Damien Ernst

Bart De Schutter, Damien Ernst, Robert Babuska, 2008, 2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence).

Microgrids and their destructuring effects on the electrical industry

Damien Ernst, D. Ernst, 2014 .

Monte Carlo Search Algorithm Discovery for Single-Player Games

Damien Ernst, Francis Maes, David Lupien St-Pierre, 2013, IEEE Transactions on Computational Intelligence and AI in Games.

Impact of gate closure time on the efficiency of power systems balancing

Damien Ernst, Marie Petitet, Marie Perrot, 2019 .

List of algorithms

Bart De Schutter, Damien Ernst, Robert Babuska, 2010 .

Residential heat pump as flexible load for direct control service with parametrized duration and rebound effect

Vincent Lemort, Damien Ernst, Emeline Georges, 2017 .

Rhythms in Neuromorphic Reinforcement Learning

Damien Ernst, Rodolphe Sepulchre, Julie Dethier, 2012 .

Inferring bounds on the performance of a control policy from a sample of trajectories

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2009, 2009 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning.

Closed-Loop Emergency Control

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2000 .

Coordination of voltage control in a power system operated by multiple transmission utilities

Damien Ernst, Miroslav Begovic, Yannick Phulpin, 2010, 2010 IREP Symposium Bulk Power System Dynamics and Control - VIII (IREP).

DISTRIBUTED MODEL-FREE CONTROL OF PHOTOVOLTAIC UNITS FOR MITIGATING OVERVOLTAGES IN LOW-VOLTAGE NETWORKS

Damien Ernst, Thierry Van Cutsem, Petros Aristidou, 2014 .

Modelling and Emulation of an Unbalanced LV Feeder with Photovoltaic Inverters

Damien Ernst, Johan Gyselinck, Frédéric Olivier, 2016 .

A rare event approach to build security analysis tools when N − k (k >1) analyses are needed (as they are in large scale power systems)

Louis Wehenkel, Damien Ernst, Florence Fonteneau-Belmudes, 2009, 2009 IEEE Bucharest PowerTech.

Optimal Sample Selection for Batch-mode Reinforcement Learning

Louis Wehenkel, Damien Ernst, François Schnitzler, 2011, ICAART.

Ensembles of extremely randomized trees and some generic applications

Pierre Geurts, Louis Wehenkel, Damien Ernst, 2006 .

Complementarity Assessment of South Greenland Katabatic Flows and West Europe Wind Regimes pdf

Damien Ernst, Patrick Panciatici, Raphaël Fonteneau, 2018, Energy.

Optimized Look-ahead Tree Search Policies

Louis Wehenkel, Damien Ernst, Francis Maes, 2011, EWRL.

Residential heat pumps as flexible loads for direct control service with constrained payback

Vincent Lemort, Damien Ernst, Emeline Georges, 2016 .

Simple Connectome Inference from Partial Correlation Statistics in Calcium Imaging pdf

Gilles Louppe, Pierre Geurts, Damien Ernst, 2014, Neural Connectomics.

Blockchain: A Novel Approach for the Consensus Algorithm Using Condorcet Voting Procedure

Damien Ernst, David Vangulick, Bertrand Cornélusse, 2019, 2019 IEEE International Conference on Decentralized Applications and Infrastructures (DAPPCON).

Coordinated primary frequency control among non-synchronous systems connected by a multi-terminal high-voltage direct current grid

Damien Ernst, Yannick Phulpin, Jing Dai, 2012 .

About automatic learning for advanced sensing, monitoring and control of electric power systems

Pierre Geurts, Louis Wehenkel, Damien Ernst, 2006 .

Bounds for Multistage Stochastic Programs Using Supervised Learning Strategies

Louis Wehenkel, Boris Defourny, Damien Ernst, 2009, SAGA.

An efficient algorithm for the provision of a day-ahead modulation service by a load aggregator

Damien Ernst, Quentin Louveaux, Sebastien Mathieu, 2013, IEEE PES ISGT Europe 2013.

Variable selection for dynamic treatment regimes: a reinforcement learning approach

Louis Wehenkel, Damien Ernst, Raphaël Fonteneau, 2008 .

Reinforcement learning applied to power system oscillations damping

Damien Ernst, 2001 .

Online least-squares policy iteration for reinforcement learning control

Bart De Schutter, Damien Ernst, Robert Babuska, 2010, Proceedings of the 2010 American Control Conference.

