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Uncertainty analysis for infrasound waveform inversion: Application to explosion yield estimation.

Keehoon Kim1, Arthur Rodgers1, Melissa Wright2

  • 1Geophysical Monitoring Program, Lawrence Livermore National Laboratory, Livermore, California 94550, USA.

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Summary
This summary is machine-generated.

This study introduces a probabilistic method for acoustic waveform inversion to quantify uncertainty in explosion yield estimates. Local infrasound analysis reveals that source model uncertainty significantly impacts yield accuracy.

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Area of Science:

  • Geophysical acoustics
  • Seismology
  • Infrasound analysis

Background:

  • Acoustic waveform inversion is crucial for geophysical source parameter estimation.
  • Current methods often lack rigorous uncertainty analysis, limiting result reliability.

Purpose of the Study:

  • To develop a probabilistic framework for acoustic waveform inversion.
  • To evaluate inversion uncertainty using ground-truth data and assess its impact on explosion yield estimation.

Main Methods:

  • Probabilistic representation of acoustic waveform inversion using a priori waveform misfit covariance and source model variance.
  • Application to local explosion infrasound data for yield and uncertainty estimation.
  • Quantification of yield uncertainty by combining waveform inversion and source model uncertainties.

Main Results:

  • Estimated explosion yields showed good agreement with true values (under 25% error).
  • Local infrasound inversion (within 10 km) yielded uncertainty comparable to 10% acoustic source model prediction errors.
  • Source model uncertainty was identified as a critical factor in accurate yield estimation.

Conclusions:

  • Probabilistic acoustic waveform inversion provides essential uncertainty quantification.
  • Local infrasound is a valuable tool for understanding and constraining source uncertainty in geophysical source analysis.
  • Accurate explosion yield estimation necessitates considering both inversion and source model uncertainties.