A self-organizing map and a normalizing multi-layer perceptron approach to baselining in prognostics under dynamic regimes
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Marcia L. Baptista (BS and MSc. in Informatics and Computer Engineering. Instituto Superior Tecnico, Lisbon, Portugal, September 2008) holds a PhD from the Engineering Design and Advanced Manufacturing (EDAM) program under the umbrella of MIT Portugal. Her research focuses on the development of prognostics techniques for aeronautics equipment. Her research interests include datadriven modeling, prognostics, and deep learning.
Elsa Maria Pires Henriques has a doctorate in Mechanical Engineering and is associated professor at Instituto Superior Tecnico in the University of Lisbon. She is responsible for the “Engineering Design and Advanced Manufacturing (LTI/EDAM)” post-graduation. During the last fifteen years, she has participated and/or coordinated several national and European R&D projects in collaboration with different industrial sectors, from tooling to automotive and aeronautics, mainly related to manufacturing, life cycle based decisions and management of complex design processes. She has a large number of scientific and technical publications in national and international conferences and journals. She was a national delegate in the 7th Framework Programme of the EU.
Kai Goebel is a Principal Scientist in the System Sciences Lab at Palo Alto Research Center (PARC). His interest is broadly in predictive maintenance and systems health management for a broad spectrum of cyber-physical systems in the manufacturing, energy, and transportation sectors. Prior to joining PARC, Dr. Goebel worked at NASA Ames Research Center and General Electric Corporate Research & Development center. At NASA, he founded and directed the Prognostics Center of Excellence which pioneered our understanding of the fundamental aspects of prognostics. He holds 18 patents and has published more than 375 papers, including a book on Prognostics. He received his Ph.D. in Mechanical Engineering from UC Berkeley in 1990 Dr. Goebel was an adjunct professor at Rensselaer Polytechnic Institute and is now adjunct professor at Lulea Technical University. He is a member of ASME, IEEE, SAE, AAAI; co-founder of the Prognostics and Health Management Society; and associate editor of the International Journal of PHM.