Monte Carlo Search Algorithm Discovery for One Player Games pdf

Damien Ernst, Francis Maes, David Lupien St-Pierre, 2012, ArXiv.

Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning

Louis Wehenkel, Damien Ernst, Raphaël Fonteneau, 2012, Discovery Science.

Retrospect and Prospect

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2000 .

Siting renewable power generation assets with combinatorial optimisation

Damien Ernst, Hrvoje Pandzic, Antoine Dubois, 2021, Optimization Letters.

A computationally efficient algorithm for the provision of a day-ahead modulation service by a load aggregator

Damien Ernst, Efthymios Karangelos, Quentin Louveaux, 2012 .

On Overfitting and Asymptotic Bias in Batch Reinforcement Learning with Partial Observability (Extended Abstract)

Joelle Pineau, Damien Ernst, Raphaël Fonteneau, 2020, IJCAI.

The Global Grid pdf

Damien Ernst, Göran Andersson, Spyros Chatzivasileiadis, 2012, ArXiv.

Benchmarking for Bayesian Reinforcement Learning

Damien Ernst, Raphaël Fonteneau, Adrien Couëtoux, 2016, PloS one.

Optimized look‐ahead tree policies: a bridge between look‐ahead tree policies and direct policy search pdf

Louis Wehenkel, Damien Ernst, Francis Maes, 2012, ArXiv.

An introduction to dynamic programming and reinforcement learning

Bart De Schutter, Damien Ernst, Robert Babuska, 2010 .

Decentralized reactive power dispatch for a time-varying multi-TSO system

Damien Ernst, Miroslav Begovic, Marc Petit, 2009 .

Multi-terminal HVDC systems and ancillary services

Damien Ernst, 2012 .

Policy search with cross-entropy optimization of basis functions

Bart De Schutter, Damien Ernst, Robert Babuska, 2009, 2009 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning.

Estimation Monte Carlo sans modèle de politiques de décision

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2011, Rev. d'Intelligence Artif..

Multi-armed bandit based policies for cognitive radio's decision making issues

Wassim Jouini, Jacques Palicot, Damien Ernst, 2009, 2009 3rd International Conference on Signals, Circuits and Systems (SCS).

Meta-learning of Exploration/Exploitation Strategies: The Multi-armed Bandit Case

Louis Wehenkel, Damien Ernst, Francis Maes, 2012, ICAART.

Iteratively Extending Time Horizon Reinforcement Learning

Pierre Geurts, Louis Wehenkel, Damien Ernst, 2003, ECML.

Real-time transient stability emergency control of the South-Southeast Brazilian system

Louis Wehenkel, Damien Ernst, Mania Pavella, 1998 .

Approximate dynamic programming with a fuzzy parameterization

Bart De Schutter, Damien Ernst, Robert Babuska, 2010, Autom..

Risk-aware decision making and dynamic programming

Louis Wehenkel, Boris Defourny, Damien Ernst, 2008 .

Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality pdf

Damien Ernst, Aurélien Garivier, Sébastien Bubeck, 2012, J. Mach. Learn. Res..

Towards the Minimization of the Levelized Energy Costs of Microgrids using both Long-term and Short-term Storage Devices

Damien Ernst, Raphaël Fonteneau, Quentin Gemine, 2016 .

Relaxations for multi-period optimal power flow problems with discrete decision variables

Damien Ernst, Bertrand Cornélusse, Quentin Gemine, 2014, 2014 Power Systems Computation Conference.

Contextual multi-armed bandits for web server defense

Damien Ernst, Guy Leduc, Tobias Jung, 2012, The 2012 International Joint Conference on Neural Networks (IJCNN).

Blockchain for peer-to-peer energy exchanges: probabilistic approach of Proof of Stake

Damien Ernst, Bertrand Cornélusse, David Vangulick, 2018 .

On overfitting and asymptotic bias in batch reinforcement learning with partial observability

Damien Ernst, Vincent Francois-Lavet, Raphael Fonteneau, 2017, J. Artif. Intell. Res..

Learning to Play K-armed Bandit Problems

Louis Wehenkel, Damien Ernst, Francis Maes, 2012, ICAART.

Artificial intelligence design for real-time strategy games

Damien Ernst, Raphaël Fonteneau, Firas Safadi, 2011 .

