimes using particle swarm optimization
Author :
Tronicke, Jens ; Paasche, Hendrik ; Böniger, Urs
Author_Institution :
Inst. fur Erd- un Umweltwissenschaften, Univ. Potsdam, Potsdam, Germany
Abstract :
Particle swarm optimization (PSO) is a relatively new global optimization approach inspired by the social behavior of birds and fishes. Although this approach has proven to provide excellent convergence rates in different optimization problems, it has seldom been used in geophysical inversion. Here, we propose a PSO-based inversion strategy to jointly invert GPR and P-wave seismic traveltimes from co-located crosshole experiments. Using a synthetic data example, we demonstrate the potential of our approach. Comparing our results to the input models as well as to velocity models found by separately inverting the data using a standard linearized inversion approach, illustrates the benefits of using an efficient global optimization approach for such a joint inversion problem. These include a straightforward appraisal of uncertainty, non-uniqueness, and resolution issues as well as the possibility of an improved and more objective interpretation.
Keywords :
data analysis; geophysical techniques; ground penetrating radar; particle swarm optimisation; seismic waves; GPR; P-wave seismic traveltime; PSO-based inversion strategy; colocated crosshole experiment; convergence rates; geophysical inversion method; global optimization approach; joint global inversion method; joint inversion problem; particle swarm optimization; standard linearized inversion approach; synthetic data analysis; velocity model; Analytical models; Data models; Geophysics; Ground penetrating radar; Joints; Optimization; Particle swarm optimization; Joint inversion; Particle swarm optimization; Traveltime tomography;
Conference_Titel :
Advanced Ground Penetrating Radar (IWAGPR), 2011 6th International Workshop on
Conference_Location :
Aachen
Print_ISBN :
978-1-4577-0332-4
Electronic_ISBN :
978-1-4577-0331-7
DOI :
10.1109/IWAGPR.2011.5963884