Georges Kariniotakis

Biography

Publication(s)

• 2026
  Decision-Focused Learning for Power System Decision-Making Under Uncertainty DOI : 10.1109/TPWRS.2025.3597806
• 2025
  A Scenario-Spatial Decomposition Approach With a Performance Guarantee for the Combined Bidding of Cascaded Hydropower and Renewables DOI : 10.1109/TPWRS.2025.3638005
• 2025
  Federated Learning with Mixed Encryption for Distributed Energy Resources: Forecasting Electricity Charging Demand at Multiple Electrical Vehicle Charging Stations DOI : 10.1109/PowerTech59965.2025.11180597
• 2024
  Distributed economic model predictive control for the joint energy dispatch of wind farms and run-of-the-river hydropower plants DOI : 10.1016/j.epsr.2024.110805
• 2024
  Interpretable Machine Learning for DC Optimal Power Flow With Feasibility Guarantees DOI : 10.1109/TPWRS.2023.3333165
• 2024
  Stochastic economic model predictive control for renewable energy and ancillary services trading with storage DOI : 10.1016/j.segan.2024.101373
• 2024
  CRPS-based online learning for nonlinear probabilistic forecast combination DOI : 10.1016/j.ijforecast.2023.12.005
• 2024
  Assessing the relative impacts of maximum investment rate and temporal detail in capacity expansion models applied to power systems DOI : 10.1016/j.energy.2024.130231
• 2024
  Multivariate federated tree-based forecasting combining resilience and privacy: Application to distributed energy resources DOI : 10.1016/j.epsr.2024.110730
• 2024
  Exploring the Interdependence of Vertical Extrapolation Uncertainties in Repowering Wind Farms DOI : 10.1088/1742-6596/2767/9/092009
• 2024
  Towards Resilient Energy Forecasting: A Robust Optimization Approach DOI : 10.1109/TSG.2023.3272379
• 2023
  Reliable Provision of Ancillary Services from Aggregated Variable Renewable Energy Sources Through Forecasting of Extreme Quantiles DOI : 10.1109/TPWRS.2022.3198839
• 2023
  Vulnerability and Impact of Machine Learning-Based Inertia Forecasting Under Cost-Oriented Data Integrity Attack DOI : 10.1109/TSG.2022.3207517
• 2023
  ECONOMIC MODEL PREDICTIVE CONTROL FOR THE ENERGY MANAGEMENT PROBLEM OF A VIRTUAL POWER PLANT INCLUDING RESOURCES AT DIFFERENT VOLTAGE LEVELS DOI : 10.1049/icp.2023.1160
• 2023
  Integrating thermal properties and degradation modelling of batteries into the scheduling of hybrid power plants with photovoltaics DOI : 10.1016/j.est.2023.108782
• 2023
  Resilient Feature-driven Trading of Renewable Energy with Missing Data DOI : 10.1109/ISGTEUROPE56780.2023.10408186
• 2023
  HIERARCHICAL FORECASTING FOR THE MANAGEMENT OF DISTRIBUTION GRIDS DOI : 10.1049/icp.2023.1212
• 2023
  Analysis of the systematic errors of energy yield assessment in the context of wind farm repowering DOI : 10.1088/1742-6596/2507/1/012016
• 2022
  Data-driven structural modeling of electricity price dynamics DOI : 10.1016/j.eneco.2022.105811
• 2022
  Identification and quantification of the flexibility potential of a complex industrial process for ancillary services provision DOI : 10.1016/j.epsr.2022.108396
• 2022
  Guest Editorial for the Special Section on Advances in Renewable Energy Forecasting: Predictability, Business Models and Applications in the Power Industry DOI : 10.1109/TSTE.2022.3157009
• 2022
  Forecasting for the Weather Driven Energy System – A new Task under IEA Wind DOI : 10.1049/icp.2022.2830
• 2022
  A generic methodology to efficiently integrate weather information in short-term Photovoltaic generation forecasting models DOI : 10.1016/j.solener.2022.08.042
• 2022
  Interpretable data-driven solar power plant trading strategies DOI : 10.1109/ISGT-Europe54678.2022.9960432
• 2022
  Preface DOI : 10.1088/1742-6596/2151/1/011001
• 2022
  Prescriptive Trees for Integrated Forecasting and Optimization Applied in Trading of Renewable Energy DOI : 10.1109/TPWRS.2022.3152667
• 2022
  End-to-end Learning for Hierarchical Forecasting of Renewable Energy Production with Missing Values DOI : 10.1109/PMAPS53380.2022.9810610
• 2022
  Seamless intra-day and day-ahead multivariate probabilistic forecasts at high temporal resolution DOI : 10.1109/PMAPS53380.2022.9810606
• 2022
  Generalizing Renewable Energy Forecasting Using Automatic Feature Selection and Combination DOI : 10.1109/PMAPS53380.2022.9810647