What is the likely future of real-time transient stability?

Louis Wehenkel, Damien Ernst, Mania Pavella, 2009, 2009 IEEE/PES Power Systems Conference and Exposition.

Near Optimal Closed-Loop Control. Application to Electric Power Systems

Damien Ernst, D. Ernst, 2003 .

Effect of voltage constraints on the exchange of flexibility services in distribution networks

Damien Ernst, Bertrand Cornélusse, Frédéric Olivier, 2018, 2018 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT).

E-CLOUD, the open microgrid in existing network infrastructure

Damien Ernst, David Vangulick, Bertrand Cornélusse, 2017 .

An Optimal Control Formulation of Pulse-Based Control Using Koopman Operator

Damien Ernst, Aivar Sootla, Alexandre Mauroy, 2017, Autom..

On the Dynamics of the Deployment of Renewable Energy Production Capacities

Damien Ernst, Raphaël Fonteneau, D. Ernst, 2017 .

Real-Time Bidding Strategies from Micro-Grids Using Reinforcement Learning

Damien Ernst, Bertrand Cornélusse, Ioannis Boukas, 2018 .

Le projet énergétique à 100 milliards de Damien Ernst

Damien Ernst, Christine Scharff, D. Ernst, 2018 .

Model-Free Monte Carlo-like Policy Evaluation

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2010, AISTATS.

Phase Identification of Smart Meters by Clustering Voltage Measurements

Pierre Geurts, Damien Ernst, Antonio Sutera, 2018, 2018 Power Systems Computation Conference (PSCC).

The GREDOR project. Redesigning the decision chain for managing distribution networks

Damien Ernst, D. Ernst, 2015 .

Evaluating the Evolution of Distribution Networks under Different Regulatory Frameworks with Multi-Agent Modelling

Damien Ernst, Raphaël Fonteneau, Axel Gautier, 2019, Energies.

ON MULTI-AREA CONTROL IN ELECTRIC POWER SYSTEMS

Damien Ernst, Marek Zima, 2005 .

Using approximate dynamic programming for estimating the revenues of a hydrogen-based high-capacity storage device

Damien Ernst, Raphaël Fonteneau, Vincent François-Lavet, 2014, 2014 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL).

Voltage control in an HVDC system to share primary frequency reserves between non-synchronous areas

Damien Ernst, Yannick Phulpin, Dai Jing, 2011 .

Assessing the Economic Value of Renewable Resource Complementarity for Power Systems: an ENTSO-E Study pdf

Damien Ernst, Hrvoje Pandzic, Raphaël Fonteneau, 2020, ArXiv.

Consequence driven decomposition of large-scale power system security analysis

Louis Wehenkel, Damien Ernst, Patrick Panciatici, 2010, 2010 IREP Symposium Bulk Power System Dynamics and Control - VIII (IREP).

Meta-learning of exploration-exploitation strategies in reinforcement learning

Damien Ernst, 2013 .

Using prior knowledge to accelerate online least-squares policy iteration

Damien Ernst, Robert Babuska, Bart De Schutter, 2010, 2010 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR).

GREDOR. Outcomes and recommendations

Damien Ernst, Bertrand Cornélusse, D. Ernst, 2017 .

Imitative Learning for Online Planning in Microgrids

Damien Ernst, Raphaël Fonteneau, Vincent François-Lavet, 2015, DARE.

Decision Making from Confidence Measurement on the Reward Growth using Supervised Learning - A Study Intended for Large-scale Video Games

Damien Ernst, Z. Qiu, Raphaël Fonteneau, 2016, ICAART.

Cross-Entropy Optimization of Control Policies With Adaptive Basis Functions

Bart De Schutter, Damien Ernst, Robert Babuska, 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

A Unified Approach to Transient Stability Contingency Filtering, Ranking, and Assessment

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2001 .

Reinforcement Learning for Electric Power System Decision and Control: Past Considerations and Perspectives

Damien Ernst, Raphaël Fonteneau, Mevludin Glavic, 2017 .

Evaluation of network equivalents for voltage optimization in multi-area power systems

Damien Ernst, Marc Petit, Miroslav Begovic, 2009 .

Global Power Grids for Harnessing World Renewable Energy

Damien Ernst, Goran Andersson, Spyros Chatzivasileiadis, 2014 .

