Bayesian Methods in the Search for MH370
Bayesian Methods in the Search for MH370
Open Access: BY-NC 4.0
Publication Date  Available in all formats
Publisher: Springer Nature
ISBN: 9789811003790
Pages: 114

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ISBN: 9789811003790
Keyword(s): Probability theory
This book demonstrates how nonlinear/non-Gaussian Bayesian time series estimation methods were used to produce a probability distribution of potential MH370 flight paths. It provides details of how the probabilistic models of aircraft flight dynamics, satellite communication system measurements, environmental effects and radar data were constructed and calibrated. The probability distribution was used to define the search zone in the southern Indian Ocean. The book describes particle-filter based numerical calculation of the aircraft flight-path probability distribution and validates the method using data from several of the involved aircraft’s previous flights. Finally it is shown how the Reunion Island flaperon debris find affects the search probability distribution.
Description
Subject(s): Probability theory
This book demonstrates how nonlinear/non-Gaussian Bayesian time series estimation methods were used to produce a probability distribution of potential MH370 flight paths. It provides details of how the probabilistic models of aircraft flight dynamics, satellite communication system measurements, environmental effects and radar data were constructed and calibrated. The probability distribution was used to define the search zone in the southern Indian Ocean. The book describes particle-filter based numerical calculation of the aircraft flight-path probability distribution and validates the method using data from several of the involved aircraft’s previous flights. Finally it is shown how the Reunion Island flaperon debris find affects the search probability distribution.
Table of contents
  • Cover
  • Frontmatter
  • 1. Introduction
  • 2. Factual Description of Accident and Available Information
  • 3. The Bayesian Approach
  • 4. Aircraft Prior Based on Primary Radar Data
  • 5. Measurement Model, Satellite Communications
  • 6. Aircraft Cruise Dynamics
  • 7. Aircraft Manoeuvre Dynamics
  • 8. Particle Filter Implementation
  • 9. Validation Experiments
  • 10. Application to the MH370 Accident
  • 11. Ongoing Refinement
  • 12. Conclusions
  • Backmatter

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