Compression of an Array of Similar Crash Test Simulation Results

Compression of an Array of Similar Crash Test Simulation Results
Author: Stefan Peter Muller
Publisher ‏ : ‎ Logos Verlag Berlin (February 5, 2022)
Language ‏ : ‎ English
Paperback ‏ : ‎ 232 pages
ISBN-10 ‏ : ‎ 3832554440
ISBN-13 ‏ : ‎ 9783832554446

Book Description
Big data thrives on extracting knowledge from a large number of data sets. But how is an application possible when a single data set is several gigaAuthor:tes in size? The innovative data compression techniques from the field of machine learning and modeling using Bayesian networks, which have been theoretically developed and practically implemented here, can reduce these huge amounts of data to a manageable size. Author: eliminating redundancies in location, time, and between simulation results, data reductions to less than 1 % of the original size are possible. The developed method represents a promising approach whose use goes far beyond the application example of crash test simulations chosen here.