Impact of delays on a consensus-based primary frequency control scheme for AC systems connected by a multi-terminal HVDC grid

Damien Ernst, Yannick Phulpin, Alain Sarlette, 2010, 2010 IREP Symposium Bulk Power System Dynamics and Control - VIII (IREP).

A reinforcement learning approach for designing artificial autonomous intelligent agents

Damien Ernst, 2008 .

Neuromorphic reinforcement learning

Damien Ernst, Rodolphe Sepulchre, Julie Dethier, 2012 .

A multi-agent system approach to model the interaction between distributed generation deployment and the grid

Damien Ernst, Raphaël Fonteneau, Axel Gautier, 2018 .

Model predictive control of HVDC power flow to improve transient stability in power systems

Damien Ernst, Yannick Phulpin, J. Hazra, 2011, 2011 IEEE International Conference on Smart Grid Communications (SmartGridComm).

A reinforcement learning based discrete supplementary control for power system transient stability enhancement

Louis Wehenkel, Damien Ernst, Mevludin Glavic, 2005 .

Introduction to SIME

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2000 .

SPRT for SPIT: Using the Sequential Probability Ratio Test for Spam in VoIP Prevention

Damien Ernst, Guy Leduc, Tobias Jung, 2012, AIMS.

Discussion of "A unified approach to transient stability contingency filtering, ranking, and assessment" [and closure]

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2002 .

A deep reinforcement learning framework for continuous intraday market bidding pdf

Damien Ernst, Ioannis Boukas, Adrien Bolland, 2020, Machine Learning.

Estimation of rotor angles of synchronous machines using artificial neural networks and local PMU-based quantities

Alberto Del Angel, Pierre Geurts, Louis Wehenkel, 2007, Neurocomputing.

Approximate reinforcement learning: An overview

Bart De Schutter, Damien Ernst, Robert Babuska, 2011, 2011 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL).

Short-term active distribution network operation under uncertainty

Damien Ernst, Sébastien Mathieu, Quentin Gemine, 2020, 2020 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS).

Blockchain for Peer-to-Peer Energy Exchanges: Design and Recommendations

Damien Ernst, David Vangulick, Bertrand Cornélusse, 2018, 2018 Power Systems Computation Conference (PSCC).

Reinforcement Learning and Dynamic Programming Using Function Approximators

Bart De Schutter, Damien Ernst, Robert Babuska, 2010 .

Foreseeing New Control Challenges in Electricity Prosumer Communities

Damien Ernst, Raphaël Fonteneau, Frédéric Olivier, 2017 .

Reinforcement Learning of Heuristic EV Fleet Charging in a Day-Ahead Electricity Market

Tom Holvoet, Damien Ernst, Geert Deconinck, 2015, IEEE Transactions on Smart Grid.

Stratégies d'échantillonnage pour l'apprentissage par renforcement batch

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2013, Rev. d'Intelligence Artif..

Closed-loop transient stability emergency control

Damien Ernst, Mania Pavella, D. Ernst, 2000, 2000 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.00CH37077).

Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty

Damien Ernst, Aivar Sootla, D. Ernst, 2017, IEEE Transactions on Automatic Control.

Approximate Bayes Optimal Policy Search using Neural Networks

Damien Ernst, Raphaël Fonteneau, Vincent François-Lavet, 2017, ICAART.

Policy transfer using Value Function as Prior Information

Damien Ernst, Aivar Sootla, Samy Aittahar, 2016 .

Resilience of the DSO network near to 50.2Hz

Damien Ernst, Thierry Van Cutsem, David Vangulick, 2017 .

Apprentissage actif par modification de la politique de décision courante

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2011 .

Preventive and emergency transient stability control

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2000 .

Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits

Louis Wehenkel, Damien Ernst, Francis Maes, 2011, EWRL.

How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies pdf

Damien Ernst, Raphaël Fonteneau, Vincent François-Lavet, 2015, ArXiv.

Lazy Planning under Uncertainty by Optimizing Decisions on an Ensemble of Incomplete Disturbance Trees

Louis Wehenkel, Boris Defourny, Damien Ernst, 2008, EWRL.

Approximate policy iteration for online learning and continuous-action control

Bart De Schutter, Damien Ernst, Robert Babuska, 2010 .

Exploring Regulation Policies in Distribution Networks through a Multi-Agent Simulator

Damien Ernst, Raphaël Fonteneau, Axel Gautier, 2018 .

