Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
4740708 | Journal of Applied Geophysics | 2010 | 12 Pages |
Surface Wave (SW) dispersion and Horizontal-to-Vertical Spectral Ratio (HVSR) are known as tools able to provide possibly complementary information useful to depict the vertical shear-wave velocity profile. Their joint analysis might then be able to overcome the limits which inevitably affect such methodologies when they are singularly considered.When a problem involves the optimization (i.e. the inversion) of two or more objectives, the standard practice is represented by a normalized summation able to account for the typically different nature and magnitude of the considered phenomena (thus objective functions). This way, a single cost function is obtained and the optimization problem is performed through standard solvers.This approach is often problematic not only because of the mathematically and physically inelegant summation of quantities with different magnitudes and units of measurements. The critical point is indeed represented by the inaccurate performances necessarily obtained while dealing with problems characterized by several local minima and the impossibility of a rigorous assessment of the goodness and meaning of the final result.In the present paper joint analysis of both synthetic and field SW dispersion curves and HVSR datasets is performed via the Pareto front analysis. Results show the relevance of Pareto's criterion not only as ranking system to proceed in heuristic optimization (Evolutionary Algorithms) but also as a tool able to provide some insights about the characteristics of the analyzed signals and the overall congruency of data interpretation and inversion.Possible asymmetry of the final Pareto front models is discussed in the light of relative non-uniqueness of the two considered objective functions.
Graphical AbstractA tool for retrieving the Vs profile while also evaluating correctness of data interpretation and overall consistency of the analyses.Figure optionsDownload full-size imageDownload as PowerPoint slideResearch Highlights►Joint analysis of surface wave dispersion curves and Horizontal-to-Vertical Spectral Ratio (HVSR) is performed in the framework of a Multi-Objective optimisation scheme based on an evolutionary algorithm. ►Symmetry of the final Pareto front models is a distinctive feature validating overall consistency of the inversion. ►Possible data interpretation errors and/or inadequate modelling criteria are put in evidence by such a (a)symmetry. ►Contribution of body waves to observe HVSR is thus discussed while analyzing a field dataset.