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f Waveform inversion of wide-angle seismic data using global optimisation techniques
- Publisher: European Association of Geoscientists & Engineers
- Source: Conference Proceedings, 55th EAEG Meeting, Jun 1993, cp-46-00245
- ISBN: 978-94-6282-135-4
Abstract
Waveform inversion of seismic data involves optimising a function, usually a misfit, which compares observed data with synthetic seismograms generated from a chosen model withm a specified model space. Unless we begin with a starting model which is close to the real velocity structure, any linearised search will fail to find the global minimum of the misfit, as this misfit will be non-linear. As we tend to have little prior knowledge of the velocity/depth structure of the area we are interested in and typically have a large parameter space, global optimisation procedures have to be implemented to explore the entire model space. Genetic algorithms and simulated annealing are two such techniques. They are both very robust, bearing resemblance to the natural systems of biological evolution and thermodynamics. We apply these techniques to real wide-angle seismic data and compare their performance and efficiency.