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Akylas Stratigakos

PhD candidate
18
Documents
Current affiliations
  • 214579
  • 301492
Researcher identifiers
Contact

Presentation

Hi, welcome to my profile! I am a PhD candidate at [Center PERSEE](https://www.persee.minesparis.psl.eu/Accueil/Presentation/), Mines Paris, PSL University, working on energy analytics to improve decision-making in power systems. I work on the intersection of machine learning, forecasting, and optimization, to enable power systems to cope with the uncertainty introduced by the large-scale penetration of renewable energy sources. I enjoy participating in data science challenges, mostly related to energy forecasting. If you want to collaborate, feel free to contact me!

Research domains

Engineering Sciences [physics] Machine Learning [stat.ML] Optimization and Control [math.OC]

Skills

time series forecasting optimization prescriptive analytics

Publications

Resilient Feature-driven Trading of Renewable Energy with Missing Data

Matias Kühnau , Akylas Stratigakos , Simon Camal , Samuel Chevalier , Georges Kariniotakis
IEEE PES ISGT Europe 2023, IEEE Power & Energy Society (PES), Université Grenoble Alpes,, Oct 2023, Grenoble, France
Conference papers hal-04210488v1

Making Energy Forecasting Resilient to Missing Features: a Robust Optimization Approach

Akylas Stratigakos , Panagiotis Andrianesis , Andrea Michiorri , Georges Kariniotakis
42nd International Symposium on Forecasting, Jul 2022, Oxford, United Kingdom
Conference papers hal-03718668v1
Image document

End-to-end Learning for Hierarchical Forecasting of Renewable Energy Production with Missing Values

Akylas Stratigakos , Dennis van Der Meer , Simon Camal , Georges Kariniotakis
17th International Conference on Probabilistic Methods Applied to Power Systems, PMAPS 2022, Jun 2022, Manchester - Online, United Kingdom. ⟨10.1109/PMAPS53380.2022.9810610⟩
Conference papers hal-03527644v3

Prescriptive Trees for Integrated Forecasting and Optimization Applied in Trading of Renewable Energy

Akylas Stratigakos , Simon Camal , Andrea Michiorri , Georges Kariniotakis
17th International Conference on Probabilistic Methods Applied to Power Systems, PMAPS 2022, Jun 2022, Manchester - Online, United Kingdom
Conference papers hal-03718662v1

Highlight results of the Smart4RES project on weather modelling and forecasting dedicated to renewable energy applications

Georges Kariniotakis , Simon Camal , Dennis van Der Meer , Akylas Stratigakos , Gregor Giebel
EGU General Assembly 2022, May 2022, Vienna, Austria. pp.EGU22-12923, ⟨10.5194/egusphere-egu22-12923⟩
Conference papers hal-03620444v1
Image document

A Value-Oriented Price Forecasting Approach to Optimize Trading of Renewable Generation

Akylas Stratigakos , Andrea Michiorri , Georges Kariniotakis
2021 IEEE Madrid PowerTech, IEEE, Jun 2021, Madrid, Spain
Conference papers hal-03208575v1

Short-term trading of wind energy production using data-driven prescriptive optimization

Akylas Stratigakos , S Camal , T Blondel , Georges Kariniotakis
Wind Energy Science Conference, May 2021, Hannover, Germany
Conference papers hal-03238445v1
Image document

A robust fix-and-optimize matheuristic for timetabling problems with uncertain renewable energy production

Akylas Stratigakos
IEEE Symposium Series on Computational Intelligence 2021, IEEE, Dec 2021, Orlando, United States
Conference papers hal-03449920v1