AI for Energy

AI for Energy (slides) English Español Português

José Córdova-Garcia

Overview lecture Introductory Educational materials South America Power & Energy Reinforcement Learning Supervised Learning Unsupervised Learning

World Greenhouse Gas Emissions by Sector and End Use, 2021

World Resources Institute

Data/Code Repository Introductory Research Global Cross-cutting Climate

Electricity Production by Source (2023)

Our World in Data

Data/Code Repository Introductory Press Global Power & Energy

Impact of Artificial Intelligence on the Planning and Operation of Distributed Energy Systems in Smart Grids

Paul Arévalo; Francisco Jurado

Journal article Intermediate Research Global Power & Energy Reinforcement Learning Supervised Learning Unsupervised Learning

Addressing the Challenges Posed by Energy Poverty in Latin American Countries

Walter Leal Filho; Halima Begum; Rosley Anholon; Osvaldo Quelhas; Izabela Rampasso; Ayyoob Sharifi; José Baltazar Salgueirinho Osório de Andrade Guerra; Andrea Gatto; Matthew Lovett; Luis Velazquez; Pastor David Chávez Muñoz; A. S. A. Ferdous Alam; Luciana Brandli; Amanda Lange Salvia; Nelson Amaro; João Henrique Paulino Pires Eustachio

Journal article Intermediate Research Global Power & Energy Climate Justice

A Transformer-Based Deep Neural Network with Wavelet Transform for Forecasting Wind Speed and Wind Energy

Erick Giovani Sperandio Nascimento; Talison A.C. de Melo; Davidson M. Moreira

Journal article Advanced Research Global Power & Energy Weather & Climate Unsupervised Learning Supervised Learning Reinforcement Learning

Evaluation of the Transformer Architecture for Univariate Time Series Forecasting

Pedro Lara-Benítez; Luis Gallego Ledesma; Manuel Carranza-García; José María Luna-Romera

Journal article Advanced Research Global Power & Energy Weather & Climate Unsupervised Learning Supervised Learning Reinforcement Learning

Forecasting Univariate Solar Irradiance Using Machine Learning Models: A Case Study of Two Andean Cities

Daniel Díaz-Bedoya; Mario González-Rodríguez; Jean-Michel Clairand; Xavier Serrano-Guerrero; Guillermo Escrivá-Escrivá

Journal article Advanced Research South America Power & Energy Weather & Climate Buildings Supervised Learning

Optimal Power Flow: A Review of State-of-the-Art Techniques and Future Perspectives

Ahmed Babiker; Sulaiman S. Ahmad; Ijaz Ahmed; Muhammad Khalid; Mohammad A. Abido; Fahad Saleh Al-Ismail

Journal article Advanced Research Global Power & Energy Reinforcement Learning

Data-Driven AC Optimal Power Flow with Physics-Informed Learning and Calibrations

Junfei Wang; Pirathayini Srikantha

Conference paper Advanced Research Global Power & Energy Reinforcement Learning

DC3: A Learning Method for Optimization with Hard Constraints

Priya L. Donti; David Rolnick; J. Zico Kolter

Conference paper Advanced Research Global Power & Energy Reinforcement Learning

Warm-Starting AC Optimal Power Flow with Graph Neural Networks

Frederik Diehl

Workshop paper Advanced Research Global Power & Energy Reinforcement Learning

Fast and Explainable Warm-Start Point Learning for AC Optimal Power Flow Using Decision Tree

Yuji Cao; Huan Zhao; Gaoqi Liang; Junhua Zhao; Huanxin Liao; Chao Yang

Journal article Advanced Research Global Power & Energy Reinforcement Learning

Controlling Commercial Cooling Systems Using Reinforcement Learning

Jerry Luo; Cosmin Paduraru; Octavian Voicu; Yuri Chervonyi; Scott Munns; Jerry Li; Crystal Qian; Praneet Dutta; Jared Quincy Davis; Ningjia Wu; Xingwei Yang; Chu-Ming Chang; Ted Li; Rob Rose; Mingyan Fan; Hootan Nakhost; Tinglin Liu; Brian Kirkman; Frank Altamura; Lee Cline; Patrick Tonker; Joel Gouker; Dave Uden; Warren “Buddy” Bryan; Jason Law; Deeni Fatiha; Neil Satra; Juliet Rothenberg; Mandeep Waraich; Molly Carlin; Satish Tallapaka; Sims Witherspoon; David Parish; Peter Dolan; Chenyu Zhao; Daniel J. Mankowitz

