The Informatics and Data Analytics Lab

University of Michigan-Dearborn

News


Sponsors

 

Team


Abdallah Chehade

Assistant Professor

Isaiah Oyewole

Ph.D. Student

Battery Prognostics

Wael Hassanieh

Ph.D. Student

Physics-based AI

Yichao Zeng

Ph.D. Student

Explainable AI

Meriam Chelbi

Ph.D. Student

Deep AI for Computer Vision

Hanadi Matar

Undergraduate Student

Failure Diagnosis & Prognosis

Mayuresh Savargaonkar

Ph.D. Graduate (2023)

Research Scientist at INL

Zunya Shi

Ph.D. Graduate (2021)

Data Scientist at Zoox

Moe Gorzinmataee

Ph.D. Graduate (2021)

ADAS Developer at Ford

Aditya Kandikuppa

Master's Graduate

Data Analyst at OneMagnify

Prerirt Nimje

Master's Graduate

Quality Engineer at A & A

Nader Kheir

Master's Graduate

Product Engineer

Research Focus


AI & ML Solutions

Our lab focuses on developing AI and Deep Learning solutions that leverage Big Data Analytics to solve complex tasks.

Prognostic Analysis

Predict the remaining useful life of complex systems. This is critical for dynamic maintenance scheduling and real-time production planning.

Failure Diagnosis

Detect the reason and location of failure. This is critical for quick maintenance, root-cause analysis, and enhanced product design.

Internet of Things (IoT)

Single datastreams carry partial information about systems. Our lab focuses on data fusion models that better understand complex systems.

Major Projects


Aircraft Gas Turbine Engines

Sensor Fusion, Degradation Modeling, and Prognostic Analysis

Alzheimer's Disease

Transfer Learning, Data Fusion, Diagnosis, and Prognostic Analysis

Warranty Data Analytics

Quality Improvement, Financial Insights, and Machine Learning

Digital Pump Motors

Anomaly Detection and Delay Estimation

Deep Learning Solutions

Classification, Regression, Forecasting, and Scenario Generation

Collaborative Modeling

Recommender Systems, Matrix Completion, Image Denoising, and Collaborative Filtering

Source: Wikipedia

Selected Publications


Get in touch


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University of Michigan-Dearborn
Department of Industrial and Manufacturing Systems Engineering
Address
2280 HPEC
4901 Evergreen Rd
Dearborn, MI 48128
P: (313) 593-5569
Email
achehade {at} umich {dot} edu