• 2021
  SHORT-TERM PHOTOVOLTAIC GENERATION FORECASTING ENHANCED BY SATELLITE DERIVED IRRADIANCE DOI : 10.1049/icp.2021.1864
• 2021
  Photovoltaic power forecasting: Assessment of the impact of multiple sources of spatio-temporal data on forecast accuracy DOI : 10.3390/en14051432
• 2021
  STATE OF CHARGE AND THERMAL-RELATED DETERIORATION PREDICTION FOR LI-ION STORAGE SYSTEMS IN HYBRID PHOTOVOLTAIC SYSTEMS IN THE ISLAND OF CORSICA DOI : 10.1049/icp.2021.1793
• 2021
  Smart4RES: Next generation solutions for renewable energy forecasting and applications with focus on distribution grids DOI : 10.1049/icp.2021.1829
• 2021
  Data Science for Next Generation Renewable Energy Forecasting - Highlight Results from the Smart4RES Project DOI : 10.1049/icp.2021.2499
• 2021
  IMPACT OF TRANSFORMER AND CABLE AGING ON DISTRIBUTION LOCATIONAL MARGINAL COSTS IN ACTIVE DISTRIBUTION NETWORKS DOI : 10.1049/icp.2021.1735
• 2021
  A Value-Oriented Price Forecasting Approach to Optimize Trading of Renewable Generation DOI : 10.1109/PowerTech46648.2021.9494832
• 2021
  IEA Wind Task 36 Forecasting for Wind Energy
• 2021
  SCHEDULING THE CHARGE OF ELECTRIC VEHICLES INCLUDING REACTIVE POWER SUPPORT: APPLICATION TO A MEDIUM-VOLTAGE GRID DOI : 10.1049/icp.2021.1680
• 2021
  IEA Wind Task 36 – Forecast Improvements
• 2021
  Games and other News from IEA Wind Task 36 Forecasting for Wind Energy DOI : 10.1049/icp.2021.2605
• 2021
  Smart4RES: Next generation solutions for renewable energy forecasting and its applications with focus on wind power forecasting
• 2021
  Forecasting and Market Design Advances: Supporting an Increasing Share of Renewable Energy DOI : 10.1109/MPE.2021.3104132
• 2021
  Smart Charging, Vehicle-to-Grid, and Reactive Power Support from Electric Vehicles in Distribution Grids: A Performance Comparison DOI : 10.1109/ISGTEurope52324.2021.9639954
• 2020
  Probabilistic Forecasting of Regional Wind Power Generation for the EEM20 Competition: A Physics-oriented Machine Learning Approach DOI : 10.1109/EEM49802.2020.9221960
• 2020
  Short-term Forecasting of Photovoltaic Generation based on Conditioned Learning of Geopotential Fields DOI : 10.1109/UPEC49904.2020.9209858
• 2020
  Quantifying power system flexibility provision DOI : 10.1016/j.apenergy.2020.115852
• 2020
  A Novel Approach for Seamless Probabilistic Photovoltaic Power Forecasting Covering Multiple Time Frames DOI : 10.1109/TSG.2019.2951288
• 2020
  Joint optimization of building-envelope and heating-system retrofits at territory scale to enhance decision-aiding DOI : 10.1016/j.apenergy.2020.114639
• 2020
  Extreme quantiles dynamic line rating forecasts and application on network operation DOI : 10.3390/en13123090
• 2020
  Optimal Participation of Residential Aggregators in Energy and Local Flexibility Markets DOI : 10.1109/TSG.2019.2941687
• 2020
  Special Issue on Advanced Approaches and Applications for Electric Vehicle Charging Demand Management DOI : 10.1109/TIA.2020.3003567
• 2020
  Strategies for combined operation of PV/ storage systems integrated into electricity markets DOI : 10.1049/iet-rpg.2019.0375
• 2019
  Simulation of day-Ahead electricity market prices using a statistically calibrated structural model DOI : 10.1109/EEM.2019.8916273
• 2019
  Scenario generation of aggregated Wind, Photovoltaics and small Hydro production for power systems applications DOI : 10.1016/j.apenergy.2019.03.112
• 2019
  Optimal Dynamic Line Rating Forecasts Selection Based on Ampacity Probabilistic Forecasting and Network Operators' Risk Aversion DOI : 10.1109/TPWRS.2018.2889973
• 2019
  Overhead lines Dynamic Line rating based on probabilistic day-ahead forecasting and risk assessment DOI : 10.1016/j.ijepes.2019.03.043
• 2019
  Incorporating flexibility options into distribution grid reinforcement planning: A techno-economic framework approach DOI : 10.1016/j.apenergy.2019.113662
• 2019
  An Integrated Approach for Value-Oriented Energy Forecasting and Data-Driven Decision-Making Application to Renewable Energy Trading DOI : 10.1109/TSG.2019.2914379
• 2019
  Retrofitting a building stock: Modeling and optimization for decision aiding at territory scale DOI : 10.1088/1742-6596/1343/1/012029