Understanding active network management in 30 minutes

Damien Ernst, 2013 .

Clinical data based optimal STI strategies for HIV: a reinforcement learning approach

Louis Wehenkel, Damien Ernst, Guy-Bart Stan, 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

Lipschitz robust control from off-policy trajectories

Damien Ernst, Bernard Boigelot, Raphaël Fonteneau, 2014, 53rd IEEE Conference on Decision and Control.

Towards Min Max Generalization in Reinforcement Learning

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2010, ICAART.

Global Grid(s) versus Microgrids

Damien Ernst, D. Ernst, 2015 .

Simulation-based Assessment of the Impact of Regulatory Frameworks on the Interactions between Electricity Users and Distribution System Operator

Damien Ernst, Raphaël Fonteneau, Axel Gautier, 2017 .

Active exploration by searching for experiments that falsify the computed control policy

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2011, 2011 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL).

Active network management: Planning under uncertainty for exploiting load modulation

Damien Ernst, Quentin Gemine, Efthymios Karangelos, 2013, 2013 IREP Symposium Bulk Power System Dynamics and Control - IX Optimization, Security and Control of the Emerging Power Grid.

Tree-Based Batch Mode Reinforcement Learning

Pierre Geurts, Louis Wehenkel, Damien Ernst, 2005, J. Mach. Learn. Res..

An Artificial Intelligence Solution for Electricity Procurement in Forward Markets pdf

Damien Ernst, Thibaut Th'eate, S'ebastien Mathieu, 2020, ArXiv.

Allocation of locally generated electricity in renewable energy communities pdf

Damien Ernst, Eric Vermeulen, Miguel Manuel de Villena, 2020, ArXiv.

A process to address electricity distribution sector challenges: the GREDOR project approach

Damien Ernst, David Vangulick, Mevludin Glavic, 2015 .

Continuous-State Reinforcement Learning with Fuzzy Approximation

Bart De Schutter, Damien Ernst, Robert Babuska, 2007, Adaptive Agents and Multi-Agents Systems.

Reinforcement learning, energy systems and deep neural nets

Damien Ernst, 2018 .

Reinforcement Learning with Raw Image Pixels as Input State

Raphaël Marée, Louis Wehenkel, Damien Ernst, 2006, IWICPAS.

Application of an advanced transient stability assessment and control method to a realistic power system

Federico Silvestro, Damien Ernst, Mania Pavella, 2005 .

NEW DEVELOPMENTS IN THE APPLICATION OF AUTOMATIC LEARNING TO POWER SYSTEM CONTROL

Louis Wehenkel, Damien Ernst, Mevludin Glavic, 2005 .

Contextual Multi-armed Bandits for the Prevention of Spam in VoIP Networks pdf

Damien Ernst, Guy Leduc, Tobias Jung, 2012, ArXiv.

A Learning Procedure for Sampling Semantically Different Valid Expressions

Damien Ernst, Francis Maes, Quentin Louveaux, 2014 .

Active network management for electrical distribution systems: problem formulation and benchmark pdf

Damien Ernst, Bertrand Cornélusse, Quentin Gemine, 2014, ArXiv.

A SC/battery Hybrid Energy Storage System in the Microgrid

Damien Ernst, Bertrand Cornélusse, Jianwei Li, 2017 .

Eléments pour une vision techno-optimiste de l’écologie

Damien Ernst, 2019 .

Learning Exploration/Exploitation Strategies for Single Trajectory Reinforcement Learning

Damien Ernst, Raphaël Fonteneau, Francis Maes, 2012, EWRL.

Application of Reinforcement Learning to Electrical Power System Closed-Loop Emergency Control

Louis Wehenkel, Damien Ernst, Christophe Druet, 2000, PKDD.

Beyond function approximators for batch mode reinforcement learning: rebuilding trajectories

Damien Ernst, 2010 .

Planning under uncertainty, ensembles of disturbance trees and kernelized discrete action spaces

Louis Wehenkel, Boris Defourny, Damien Ernst, 2009, 2009 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning.

Round Table No 3. Industrial Solutions for Active Network Management

Damien Ernst, 2019 .

Graph matching for reconciling SCADA and GIS of a distribution network

Damien Ernst, Mevludin Glavic, Bertrand Cornélusse, 2015 .

Reinforcement learning with raw image pixels as state input

Raphaël Marée, Louis Wehenkel, Damien Ernst, 2006 .

