• Master of Engineering in Manufacturing

Manufacturing Research Seminar Series:
Smart Manufacturing


 

 

Predictive Analytics for Internet of Things (IoT) Enabled Systems


Raed Al Kontar

                                                                                            
Assistant Professor, Industrial & Operations Engineering
University of Michigan, Ann Arbor, MI

March 22, 2019
11:00 - 12:00 Noon
Chrysler Center
Room 151
2121 Bonisteel Boulevard
Ann Arbor, MI 48109
Metered Parking is available on campus Map
 
Abstract
The Internet of things (IoT) enabled systems have become increasingly available in practice. Examples include GMs OnStarĀ® tele-service system, the InSiteĀ® telemonitoring system from GE, smart home appliances and various personalized remote structural or health monitoring systems. The unprecedented data availability in such connected systems provides significant opportunities for smart data analytics but, at the same time, it reveals critical challenges. First, the high dimensional stream data with heterogeneity, diverse data types and complex spatiotemporal structure often hinders establishing a unified analytics framework. Second, individual-level data has become available in large scale and consequently, there is a pressing need for individualized modeling and prediction.
 
In this talk, we try to address some of these challenges through predictive data analytics methodologies designed for IoT enabled systems. Specifically, we establish non-parametric models that predict the evolution of condition/system monitoring signals through borrowing strength from historical and in-service data. These frameworks leverage on kernel methods, functional component analysis and Bayesian inference. Further, we discuss how these methods can consistently scale to big data settings. The methodologies are validated using numerical studies and a case study with real world data in the application to cloud-based vehicle health monitoring service systems.

Bio
Raed Al Kontar is an Assistant Professor in the Department of Industrial & Operations Engineering at the University of Michigan and an affiliate with both the Michigan Institutes for Data science (MIDAS) and Computational Discovery and Engineering (MICDE). His research broadly focuses on developing data analytics and decision-making methodologies specifically tailored for Internet of Things (IoT) enabled products/systems.
 
Raed received his Ph.D. in Industrial and Systems Engineering in 2018 and M.S in Statistics from the University of Wisconsin Madison in 2017. He also received his B.S in Civil and Environmental Engineering with a minor in Mathematics from the American University of Beirut (AUB) in 2014. Some of his awards include: Best Paper Award Finalist from Quality, Statistics, and Reliability (QSR) Section of INFORMS 2018, Best Student Paper Award Winner from QSR Section of INFORMS 2017, E. Wayne Kay Graduate Scholarship from the Society of Manufacturing Engineers (SME), Gilbreth Memorial Fellowship from Institute of Industrial and Systems Engineers (IISE), Valedictorian and student speaker in the graduation commencement ceremony at AUB.

 For more information about this seminar, contact Kathy Bishar at (kbishar@umich.edu)
 
 

 


 

 

Past Manufacturing Research Seminar Speakers

 
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Judy Jin

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Director, Manufacturing Program of ISD
Professor, Industrial and Operations Engineering
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Dr. Krivtsov

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Director, Reliability Analytics
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Dr. Rachuri

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Dr. Raj Kawlra

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Director of Manufacturing Planning and Control
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Jianjun Shi

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The Carolyn J. Stewart Chair and Professor
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with joint appointment in Mechanical Engineering
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Miki Banu

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Kira Baron

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Leyuan Shi

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Professor 
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Assistant Professor 
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2015-2013 Seminars
Rebecca Kramer

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Assistant Professor
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Dr. David Bourell, The University of Texas at Austin

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Temple Foundation Professor
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Dr. Bingheng Lu, Xi'an Jiao Tong University

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Dr. Dongming Guo, Dalian University of Technology (DUT)

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Dr. Brian W. Anthony, Massachusetts Institute of Technology

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Research Scientist in Mechanical Engineering
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Dr. David E. Hardt, Massachusetts Institute of Technology

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Dr. Placid M. Ferreira, University of Illinois at Urbana-Champaign

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Dr. Placid M. Ferreira, University of Illinois at Urbana-Champaign

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Open Access Manufacturing Research Seminars Bring Speakers from Around the World to the ISD Community and Our Friends

Manufacturing Lab Mural

Spotlighting the latest manufacturing research is the focus of the Seminars in Smart Manufacturing. U-M professors, their accomplished counterparts from around the world, and industry leaders present the latest findings on a broad range of manufacturing-related topics on campus and through online learning.

Everyone is welcome to attend the presentations on the Ann Arbor campus. In order to make this knowledge available to all through our focus on online learning, the seminars are digitally recorded so they can be viewed any time, any place. Each seminar is about one hour in length.

Recorded seminars will be posted after they have been presented. Check our archive above for the topics that interest you.

Email announcements will be sent out preceding each seminar. If you would like to be added to the invitation list, contact Kathy Bishar at kbishar@umich.edu.