Anderson Rodrigo de Queiroz, Ph.D.

Anderson Rodrigo de Queiroz, Ph.D.

Associate Professor in the CCEE Department at NCSU. Adjunct Professor at NCCU. Interested in data-driven optimization, analytics, and sustainable systems.

Artificial Neural Networks for Water Inflow Forecasting - The power of Machine Learning to Real Life Problems

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Approximately 4 years ago, we embarked on a journey around the world of machine learning and artificial neural networks to seek ways where we could achieve improvements associated with the process of forecasting natural water inflows at hydroelectric power plants. Victor A. D. Faria, at that time still a graduate student in the electrical engineering course at the Federal University of Itajubá, and today a Ph.D. at North Carolina State University, accepted the research challenge with me, and professors José Wanderley Marangon Lima and Luana Medeiros Marangon Lima. Since then, a lot has happened and many fruits are being harvested with an unprecedented and important publication in the International Journal of Environmental Science and Technology that deals with water inflow forecasting using multi-layer Perceptrons neural networks for all hydroelectric plants that participate in centralized dispatch in the Brazilian power system. Results obtained in this study point to greater accuracy and precision of the neural network models developed in relation to those obtained by the models in use in the Brazilian electricity sector. This work comes at a very important time for the sector, where concerns associated with droughts, hydrothermal dispatch and energy prices are in the spotlight. In order to plan and make more robust decisions, it is necessary to improve the representation of future uncertainties (water inflows, electricity demand, wind and solar generation, climate/weather, etc). Congratulations Victor for your dedication and hard work and also to everyone else involved in the work for their important contributions. Article link: An assessment of multi-layer perceptron networks for streamflow forecasting in large-scale interconnected hydrosystems

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NCSU students present work on Assessing the Risk of Hurricane Damage to Marine Hydrokinetic Devices at the Ocean Renewable Energy Conference in Portland

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Victor de Faria and Neda Jamaleddin, Ph.D. students at NCSU, presented yesterday our work on Assessing the Risk of Hurricane Damage to Marine Hydrokinetic Devices at Ocean Renewable Energy Conference in Portland. This conferences was sponsored by the University Marine Energy Research Community (UMERC) and the The Marine Energy Technology Symposium (METS). This work shows the developments of the research project led by professor Mo Gabr from NCSU and myself and has been sponsored by the NC Reneable Ocean Energy Program (NCROEP). We used Bayesian analysis and mechanical model simulations in Ansys-Aqwa to create fragility curve estimates for ocean current devices. The picture below shows Victor and Neda meeting with George Bonner (NCROEP program director).

Neda Jamaleddin, George Bonner and Victor de Faria at the Ocean Renewable Energy Conference in Portland

First report of the Open Energy Outlook for the United States is available

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The first report of the Open Energy Outlook (OEO) has been published. I am very happy to see this project milestone been accomplished. Congratulations to the co-PIs Paulina Jaramillo, Joseph DeCarolis (former co-PI now at EIA), Jeremiah Johnson and the whole OEO core team. The OEO is an initiative of Carnegie Mellon University (CMU) and NC State University that aims to examine U.S. energy futures to inform energy and climate policy efforts by applying policy-focused academic modeling. One of the main goals of the OEO is to maximize transparency, and build a networked community. The project has been funded by the Alfred P. Sloan Foundation. The modeling effort is based on Tools for Energy Model Optimization and Analysis developed at NC State University in previous grants. The technical report can be accessed at the CMU website linked here.

Congratulations to Dr. Neha Patankar who joins Binghamton University as Tenure-track Assistant Professor

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One of the best and most bright students that I have worked with during my career was recently hired by the prestigious Binghamton University. Neha Patankar, who I had the privilege to co-mentor with professor Joseph DeCarolis at the Operations Research Graduate program at NC State University, was offered a position to be a tenure-track assistant professor of Systems Science and Industrial Engineering. After her Ph.D. at NC State, Neha work a postdoc for a few years at the Andlinger Center for Energy and the Environment at Princeton University working with professor Jesse Jenkings. An excerpt from Binghamton University webpage: “Neha Patankar’s expertise is in multi-attribute computational modeling and decision-making for energy transition, focusing on the rapidly evolving electricity sector. Her research supports energy policy decisions under deep techno-economic uncertainty, reveals system-wide technology and resource tradeoffs, and evaluates pathways for economy-wide decarbonization.” Dr. Patankar has a bright future ahead of her and Binghamton University and its students are lucky to have her as a faculty that will perform top-notch research and teaching related to decision-making and the energy transition. Congrats again Neha! (click here for Neha’s Linkedin post)

Neha Patankar, Tenure-track Assistant Professor at Binghamton University

Professor Joseph F. DeCarolis named the new EIA Administrator

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Amazing news!!! Professor Joseph F. DeCarolis, NCSU professor at the Civil, Construction and Environmental Engineering Department, is named by the Biden administration the new administrator of the Energy Information Administration (EIA). EIA could not be in better and more prepared hands. Congratulations again my friend and colleague that will help the country substantially towards a brilliant energy future!