Fuzzy Approximation for Convergent Model-Based Reinforcement Learning

Bart De Schutter, Damien Ernst, Robert Babuska, 2007, 2007 IEEE International Fuzzy Systems Conference.

An App-based Algorithmic Approach for Harvesting Local and Renewable Energy using Electric Vehicles

Antoine Wehenkel, Damien Ernst, Raphaël Fonteneau, 2017, ICAART.

Coordinated Primary Frequency Control among Non-Synchronous Systems Connected by a Multi-Terminal HVDC Grid

Damien Ernst, Alain Sarlette, J. Dai, 2010 .

Applications of security-constrained optimal power flows

Louis Wehenkel, Damien Ernst, Florin Capitanescu, 2006 .

Macroscopic analysis of interaction models for the provision of flexibility in distribution systems

Damien Ernst, Bertrand Cornélusse, Sébastien Mathieu, 2015 .

Deep Reinforcement Learning Solutions for Energy Microgrids Management

Damien Ernst, Raphaël Fonteneau, Vincent François-Lavet, 2016 .

Imitative learning for real-time strategy games

Damien Ernst, Raphaël Fonteneau, Quentin Gemine, 2012, 2012 IEEE Conference on Computational Intelligence and Games (CIG).

A comparison of Nash equilibria analysis and agent-based modelling for power markets

Damien Ernst, Rachid Cherkaoui, Thilo Krause, 2006 .

Automatic Phase Identification of Smart Meter Measurement Data

Damien Ernst, Raphaël Fonteneau, Frédéric Olivier, 2017 .

FACTS devices controlled by means of reinforcement learning algorithms

Louis Wehenkel, Damien Ernst, 2002 .

Extremely randomized trees

Pierre Geurts, Louis Wehenkel, Damien Ernst, 2006, Machine Learning.

Mer ou RER : faut-il vraiment 10 milliards d'argent public pour l'éolien offshore ?

Damien Ernst, Michel Hermans, 2016 .

Optimized look-ahead trees: Extensions to large and continuous action spaces

Damien Ernst, Francis Maes, Tobias Jung, 2013, 2013 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL).

A fair method for centralized optimization of multi-TSO power systems

Damien Ernst, Miroslav Begovic, Marc Petit, 2009 .

Comparison of different selection strategies in Monte-Carlo Tree Search for the game of Tron

Damien Ernst, Francis Maes, David Lupien St-Pierre, 2012, 2012 IEEE Conference on Computational Intelligence and Games (CIG).

Efficient management of a connected microgrid in Belgium

Damien Ernst, Bertrand Cornélusse, Luc Warichet, 2017 .

Batch mode reinforcement learning based on the synthesis of artificial trajectories

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2013, Ann. Oper. Res..

Sequential decision-making approach for quadrangular mesh generation

Christophe Geuzaine, Damien Ernst, Amaury Johnen, 2014, Engineering with Computers.

Toggling a Genetic Switch Using Reinforcement Learning pdf

Mauricio Barahona, Damien Ernst, Guy-Bart Stan, 2013, ArXiv.

Optimized look-ahead tree policies

Louis Wehenkel, Damien Ernst, Francis Maes, 2011 .

DSIMA: A testbed for the quantitative analysis of interaction models within distribution networks

Damien Ernst, Bertrand Cornélusse, Quentin Louveaux, 2016 .

A Gaussian mixture approach to model stochastic processes in power systems

Damien Ernst, Raphaël Fonteneau, Bertrand Cornélusse, 2016, 2016 Power Systems Computation Conference (PSCC).

On periodic reference tracking using batch-mode reinforcement learning with application to gene regulatory network control

Mauricio Barahona, Damien Ernst, Guy-Bart Stan, 2013, 52nd IEEE Conference on Decision and Control.

On the efficiency of decentralized decision-making in self-dispatch power systems

Damien Ernst, Marie Petitet, Marie Perrot, 2018 .

An approach to real-time transient stability assessment and control

Louis Wehenkel, Damien Ernst, Mania Pavella, 1997 .

Reinforcement Learning Versus Model Predictive Control: A Comparison on a Power System Problem

Louis Wehenkel, Damien Ernst, Florin Capitanescu, 2009, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

Cooperative frequency control with a multi-terminal high-voltage DC network

Damien Ernst, Alain Sarlette, Jing Dai, 2012, Autom..

