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Uncertainty Loops in Travel-Time Tomography from Nonlinear Wave Physics
88
Citations
23
References
2015
Year
EngineeringSpatial UncertaintyImage UncertaintyUncertain DataUncertainty ModelingUncertainty ParameterSocial SciencesUncertainty QuantificationNonlinear Wave PropagationComputational GeophysicsHigher Order MethodsRadiologyGeodesyTomographic UncertaintiesCartographyPhysicsMedical ImagingWave PropagationGeographyInverse ProblemsUncertainty LoopsMedical Image ComputingUncertainty Principle
Estimating image uncertainty is fundamental to guiding the interpretation of geoscientific tomographic maps. We reveal novel uncertainty topologies (loops) which indicate that while the speeds of both low- and high-velocity anomalies may be well constrained, their locations tend to remain uncertain. The effect is widespread: loops dominate around a third of United Kingdom Love wave tomographic uncertainties, changing the nature of interpretation of the observed anomalies. Loops exist due to 2nd and higher order aspects of wave physics; hence, although such structures must exist in many tomographic studies in the physical sciences and medicine, they are unobservable using standard linearized methods. Higher order methods might fruitfully be adopted.
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