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Bayesian Methods in the Search for MH370 / by Sam Davey, Neil Gordon, Ian Holland, Mark Rutten, Jason Williams

By: Davey, Sam
Contributor(s): Gordon, Neil | Holland, Ian | Rutten, Mark. | Williams, Jason.
Material type: materialTypeLabelE-bookSeries: SpringerBriefs in Electrical and Computer EngineeringPublisher: Singapore : Springer, 2016Description: 1 recurso en línea (XVI, 114 p.) 51 il., 2 il. col..ISBN: 9789811003790.Subject: Estadística matemática | Probabilidades | Ingeniería -- Congresos y asambleasDDC classification: 621.382 Online resources: Acceso a este recurso digital (usuarios Universidad Europea de Madrid)Digital Resources
Contents:
Introduction -- Factual Description of Accident and Available Information -- Bayesian Approach -- Inmarsat Satellite Communication System -- Aircraft Cruise Dynamics -- Aircraft Maneuver Dynamics -- Particle Filter Implementations -- Validation Experiments -- Application to MH370 Accident -- Incorporating Search Data -- Conclusions.
Summary: 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.
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Holdings
Item type Current library Collection Call number Copy number Status Date due Barcode Item holds
LIBRO-E NO PRÉSTAMO LIBRO-E NO PRÉSTAMO Madrid Digital Acceso Electrónico (UEM) Ciencias e Ingeniería TL553.5 D384 2016 EB (Browse shelf(Opens below)) .i1161643x Acceso electrónico eBOOK .i1161643x
Total holds: 0

Introduction -- Factual Description of Accident and Available Information -- Bayesian Approach -- Inmarsat Satellite Communication System -- Aircraft Cruise Dynamics -- Aircraft Maneuver Dynamics -- Particle Filter Implementations -- Validation Experiments -- Application to MH370 Accident -- Incorporating Search Data -- Conclusions.

Open Access

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.

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