Artificial Intelligence in Video Games: Towards a Unified Framework

Damien Ernst, Raphaël Fonteneau, Firas Safadi, 2015, Int. J. Comput. Games Technol..

Research and Education Activities in Electric Power Systems at the University of Liège

Louis Wehenkel, Damien Ernst, Thierry Van Cutsem, 2008 .

On the Fairness of Centralised Decision-Making Strategies in multi-TSO Power Systems

Damien Ernst, Marc Petit, Miroslav Begovic, 2008 .

A Cautious Approach to Generalization in Reinforcement Learning

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2010, ICAART.

Reinforcement learning: a generic tool for solving sequential decision-making problems for electrical systems

Damien Ernst, 2018 .

Transient stability-constrained generation rescheduling

Louis Wehenkel, Damien Ernst, Mania Pavella, 1998 .

Optimal discovery with probabilistic expert advice

Damien Ernst, Aurélien Garivier, Sébastien Bubeck, 2011, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

Design and real-time test of a hybrid energy storage system in the microgrid with the benefit of improving the battery lifetime

Hao Mu, Damien Ernst, Bertrand Cornélusse, 2018 .

Ancillary services and operation of multi-terminal HVDC grids

Damien Ernst, Yannick Phulpin, 2011 .

Compensation schemes for transient stability assessment and control

Louis Wehenkel, Damien Ernst, Mania Pavella, 1998 .

Introducing neuromodulation in deep neural networks to learn adaptive behaviours

Damien Ernst, Guillaume Drion, Nicolas Vecoven, 2018, PloS one.

Supervised learning based sequential decision making

Damien Ernst, 2005 .

Distributed Control of Photovoltaic Units in Unbalanced LV Distribution Networks to Prevent Overvoltages

Damien Ernst, Raphaël Fonteneau, Frédéric Olivier, 2018, 2018 IEEE International Conference on Smart Energy Grid Engineering (SEGE).

Lower bounds in reinforcement learning: the intelligent agent dream is getting closer

Damien Ernst, D. Ernst, 2009 .

Decentralized Reactive Power Dispatch for a Time-Varying Multi-TSO System

Damien Ernst, Marc Petit, Miroslav Begovic, 2009, 2009 42nd Hawaii International Conference on System Sciences.

Exploiting policy knowledge in online least-squares policy iteration: An empirical study

Bart De Schutter, Damien Ernst, Lucian Busoniu, 2010 .

Transient Stability of Power Systems: A Unified Approach to Assessment and Control

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2000 .

Outbound SPIT filter with optimal performance guarantees

Damien Ernst, Mohamed Nassar, Guy Leduc, 2012, Comput. Networks.

A quantitative analysis of the effect of flexible loads on reserve markets

Damien Ernst, Bertrand Cornélusse, Quentin Louveaux, 2014, 2014 Power Systems Computation Conference.

Estimating the revenues of a hydrogen-based high-capacity storage device: methodology and results

Damien Ernst, Raphaël Fonteneau, Vincent François-Lavet, 2014 .

Transient Stability of Power Systems

Damien Ernst, Mania Pavella, Daniel Ruiz-Vega, 2000 .

An Application of Deep Reinforcement Learning to Algorithmic Trading pdf

Damien Ernst, Thibaut Th'eate, D. Ernst, 2020, Expert Syst. Appl..

Modelling and assessing the impact of the DSO remuneration strategy on its interaction with electricity users

Damien Ernst, Raphaël Fonteneau, Mevludin Glavic, 2021 .

AI for energy: a bright and uncertain future ahead

Damien Ernst, D. Ernst, 2020 .

Critical Time Windows for Renewable Resource Complementarity Assessment pdf

Damien Ernst, Patrick Panciatici, Raphaël Fonteneau, 2018, Energy.

Nuclear: the dreaming reality

Damien Ernst, 2019 .

Warming-up recurrent neural networks to maximize reachable multi-stability greatly improves learning pdf

Damien Ernst, Guillaume Drion, Nicolas Vecoven, 2021, ArXiv.

Remote Renewable Hubs for Carbon-Neutral Synthetic Fuel Production

Damien Ernst, Mathias Berger, Aurore Richel, 2021, Frontiers in Energy Research.

