Principal Investigator Duane Boning
Brian Anthony Faculty Lead, Industry Immersion Program in Mechanical Engineering Co-Director, MIT Clinical Research Center Associate Director, MIT.nano Duane Boning Clarence J. LeBel Professor in Electrical Engineering, Department of Electrical Engineering and Computer Science Erik v Head of Product & EcosystemTulip Steven Moskowitz Director of Digital Transformation, Entegris
Steven Leeb Professor of Mechanical and Electrical Engineering and Computer Science Duane Boning Clarence J. LeBel Professor, Electrical Engineering and Computer Science, MIT Alejandro Beivide García Chief Digital Officer, Acciona Infraestructures David Knezevic Co-founder & CTO, Akselos Jongyoon Han Professor of Electrical Engineering and Professor of Biological Engineering Rohit Karnik Professor & Associate Department Head for Education Department of Mechanical Engineering Robert Teich Senior Marketing Director, Analytics, Xylem Anurag Bajpayee Co-Founder and CEO, Gradiant
John Lienhard Abdul Latif Jameel Professor of Water and Food Director, Abdul Latif Jameel World Water and Food Security Lab Director, Center for Clean Water and Clean Energy MIT Department of Mechanical Engineering
The large amounts of both structured and unstructured data created in manufacturing and operations today present enormous opportunities to apply advanced analytics, machine learning and deep learning. This talk will describe specific use cases in process control and optimization; yield prediction and enhancement; defect inspection and classification and anomaly detection in time series data. Additionally, some of the unique manufacturing and operations challenges like: class imbalance, concept drift and complex multivariate time dynamics will be described. This research has led to the creation of MIT MIMO (Machine Intelligence for Manufacturing and Operations) which will be described during this talk.