Extra-terrestrial Mapping Using Artificial Intelligence – a NASA Mars Rover Study

Par : Muhammad Musaddique Ali Rafiqu
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  • FormatePub
  • ISBN8215296134
  • EAN9798215296134
  • Date de parution21/02/2023
  • Protection num.pas de protection
  • Infos supplémentairesepub
  • ÉditeurWMG Publishing

Résumé

This study is from Moon and Mars program by National Aeronautics and Space Administration. It is about design of rover for extra terrestrial chemistry mapping. This is designed to be achieved by various means such as advanced spectroscopy and artificial intelligent techniques such as deep learning and transfer learning to enable the rover to not only map the surface of planet but to get a detailed information about its chemical makeup in layers beneath (deep learning) and in areas around point of observation (transfer learning).
In this work, which is part of a proposal (submitted to NASA), later approach is explored. A systematic strategy is presented which make use of aforementioned techniques developed for metallic glass matrix composites as benchmark and helps develop algorithms for chemistry mapping of actual Martian surface on Perseverance Rover launching shortly. This is republished as Lecture notes of ongoing Masters program at Massachusetts Institute of Technology.
Dr. Muhammad Musaddique Ali Rafique is Full Professor, Vice Chancellor, Head of Department (Department of Fusion Engineering and Department of Space Engineering) and Founding Director (Master of Science in Engineering (M. Sc.), Fusion Engineering and Master of Science in Engineering (M. Sc.), Astronautics and Manned propulsion) at Massachusetts Institute of Technology and President, Chief Executive Officer and Senior Principal Engineer at Eastern Engineering Solutions Inc..
He is also Senior Principal Engineer at Departments of Space Engineering and Fusion Engineering, National Aeronautics and Space Administration (NASA), Government of the United States of America. He is author of more than 162 peer reviewed and non peer reviewed journal articles, preprints, abstracts, conference papers, abstracted and non abstracted reports, book chapters, monographs, edited volumes and books.
He has wealth of industrial experience in fields of rocket propulsion, energetics, fusion reactor design, device design, alloy development, inspection and testing, manufacturing and astronautics. He has myriad of research interest in metallurgy, extractive metallurgy (pyro, electro and hydrometallurgy), chemical metallurgy, rare earths, refining, cell design, operation, hydrogen metallurgy, plasma metallurgy, electric arc furnace (EAF) and its varients, AOD, VOD, fusion science and engineering, plasma facing materials, irradiation damage, ion irradiation, embrittlement, physical metallurgy, mechanical metallurgy, elsticity, plasticity, damage mechanisms, strengthening mechanisms, phase formation and transformations, Additive manufacturing, 3D printing, welding and joining, heat treatment, post weld heat treatment (PWHT), mechanical testing, fatigue, its types (e.g.
fretting fatigue, corrosion fatigue, thermal fatigue, thermocyclic fatigue, bending fatigue), creep, its types, corrosion, its types (e.g. galvanic corrosion, pitting, crevice corrosion, stress corrosion cracking (SCC), intergranular corrosion, high temperature corrosion, fretting corrosion, fatigue corrosion, selective leaching, microbial corrosion), materials characterization (SEM, EDS, WDS, EBSD, FIB, AFM, APT, TEM, SRIM, CT, NDT), catalysts, plasma chracterisation, diagnostics, fusion device and reactor design and engineering, metallic glasses and their composites, high entropy alloys (HEAs), modeling and simulation (Part scale using ABAQUS CAE, Ansys (WB and APDL), MATLAB and FORTRAN, determ...