Model Reduction in Capacity Expansion Planning Problems via Renewable Generation Site Selection

Damien Ernst, Mathias Berger, David Radu, 2021, 2021 IEEE Madrid PowerTech.

Churn prediction in online gambling pdf

Damien Ernst, Florian Merchie, D. Ernst, 2022, ArXiv.

Gym-ANM: Open-source software to leverage reinforcement learning for power system management in research and education

Damien Ernst, Robin Henry, 2021, Softw. Impacts.

Sparse Training Theory for Scalable and Efficient Agents

Damien Ernst, Zita A. Vale, Madeleine Gibescu, 2021, AAMAS.

Gym-ANM: Reinforcement Learning Environments for Active Network Management Tasks in Electricity Distribution Systems pdf

Damien Ernst, Robin Henry, 2021, ArXiv.

Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks pdf

Antoine Wehenkel, Gilles Louppe, Damien Ernst, 2021, ArXiv.

Computing Necessary Conditions for Near-Optimality in Capacity Expansion Planning Problems pdf

Damien Ernst, Antoine Dubois, 2021, ArXiv.

Assessing the impact of offshore wind siting strategies on the design of the European power system

Damien Ernst, Hrvoje Pandzic, Yury Dvorkin, 2020, Applied Energy.

Pseudo-Geographical Representations of Power System Buses by Multidimensional Scaling

Louis Wehenkel, Damien Ernst, Florence Belmudes, 2009, 2009 15th International Conference on Intelligent System Applications to Power Systems.

Chapter 14 – Global Power Grids for Harnessing World Renewable Energy

Damien Ernst, Goran Andersson, Spyros Chatzivasileiadis, 2014 .

SiSTEM, a Model for the Simulation of Short-Term Electricity Markets

Damien Ernst, Marie Petitet, Sébastien Mathieu, 2017 .

Min Max Generalization for Two-stage Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes

Damien Ernst, Bernard Boigelot, Raphaël Fonteneau, 2012 .

Modelling of three-phase four-wire low-voltage cables taking into account the neutral connection to the earth

Damien Ernst, Raphaël Fonteneau, Frédéric Olivier, 2018 .

Fostering Share&Charge through proper regulation

Damien Ernst, D. Ernst, F. Vanrykel, 2018 .

Optimal assignment of off-peak hours to lower curtailments in the distribution network

Damien Ernst, Quentin Louveaux, Luca Merciadri, 2014, IEEE PES Innovative Smart Grid Technologies, Europe.

Dynamic Treatment Regimes using Reinforcement Learning: A Cautious Generalization Approach

Louis Wehenkel, Susan A. Murphy, Damien Ernst, 2009 .

Apoptosis characterizes immunological failure of HIV infected patients

Damien Ernst, Raphaël Fonteneau, Guy-Bart Stan, 2009 .

Ancillary services and operation of multi-terminal HVdc systems

Damien Ernst, Yannick Phulpin, 2011 .

The State of Play in Cross-Border Electricity Trade and the Challenges towards a Global Electricity Market Environment

Damien Ernst, Spyros Chatzivasileiadis, D. Ernst, 2017 .

On multi-area security assessment of large interconnected power systems

Louis Wehenkel, Damien Ernst, Mevludin Glavic, 2006 .

immune system response of a HIV infected patient

Damien Ernst, Raphaël Fonteneau, Guy-Bart Stan, 2008 .

Market dynamics driven by the decision-making power producers

Damien Ernst, D. Ernst, A. Minoia, 2004 .

Mathematical Modeling of HIV Dynamics After Antiretroviral Therapy Initiation: A Review

Xiaohua Xia, Damien Ernst, Guy-Bart Stan, 2014, BioResearch open access.

Global electricity network - Feasibility study

Damien Ernst, Raphaël Fonteneau, B. Cova, 2019 .

Nash Equilibria and Reinforcement Learning for Active Decision Maker Modelling in Power Markets

Damien Ernst, Goran Andersson, Rachid Cherkaoui, 2004 .

Solving the fluctuation problems in a land with 100% of renewable energy

Damien Ernst, 2013 .

Relaxation schemes for min max generalization in deterministic batch mode reinforcement learning

Damien Ernst, Bernard Boigelot, Raphaël Fonteneau, 2011 .

The impact of different COVID-19 containment measures on electricity consumption in Europe

Damien Ernst, Alireza Bahmanyar, Abouzar Estebsari, 2020, Energy Research & Social Science.