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Systems Optimization and Machine Learning Lab (SysOptiMaL)

SysOptiMaL People May 2024

SysOptiMaL People May 2024
SysOptiMaL People May 2024
esra toy

Esra Büyüktahtakιn Toy, Ph.D. 

Associate Professor, Department of Industrial and Systems EngineeringVirginia Tech
Ph.D. in Operations Research, University of Florida, 2009
M.S. in Management Science, Lehigh University, 2007
M.S. in Industrial Engineering, Bilkent University, 2005

esratoy@vt.edu  |   540-231-0483

Research Focus
Dr. Büyüktahtakιn Toy with SysOptiMaL members perform research on advancing the state of the art in multi-stage stochastic combinatorial optimization with a mix of theory and algorithms. Their on-going research investigates deep machine learning and supervised learning algorithms to predict optimal solutions to mixed-integer programs under uncertainty. The SysOptiMaL advisor, Dr. Büyüktahtakιn Toy's work has been pioneering epidemic disease modeling and logistics optimization to surveille, control and prevent epidemic diseases in healthcare, agriculture, and forestry, e.g., infectious diseases that ravage the human body, such as the COVID-19, Ebola virus disease (EVD), and HIV, and invasive species that create havoc on forests, such as the emerald ash borer (EAB) in North America and Canada, Sericea Lespedeza damaging agricultural products in the Great Plains, and flammable buffelgrass in Sonoran Desert. The results, models, and methodologies that arise from her work have helped policymakers in healthcare and ecology optimize the location and timing of resource allocation under limited budgets.
Dr. Büyüktahtakιn Toy is the recipient of the NSF CAREER Award co-funded by the ENG Environmental Sustainability program and the NSF Division of Mathematical Sciences (Applied MathematicsComputational Mathematics, and Mathematical Biology programs).
Research Keywords
Optimization, Machine Learning (ML), Artificial Intelligence (AI), Spatio-temporal Resource Allocation, Game Theory, Prediction, Search, Prevention, and Control Models, Data Analytics, Security, Environment, Energy, Sustainability, and Healthcare, Decision-Support Tools, COVID-19, Ebola, Emerald Ash Borer (EAB), Epidemics-Logistics
Funders
Our lab has been funded by NSF Early Career Award, NSF EPSCoR, the U.S. Office of Naval Research (ONR), Unites States Department of Agriculture (USDA), USDA Forest Service, and Flossie West Foundation among others with an award amount of $2.5M.
RECENT SYSOPTIMAL NEWS
SysOptiMAL advisor Dr. Buyuktahtakin Toy is honored to chair the 2024 INFORMS Computing Society Harvey J. Greenberg Research Award, 5/30/2024.
SysOptiMaL member, Senior ISE student, and research assistant Josh Cooper won the 2024 VT ISE Undergraduate Research Symposium Award, 1st Place, based on the SysOptiMaL work published here: [2402.13380] Toward TransfORmers: Revolutionizing the Solution of Mixed Integer Programs with Transformers (arxiv.org), 4/23/2024.
SysOptiMAL advisor Dr. Buyuktahtakin Toy is honored to have been invited to serve as an Associate Editor for the INFORMS Journal on Computing, starting April 2024.
Dr. Buyuktahtakin Toy serves as the 2024 NSF ENG CAREER  Proposal Workshop Steering Committee, 2024.
SysOptiMAL advisor Dr. Buyuktahtakin Toy gave a keynote speech at the 2024 Invasive Species Symposium, March 15, 2024.
SysOptiMAL publication “COVID-19: An Agent-Based Simulation-Optimization Approach to Vaccine Center Location Vaccine Allocation Problem” was selected as a featured article that will appear in the June 2024 issue of the Industrial and Systems Engineer (ISE) Magazine, March 8, 2024!
New SysOptiMAL publication has just been accepted for pulication in EJOR,  Dogacan Yilmaz* and İ. Esra Büyüktahtakın, “An Expandable Machine Learning-Optimization Framework for Sequential Decision-Making,” Oct 30, 2023!
INFORMS ENRE Best Publication Award in Natural Resources, 2022, Indianapolis, IN
INFORMS Computing Society Harvey J. Greenberg Research Award, 2022, Indianapolis, IN 
News release here published by the US Forest Service Office of Communications featuring our paper (Kibis, Buyuktahtakin, and Haight et al., 2021), 2022
The ISE magazine 2022 April issue featured our IISE-T HSE article on “epidemic-vaccination-logistics”. Here is the link for the related article.
2016 INFORMS Minority Issues Forum (MIF) Early Career Award, INFORMS Conference, Nov 2016, Nashville, TN 
2016 INFORMS Moving Spirit Award, INFORMS Conference, Nov 2016, Nashville, TN 
Engineering professor wins National Science Foundation award, Wichita State News, Feb 29, 2016
USDA AFRI Award, USDA.gov, March 1, 2016
Professors’ research helping Kansas ranchers with invasive weeds,  Wichita State News, Aug. 16, 2016