Information theory, Signal Analysis and Inverse Problem
Dominique Gibert, Fernando Lopes, Vincent Courtillot, Jean-Louis Le, Mou\"el, Jean-Baptiste Boul\'e
TL;DR
This open-access book introduces signal analysis and inverse problems, with examples from geophysics and future plans to include biological applications, emphasizing ongoing development and educational use.
Contribution
It provides a comprehensive, evolving educational resource on signal analysis and inverse problems, with practical examples and accessible MATLAB codes, aimed at broad scientific applications.
Findings
Practical examples from geophysics illustrate concepts.
Open access and multi-language availability.
Provides MATLAB codes for implementation.
Abstract
This book is intended for teaching Signal Analysis methods and Inverse Problems theory. It is completely open access and will remain free. It is currently illustrated with examples that we have actually encountered in geophysics, but will eventually evolve to address problems in biology. The main idea is to develop this material over time (probably every six months) and throughout our careers. Therefore, it is not yet complete and some minor points need to be corrected in this English version. It is also available in French ( https://www.dropbox.com/scl/fi/yx9le4tbwjg0ur7llp0fj/TheorieInfoTTS_vf.pdf?rlkey=uvc1ku8v4ihhogkcy0w2iixdf&st=gcddwegm&dl=0 ) and Portuguese ( https://www.dropbox.com/scl/fi/mx46mgn66ob3r1z9r0igq/TheorieInfoTTS_vp.pdf?rlkey=c8m9e8dmbwf1npu4bwfqkhblr&st=xveovcvs&dl=0 ). The MATLAB codes we used can be found at the following address:…
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Taxonomy
TopicsScientific Research and Discoveries · Neural Networks and Applications