• 2019
  Multi-temporal assessment of power system flexibility requirement DOI : 10.1016/j.apenergy.2019.01.198
• 2019
  Comparative analysis of adjustable robust optimization alternatives for the participation of aggregated residential prosumers in electricity markets DOI : 10.3390/en12061019
• 2019
  Modeling and forecasting electric vehicle consumption profiles DOI : 10.3390/en12071341
• 2019
  Probabilistic Models for Spatio-Temporal Photovoltaic Power Forecasting DOI : 10.1109/TSTE.2018.2847558
• 2018
  Robust optimization for day-ahead market participation of smart-home aggregators DOI : 10.1016/j.apenergy.2018.07.120
• 2018
  Robust day-ahead forecasting of household electricity demand and operational challenges DOI : 10.3390/en11123503
• 2018
  A stochastic optimal power flow for scheduling flexible resources in microgrids operation DOI : 10.1016/j.apenergy.2018.07.114
• 2018
  Optimal offer of automatic frequency restoration reserve from a combined PV/Wind Virtual Power Plant DOI : 10.1109/TPWRS.2018.2847239
• 2018
  Stochastic operation of home energy management systems including battery cycling DOI : 10.1016/j.apenergy.2018.04.130
• 2018
  Day-Ahead management of smart homes considering uncertainty and grid flexibilities DOI : 10.1049/cp.2018.1894
• 2018
  Short-Term Spatio-Temporal Forecasting of Photovoltaic Power Production DOI : 10.1109/TSTE.2017.2747765
• 2018
  Optimal sizing and placement of distribution grid connected battery systems through an SOCP optimal power flow algorithm DOI : 10.1016/j.apenergy.2017.09.008
• 2018
  An address-matching algorithm for household-scale databases to enhance electricity demand characterization DOI : 10.1049/cp.2018.1893
• 2018
  Storage sizing for grid connected hybrid wind and storage power plants taking into account forecast errors autocorrelation DOI : 10.1016/j.renene.2017.10.070
• 2018
  Understanding the Benefits of Dynamic Line Rating Under Multiple Sources of Uncertainty DOI : 10.1109/TPWRS.2017.2786470
• 2017
  Residential electrical and thermal storage optimisation in a market environment DOI : 10.1049/oap-cired.2017.1086
• 2017
  Fractal Grid - towards the future smart grid DOI : 10.1049/oap-cired.2017.1236
• 2017
  Long-term forecast of local electrical demand and evaluation of future impacts on the electricity distribution network DOI : 10.1049/oap-cired.2017.0743
• 2017
  Probabilistic day-ahead forecasting of household electricity demand DOI : 10.1049/oap-cired.2017.0625
• 2017
  Challenges, innovative architectures and control strategies for future networks: the Web-of-Cells, fractal grids and other concepts DOI : 10.1049/oap-cired.2017.1287
• 2017
  The role of predictability in the investment phase of wind farms DOI : 10.1016/B978-0-08-100504-0.00014-7
• 2017
  Wind power forecasting-a review of the state of the art DOI : 10.1016/B978-0-08-100504-0.00003-2
• 2017
  A generic GIS-based method for small Pumped Hydro Energy Storage (PHES) potential evaluation at large scale DOI : 10.1016/j.apenergy.2017.03.103
• 2017
  Optimal scheduling of storage devices in smart buildings including battery cycling DOI : 10.1109/PTC.2017.7981199
• 2017
  Renewable energy forecasting: From models to applications
• 2017
  Short-term forecast of automatic frequency restoration reserve from a renewable energy based virtual power plant DOI : 10.1109/ISGTEurope.2017.8260311
• 2017
  Towards improved understanding of the applicability of uncertainty forecasts in the electric power industry DOI : 10.3390/en10091402
• 2016
  An optimisation algorithm for matching large scale databases on customers for improved characterisation of electricity consumption
• 2016
  Wind power forecasting: IEA Wind Task 36 & future research issues DOI : 10.1088/1742-6596/753/3/032042
• 2016
  Dynamic line rating day-ahead forecasts - Cost benefit based selection of the optimal quantile DOI : 10.1049/cp.2016.0722
• 2016
  Multi-temporal optimal power flow for assessing the renewable generation hosting capacity of an active distribution system DOI : 10.1109/TDC.2016.7520043
• 2016
  Sensitivity analysis in the technical potential assessment of onshore wind and ground solar photovoltaic power resources at regional scale DOI : 10.1016/j.apenergy.2016.08.075
