Optimization

Xiao Zhang

（1） HoloCube is an innovative optical wireless communication (OWC) system designed to enable 3D Internet of Things (IoT) connectivity using software-defined optical camera communication and the Pepper’s Ghost effect. Unlike conventional OWC systems that treat the transmitter as a point source, HoloCube employs virtual 3D hollow cubes with adaptive Spatial-Color Shift Keying (SCSK) modulation. These ...

Vladimir Dvorkin

My work focuses on decision-making models and algorithms for enhancing planning, operation, and pricing in electric power systems with substantial renewable energy integration and rising AI-driven electricity demand. This involves developing prescriptive analytics—such as decision-focused and physics-informed machine learning models—to manage grid uncertainties, building large-scale equilibrium models to analyze interactions among AI users in the ...

Jiaqi Li

Dr. Jiaqi Li’s research interests include industrial decarbonization of materials, such as concrete and hydrogen, for civil and energy infrastructure through the use and generation of renewable energy and carbon capture, utilization, and storage. His research uses in-house experimental results to validate modelling work and uses machine learning tools such as regression, clustering, network analysis, ...

Katherine Brumberg

Katherine Brumberg’s research focuses on matching and stratification methods in observational studies. Her main contributions have been in developing new methods for optimizing the balance of covariates between the treated and control groups using approximation algorithms to solve intractable integer programs. She applies this research in healthcare and social science domains and has a particular ...

Efe Yamac Yarbasi

Dr. Yarbasi’s expertise lies in uncertainty quantification for complex systems, verification and validation (V&V) processes, robotics, energy systems modeling within smart building infrastructures, and systems engineering. Prior to joining U-M, he collaborated extensively with government and industry on a range of projects, including the development of a surgical endoscopy robot and the energy optimization of ...

Suraj Rampure

As teaching faculty, Suraj spends his time teaching students how to think critically with data. He teaches students the theoretical foundations of data science, from empirical risk minimization, linear algebra, and probability, to more practical aspects, from tabular data manipulation and web scraping to model building and cross-validation, with an emphasis on implementation in Python. ...

Srijita Das

My research is about building sample-efficient machine learning models. My long term goal is to develop collaborative systems that can actively seek advice from humans and make faster decisions, resulting in reliable and practical systems. I specifically focus on design of sequential decision-making models to make them learn faster. We leverage advice from humans in ...

Mosharaf Chowdhury

I am a computer scientist and an associate professor at CSE Michigan, where I lead the SymbioticLab (https://symbioticlab.org/). My research improves application performance and system efficiency of AI/ML and Big Data workloads with a recent focus on optimizing energy consumption and data privacy. I lead the ML Energy initiative (https://ml.energy/), a consortium of researchers focusing ...

Zach Landis-Lewis

My research focuses on the use and effectiveness of coaching and appreciation feedback in healthcare. I lead a team that develops a software-based precision feedback system to generate messages about performance to healthcare professionals and teams. My work involves the processing of performance data to detect signals of motivating information that can be delivered with ...

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Peter Adriaens

Professor, Civil and Environmental Engineering, College of Engineering Ross School of Business School for Environment and Sustainability

Alauddin Ahmed

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Hyun-soo Ahn

Professor, Technology and Operations, Ross School of Business Supply Chain Management

M. Reza Amini

Assistant Research Scientist, Naval Architecture and Marine Engineering

Sardar Ansari

Assistant Professor, Emergency Medicine

Laura Balzano

Associate Professor, EECS, College of Engineering

Saif Benjaafar

Seth Bonder Collegiate Professor and Professor of Industrial and Operations Engineering, Industrial and Operations Engineering

Albert S. Berahas

Assistant Professor, Industrial & Operations Engineering

Anthony Bloch

Alexander Ziwet Collegiate Professor, Mathematics, LSA