The Informatics and Data Analytics Lab

University of Michigan-Dearborn

News


Team


Abdallah Chehade

Assistant Professor

 

Zunya Shi

Ph.D. Student

Mayuresh Savargaonkar

Ph.D. Student

Moe Gorzinmataee

Ph.D. Student

Prerit Nimje

Master's Student

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, Detection, 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