• 2015
  An edge model for the evaluation of wind power ramps characterization approaches DOI : 10.1002/we.1753
• 2015
  The "Weather intelligence for renewable energies" benchmarking exercise on short-term forecasting of wind and solar power generation DOI : 10.3390/en8099594
• 2014
  A robust investment strategy for generation capacity in an uncertain demand and renewable penetration environment DOI : 10.1109/EEM.2014.6861240
• 2014
  A novel approach for electric load curve holistic modelling and simulation
• 2014
  The Nice Grid project : Using distributed energy resources to reduce power demand through advanced network management
• 2014
  Fast dynamic programming with application to storage planning
• 2014
  An integrated approach for optimal coordination of wind power and hydro pumping storage DOI : 10.1002/we.1600
• 2013
  A novel methodology for comparison of different wind power ramp characterization approaches
• 2013
  The impact of available data history on the performance of photovoltaic generation forecasting models DOI : 10.1049/cp.2013.0971
• 2013
  The impact of electricity market schemes on predictability being a decision factor in the wind farm investment phase ewea 2013 conference proceedings
• 2013
  Microgrids control issues DOI : 10.1002/9781118720677.ch2
• 2013
  Pilot sites: Success stories and learnt lessons DOI : 10.1002/9781118720677.ch6
• 2013
  Impact of PV forecasts uncertainty in batteries management in microgrids DOI : 10.1109/PTC.2013.6652254
• 2013
  The value of schedule update frequency on distributed energy storage performance in renewable energy integration DOI : 10.1109/ISGTEurope.2013.6695299
• 2013
  Forecasting ramps of wind power production with numerical weather prediction ensembles DOI : 10.1002/we.526
• 2013
  Assessment of wind power predictability as a decision factor in the investment phase of wind farms DOI : 10.1016/j.apenergy.2012.06.064
• 2012
  A local energy management system for solar integration and improved security of supply: The Nice Grid project DOI : 10.1109/ISGTEurope.2012.6465667
• 2010
  Forecasting uncertainty related to ramps of wind power production
• 2010
  Safewind : Multi-scale data assimilation, advanced wind modelling & forecasting with emphasis to extreme weather situations
• 2010
  Anemos.Plus: Demonstration of new approaches for the optimal management of wind generation in power systems & markets
• 2010
  Wind power prediction risk indices based on numerical weather prediction ensembles
• 2010
  Resolution enhancement of input parameters in a demand side management model DOI : 10.1109/PMAPS.2010.5528403
• 2010
  Conditional prediction intervals of wind power generation DOI : 10.1109/TPWRS.2010.2045774
• 2009
  Strategies for wind power trading in sequential short-term electricity markets
• 2009
  Prediction of waves, wakes and offshore wind - The results of the POW'WOW project
• 2009
  Safe wind wind power forecasting for extreme situations
• 2009
  Risk-based strategies for wind/pumped-hydro coordination under electricity markets DOI : 10.1109/PTC.2009.5282276
• 2009
  Skill forecasting from ensemble predictions of wind power DOI : 10.1016/j.apenergy.2008.10.009
• 2008
  Improvements in wind speed forecasts for wind power prediction purposes using Kalman filtering DOI : 10.1016/j.jweia.2008.03.013
• 2008
  Uncertainty estimation of wind power forecasts comparison of probabilistic modelling approaches
• 2008
  Stochastic optimization techniques for the optimal combination of wind power generation and energy storage in a market environment
• 2008
  Advanced strategies for wind power trading in short-term electricity markets
• 2008
  Data mining for wind power forecasting
• 2008
  Best practice in the use of short-term forecasting - Results from 2 workshops organised by the pow'wow project
• 2008
  Workshops and virtual laboratories of the POW'WOW project
• 2008
  A spot-risk-based approach for addressing problems of decision-making under uncertainty
• 2007
  A stochastic dynamic programming model for optimal use of local energy resources in a market environment DOI : 10.1109/PCT.2007.4538359
• 2007
  POW'WOW virtual laboratory for wind power forecasting - ViLab.
