ABOUT

 

Our research group in Mechanical Engineering at The University of Texas at San Antonio work on the analysis of very large and very small datasets including complex experimental and observational data, multi-stream signals, and image data, for predictive analytics and decision making. Our work is strongly data-driven, where mathematical models are paired with data and statistical/empirical methods to drive meaningful change in complex systems. Our developed methodologies have been considerably funded and widely utilized in a variety of applications ranging from healthcare to defense to manufacturing.

 

ADVANCED DATA ENGINEERING LAB

SELECTED PUBLICATIONS

  • J. Nielson, K. Bhaganagar, R. Meka, A. Alaeddini, Using Atmospheric Inputs for Artificial Neural Networks to Improve Wind Turbine Power Prediction, Energy, In Press. (5-Year Impact Factor: 5.747)

  • S.H.A. Faruqui, Y. Du, R. Meka, A. Alaeddini, C. Li, S. Shirinkam, J. Wang, Development of a Deep Learning Model for Dynamic Forecasting of Blood Glucose Level for Type 2 Diabetes Mellitus: Secondary Analysis of a Randomized Controlled Trial JMIR mHealth and uHealth 7, no. 11 (2019): e14452. (Impact Factor: 4.301)

  • A. Alaeddini, R. Meka, S. Martinez, E. Kraft, Sequential Laplacian Regularized V-Optimal Design of Experiments for Response Surface Modeling of Expensive Tests: An Application in Wind Tunnel Testing, IIE Transactions. 51.5 (2019): 559-576. DOI: 10.1080/24725854.2018.1508928

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OPENINGS

NEWS

  • September 3, 2019, Rajitha Meka has been selected as the finalist for the best student paper competition award of the Quality Statistics and Reliability (QSR) at INFORMS 2019 conference in Seattle, Washington.

  • May 20, 2019, Dr. Alaeddini has been elected as the next president of the Quality Control and Reliability Engineering (QCRE) Division of  the Institute of Industrial and Systems Engineers (IISE)

  • May 20, 2019, Stanford Martinez received the best student poster competition award of the Quality Control and Reliability Engineering (QCRE) at IISE 2019 conference in Orlando, Florida.

  • March 15, 2019, Publication in Quality and Reliability Engineering International, A Sequential Weighted Laplacian Regularized Optimal Design for Response Surface Modeling of Expensive Functions with Outliers: An Application in Linear Elastic Fracture Mechanics

  • January 14, 2019, Publication in IISE Transactions on Healthcare Systems Engineering, An Integrated Framework for Reducing Hospital Readmissions using Risk Trajectories Characterization and Discharge Timing Optimization

  • December 4, 2018, Dr. Alaeddini will give an invited talk at Intelligent Automation Week Austin on Benefits of AI Predictive Analytics to Reduce OSHA Claims’ Costs

  • A Graduate Research Assistant (GRA) position is available for students with a solid math (statistical) background and good programming (MATLAB/Python) skills

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