Ford Global Technolgoies, LLC

Andrew Christipher Posa

Jacob Martin Povirk

David Alfred Ostrowski

Charles Krysztof

Antonio Stranges

Christopher Leon Jones

A computer includes a processor and a memory storing instructions executable by the processor to generate an operation parameter histogram for each of a plurality of vehicle operation parameters, operate a test vehicle according to the operation parameter histograms, input each operation parameter histogram and a plurality of test vehicle environment data to a machine learning program, output from the machine learning program a classification for each operation parameter histogram from the machine learning program, input the classifications to a predictive damage model of a three-dimensional schematic of a vehicle component, and adjust one of a size or a shape of the three-dimensional schematic based the output of the predictive damage model. The operation parameter histograms are based on collected data about operation of a plurality of vehicles. Each operation parameter histogram includes an array of elements. Each element is a number of data points for one of the operation parameters that are within a specified range. Each classification represents a type of environment and a type of test vehicle use.

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Plymouth, MI, United States of America

Andrew Christipher Posa