• 2007
  ViLab: A virtual laboratory for collaborative research on wind power forecasting DOI : 10.1260/030952407781494458
• 2007
  Best practice in short-term forecasting. A users guide
• 2007
  Non-parametric probabilistic forecasts of wind power: Required properties and evaluation DOI : 10.1002/we.230
• 2007
  Probabilistic short-term wind power forecasting based on kernel density estimators
• 2007
  ANEMOS advanced wind power forecasting. Operational challenges and on-line performance
• 2007
  Trading wind generation from short-term probabilistic forecasts of wind power DOI : 10.1109/TPWRS.2007.901117
• 2007
  Probabilistic short-term wind power forecasting for the optimal management of wind generation DOI : 10.1109/PCT.2007.4538398
• 2007
  Skill forecasting from different wind power ensemble prediction methods DOI : 10.1088/1742-6596/75/1/012046
• 2006
  Microgrids - Large scale integration of microgeneration to low voltage grids
• 2006
  Next generation short-term forecasting of wind power - Overview of the ANEMOS project
• 2006
  On the quality and value of probabilistic forecasts of wind generation DOI : 10.1109/PMAPS.2006.360290
• 2006
  POW'WOW: A coordination action on the prediction of waves, wakes and offshore wind
• 2006
  Short-term forecasting of offshore wind farm production - Developments of the anemos project
• 2006
  Evaluation of advanced wind power forecasting models - Results of the anemos project
• 2006
  Next generation forecasting tools for the optimal management of wind generation DOI : 10.1109/PMAPS.2006.360238
• 2006
  Reference wind farm selection for regional wind power prediction models
• 2006
  Short-term wind power forecasting using advanced statistical methods
• 2006
  The anemos wind power forecasting platform technology - Techniques and experiences
• 2006
  Properties of quantile and interval forecasts of wind generation and their evaluation
• 2005
  Dynamic modeling of MicroGrids DOI : 10.1109/fps.2005.204227
• 2005
  Standardizing the performance evaluation of short-term wind power prediction models DOI : 10.1260/030952405776234599
• 2005
  Management of microgrids in market environment DOI : 10.1109/fps.2005.204225
• 2004
  Uncertainty of short-term wind power forecasts - A methodology for on-line assessment
• 2004
  On-line assessment of prediction risk for wind power production forecasts DOI : 10.1002/we.114
• 2003
  Wind power forecasting using fuzzy neural networks enhanced with on-line prediction risk assessment DOI : 10.1109/PTC.2003.1304289
• 2002
  Energy management and control of island power systems with increased penetration from renewable sources DOI : 10.1109/PESW.2002.985008
• 2001
  Preliminary results from the MORE advanced control advice project for secure operation of isolated power systems with increased renewable energy penetration and storage DOI : 10.1109/PTC.2001.964855
• 2000
  Operation and control of island systems - The Crete case DOI : 10.1109/PESW.2000.850084
• 1999
  Load and wind power forecasting methods for the optimal management of isolated power systems with high wind penetration
• 1999
  Dynamic modelling of autonomous power systems including renewable power sources par; [Modélisation dynamique des systèmes électriques insulaires incluant des énergies renouvelables : Hydraulique et éolienne] DOI : 10.1051/lhb/1999003
• 1999
  The 'CARE' system overview: Advanced control advice for power systems with large-scale integration of renewable energy sources
• 1997
  An advanced control system for the optimal operation and management of medium size power systems with a large penetration from renewable power sources DOI : 10.1016/S0960-1481(97)00028-1
• 1996
  Development and implementation of an advanced control system for autonomous power systems including renewable power sources
• 1996
