publications

2023

1. 

   ”BD-4-DER” Large-Scale Pilots: Optimising the Management of Assets (DERs – Distributed Energy Resources) Connected to the Grid

   Aleksei Mashlakov, Syrine Ben Aziza, Elena Lazovik, and 1 more author

   2023

   Bib PDF

   @article{mashlakov2023lsp5,
     title = {”BD-4-DER” Large-Scale Pilots: Optimising the Management of Assets (DERs – Distributed Energy Resources) Connected to the Grid},
     author = {Mashlakov, Aleksei and Ben Aziza, Syrine and Lazovik, Elena and Gokhale, Gargya},
     year = {2023},
     publisher = {BD4NRG},
   }

2. 

   Report detailing the flexibility market framework and specific product design details

   Aleksei Mashlakov

   2023

   Bib PDF

   @article{mashlakov2023flexibilitymarket,
     title = {Report detailing the flexibility market framework and specific product design details},
     author = {Mashlakov, Aleksei},
     year = {2023},
     publisher = {MAESHA},
   }

2021

1. 

   Flexibility aggregation of local energy systems—interconnecting, forecasting, and scheduling

   Aleksei Mashlakov

   2021

   Bib PDF Slides

   @article{mashlakov2021flexibility,
     title = {Flexibility aggregation of local energy systems—interconnecting, forecasting, and scheduling},
     author = {Mashlakov, Aleksei},
     year = {2021},
     publisher = {Lappeenranta-Lahti University of Technology LUT},
   }

2. 

   Assessing the performance of deep learning models for multivariate probabilistic energy forecasting

   Aleksei Mashlakov, Toni Kuronen, Lasse Lensu, and 2 more authors

   Applied Energy, 2021

   Bib PDF

   @article{mashlakov2021assessing,
     title = {Assessing the performance of deep learning models for multivariate probabilistic energy forecasting},
     author = {Mashlakov, Aleksei and Kuronen, Toni and Lensu, Lasse and Kaarna, Arto and Honkapuro, Samuli},
     journal = {Applied Energy},
     volume = {285},
     pages = {116405},
     year = {2021},
     publisher = {Elsevier},
   }

3. 

   Decentralized cooperative scheduling of prosumer flexibility under forecast uncertainties

   Aleksei Mashlakov, Evangelos Pournaras, Pedro HJ Nardelli, and 1 more author

   Applied Energy, 2021

   Bib PDF

   @article{mashlakov2021decentralized,
     title = {Decentralized cooperative scheduling of prosumer flexibility under forecast uncertainties},
     author = {Mashlakov, Aleksei and Pournaras, Evangelos and Nardelli, Pedro HJ and Honkapuro, Samuli},
     journal = {Applied Energy},
     volume = {290},
     pages = {116706},
     year = {2021},
     publisher = {Elsevier},
   }

4. 

   Weather-driven predictive control of a battery storage for improved microgrid resilience

   Daniel Gutierrez-Rojas, Aleksei Mashlakov, Christina Brester, and 5 more authors

   IEEE Access, 2021

   Bib PDF

   @article{gutierrez2021weather,
     title = {Weather-driven predictive control of a battery storage for improved microgrid resilience},
     author = {Gutierrez-Rojas, Daniel and Mashlakov, Aleksei and Brester, Christina and Niska, Harri and Kolehmainen, Mikko and Narayanan, Arun and Honkapuro, Samuli and Nardelli, Pedro HJ},
     journal = {IEEE Access},
     volume = {9},
     pages = {163108--163121},
     year = {2021},
     publisher = {IEEE},
   }

2019

1. 

   Probabilistic forecasting of battery energy storage state-of-charge under primary frequency control

   Aleksei Mashlakov, Lasse Lensu, Arto Kaarna, and 2 more authors

   IEEE Journal on Selected Areas in Communications, 2019

   Bib PDF

   @article{mashlakov2019probabilistic,
     title = {Probabilistic forecasting of battery energy storage state-of-charge under primary frequency control},
     author = {Mashlakov, Aleksei and Lensu, Lasse and Kaarna, Arto and Tikka, Ville and Honkapuro, Samuli},
     journal = {IEEE Journal on Selected Areas in Communications},
     volume = {38},
     number = {1},
     pages = {96--109},
     year = {2019},
     publisher = {IEEE},
   }

2. Integrated business platform of distributed energy resources–Case Finland

   Ville Tikka, Aleksei Mashlakov, Anna Kulmala, and 6 more authors

   Energy Procedia, 2019

   Bib PDF

   @article{tikka2019integrated,
     title = {Integrated business platform of distributed energy resources--Case Finland},
     author = {Tikka, Ville and Mashlakov, Aleksei and Kulmala, Anna and Repo, Sami and Aro, Matti and Keski-Koukkari, Antti and Honkapuro, Samuli and J{\"a}rventausta, Pertti and Partanen, Jarmo},
     journal = {Energy Procedia},
     volume = {158},
     pages = {6637--6644},
     year = {2019},
     publisher = {Elsevier},
   }

3. Hyper-parameter optimization of multi-attention recurrent neural network for battery state-of-charge forecasting

   Aleksei Mashlakov, Ville Tikka, Lasse Lensu, and 2 more authors

   In Progress in Artificial Intelligence: 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Vila Real, Portugal, September 3–6, 2019, Proceedings, Part I 19, 2019

   Bib

   @inproceedings{mashlakov2019hyper,
     title = {Hyper-parameter optimization of multi-attention recurrent neural network for battery state-of-charge forecasting},
     author = {Mashlakov, Aleksei and Tikka, Ville and Lensu, Lasse and Romanenko, Aleksei and Honkapuro, Samuli},
     booktitle = {Progress in Artificial Intelligence: 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Vila Real, Portugal, September 3--6, 2019, Proceedings, Part I 19},
     pages = {482--494},
     year = {2019},
     organization = {Springer}
   }

4. Uniform Web of Things based access to distributed energy resources via metadata registry

   Aleksei Mashlakov, Antti Keski-Koukkari, Ville Tikka, and 5 more authors

   2019

2018

1. Use case description of real-time control of microgrid flexibility

   Aleksei Mashlakov, Ville Tikka, Samuli Honkapuro, and 7 more authors

   In 2018 15th International Conference on the European Energy Market (EEM), 2018

   Bib

   @inproceedings{mashlakov2018use,
     title = {Use case description of real-time control of microgrid flexibility},
     author = {Mashlakov, Aleksei and Tikka, Ville and Honkapuro, Samuli and Partanen, Jarmo and Repo, Sami and Kulmala, Anna and Abdurafikov, Rinat and Keski-Koukkari, Antti and Aro, Matti and J{\"a}rventausta, Pertti},
     booktitle = {2018 15th International Conference on the European Energy Market (EEM)},
     pages = {1--5},
     year = {2018},
     organization = {IEEE}
   }

2. Sgam use case definition of an information exchange architecture

   Aleksei Mashlakov, Ville Tikka, Samuli Honkapuro, and 6 more authors

   2018

   Bib

   @article{mashlakov2018sgam,
     title = {Sgam use case definition of an information exchange architecture},
     author = {Mashlakov, Aleksei and Tikka, Ville and Honkapuro, Samuli and Lehtim{\"a}ki, Pyry and Repo, Sami and Keski-Koukkari, Antti and Aro, Matti and Abdurafikov, Rinat and Kulmala, Anna},
     year = {2018},
     publisher = {AIM}
   }