Preprint paper Advanced Research Global Power & Energy Reinforcement Learning

Safety-First AI for Autonomous Data Center Cooling and Industrial Control

Amanda Gasparik; Chris Gamble; Jim Gao

Blog post Intermediate Industry Global Power & Energy Reinforcement Learning

Helping Global Grids Work Smarter, Not Harder

Genevieve Flashpohler; Mohini Bariya; June Lukuyu

Blog post Intermediate Research Africa Power & Energy Reinforcement Learning

Empowering Safe Reinforcement Learning for Power System Control with CommonPower

Michael Eichelbeck; Hannah Markgraf; Matthias Althoff

Preprint paper Advanced Research Global Power & Energy Reinforcement Learning

Model-Free Safe Deep Reinforcement Learning for Grid-to-Vehicle Management

Zhewei Zhang; Rémy Rigo-Mariani; Nouredine Hadjsaid; Yan Xu

Journal article Advanced Research Global Power & Energy Transportation Reinforcement Learning

Project Sunroof: Solar Potential Mapping Initiative

Google

Web application Intermediate Industry North America Power & Energy Supervised Learning

IPEAR: Irrigation and PV Energy Assessment Tool

ESPOL University

Web application Intermediate Research South America Power & Energy Reinforcement Learning

Personalized Recommendations for Efficient Consumption (PREC)

AIAS; ESPOL

Web application Intermediate Research Global Power & Energy Supervised Learning Unsupervised Learning

The Role of Artificial Intelligence in Latin America’s Energy Transition

Victor Manuel Meza Jimenez; Ernesto Perez Gonzalez

Journal article Intermediate Research South America Power & Energy Reinforcement Learning Supervised Learning Unsupervised Learning

Building the Sun4Cast System: Improvements in Solar Power Forecasting

Sue Ellen Haupt; Branko Kosović; Tara Jensen; Jeffrey K. Lazo; Jared A. Lee; Pedro A. Jiménez; James Cowie; Gerry Wiener; Tyler C. McCandless; Matthew Rogers; Steven Miller; Manajit Sengupta; Yu Xie; Laura Hinkelman; Paul Kalb; John Heiser

Journal article Advanced Research Global Power & Energy Weather & Climate Agriculture & Food Supervised Learning

How Can Probabilistic Solar Power Forecasts Be Used to Lower Costs and Improve Reliability in Power Spot Markets?

Benjamin F. Hobbs; Venkat Krishnan; Jie Zhang; Hendrik F. Hamann; Carlo Siebenschuh; Rui Zhang

Journal article Advanced Research Global Power & Energy Weather & Climate Agriculture & Food Supervised Learning

Electricity in the U.S.

U.S. Energy Information Administration

Blog post Intermediate National agency Global Power & Energy

Buildings – Energy System

International Energy Agency (IEA)

Report (international organization) Intermediate International organization Global Power & Energy Buildings

Hardening AI Systems: Security, Robustness, and Safety for Generative & Agentic AI

Adnan Masood

Blog post Intermediate Research Global Reinforcement Learning Supervised Learning Unsupervised Learning

A Machine Learning Approach to Methane Emissions Mitigation in the Oil and Gas Industry

Jiayang Wang; Selvaprabu Nadarajah; Jingfan Wang; Arvind Ravikumar

Workshop paper Intermediate Research Global Cross-cutting Climate Supervised Learning

Unsupervised Temporal Clustering to Monitor the Performance of Alternative Fueling Infrastructure

Gary Witt

Conference paper Intermediate Research Global Cross-cutting Climate Unsupervised Learning

Techno-Economic Analysis of Hybrid PV-Fuel Cell Systems for Rural Agricultural Areas in Egypt

Rawan A. Hafez; Rania A. Ibrahim; Amany El-Zonkoly

Conference paper Intermediate Research Africa Power & Energy Reinforcement Learning

How AI enhances inspections at hydropower and dam projects

International Water Power and Dam Construction

Blog post Introductory Press Global Predictive Maintenance Power & Energy Supervised Learning