  Wind power forecasting using advanced neural networks models DOI : 10.1109/60.556376
• 1995
  A general simulation algorithm for the accurate assessment of isolated diesel-wind turbines systems interaction. Part II: Implementation of the algorithm and case-studies with induction generators. DOI : 10.1109/60.464886
• 1995
  A general simulation algorithm for the accurate assessment of ISOLATED Diesel - Wind Turbines Systems Interaction. Part I: A General Multimachine Power System Model. DOI : 10.1109/60.464885
• 1994
  New expert system based control tool for power systems with large integration of PVs & wind power plants

PhD supervision

• 2025 Machine learning methods leveraging big data for very short-term forecasting under real-world conditions of renewable production LIGNEREUX Valentin
• 2025 Development of AI-based prescriptive analytics methods for optimizing energy systems LE STANC Stevan
• 2025 Quantum machine learning and computational algorithms for optimizing low-carbon energy systems GIANCOLI Corrado
• 2024 Towards a seamless generic approach to local-scale forecasting of renewable production using multiple data sources MÁRQUEZ ALVAREZ Victor Manuel
• 2024 Towards a generic AI-based approach for local-scale energy consumption forecasting in the context of smart grids CHIBOUT Erwan
• 2022 Data-sharing methods that respect privacy and confidentiality constraints for optimizing multi-stakeholder energy systems STIPPEL Lukas
• 2021 Optimization of the potential for energy demand flexibility in the industrial sector LEDUR Sylvain
• 2021 Advanced methods for improving the interpretability of AI tools with applications in the energy sector PARGINOS Konstantinos
• 2021 Development of a Method for Evaluating the Energy Potential for Wind Farm Renewal Projects MAZOYER Paul
• 2021 Distributed Stochastic Optimization for Managing Complex Virtual Power Plants: Valuing the Flexibility of a Run-of-River Hydropower Chain for Renewable Energy Integration SANTOSUOSSO Luca
• 2020 Optimization methods for electric vehicle charging scheduling and charging infrastructure planning MUKHERJEE Biswarup
• 2020 Towards the paradigm of prescriptive analytics for energy forecasting and power system optimization STRATIGAKOS Akylas
• 2019 Management and control of hybrid hydroelectric power plants with electrochemical energy storage systems for future power grids CASSANO Stefano
• 2018 Optimization of Multi-source Data Integration in Short-term Photovoltaic Production Forecasting Models BELLINGUER Kevin
• 2018 Techno-economic optimization of the flexibility mix of an electrical system HEGGARTY Thomas
• 2018 Modeling the evolution of electricity prices in a context of high penetration of renewable energies MAHLER Valentin
• 2017 Advanced modeling of electrochemical energy storage systems for managing aging/replacement and optimizing technical-economic strategies for solicitation. VAZQUEZ RODRIGUEZ Alberto
• 2017 Development of a multi-scale modeling approach for managing future power grids. BAILLY Pacco
• 2016 Development of a multi-scale modeling approach for managing future power grids. MURATORE Giovanni
• 2016 Optimization of the flexibilities of "prosumers" in the context of electricity markets CORREA FLOREZ Carlos Adrian
• 2016 Forecasting and optimization of system service supply using renewable energies CAMAL Simon
• 2016 Forecasting and valuation of photovoltaic production using data-driven methods. CARRIERE Thomas
• 2016 Towards an integrated approach to supporting territorial energy planning - application to the energy renovation of buildings ROGEAU Antoine
• 2015 Optimization of the planning and operation of the distribution network in the context of high penetration of renewable energies GROVER-SILVA Etta
• 2015 Short-term forecast of electricity demand for smart homes and distribution networks GEROSSIER Alexis