Valeriy Vyatkin
Professori
Professori
T410 Dept. Electrical Engineering and Automation
Full researcher profile
https://research.aalto.fi/...
Research groups
- Information Technologies in Industrial Automation
Publications
Application of reinforcement learning for energy consumption optimization of district heating system
Jifei Deng, Miro Eklund, Seppo Sierla, Jouni Savolainen, Hannu Niemistö, Tommi Karhela, Valeriy Vyatkin
2023
2023 IEEE 32nd International Symposium on Industrial Electronics (ISIE)
Mass customization with reinforcement learning: Automatic reconfiguration of a production line
Jifei Deng, Seppo Sierla, Jie Sun, Valeriy Vyatkin
2023
Applied Soft Computing
Offline reinforcement learning for industrial process control: a case study from steel industry
Jifei Deng, Seppo Sierla, Jie Sun, Valeriy Vyatkin
2023
Information Sciences (Elsevier)
Automatic Generation of Data centre Digital Twins for Virtual Commissioning of their Automation Systems
Nikolai Galkin, Michail Ruchkin, Valeriy Vyatkin, Chen Wei Yang, Viktor Dubinin
2023
IEEE Access
Mechatronic Swarm and its Virtual Commissioning
Tuojian Lyu, Andrei Lashchev, Sandeep Patil, Udayanto Dwi Atmojo, Valeriy Vyatkin
2023
Proceedings - 2023 IEEE International Conference on Mechatronics, ICM 2023
Bidding a Battery on Electricity Markets and Minimizing Battery Aging Costs: A Reinforcement Learning Approach
Harri Aaltonen, Seppo Sierla, Ville Kyrki, Mahdi Pourakbari‐kasmaei, Valeriy Vyatkin
2022
Energies
A Methodology for Generating a Digital Twin for Process Industry: A Case Study of a Fiber Processing Pilot Plant
Mohammad Azangoo, Lotta Sorsamaki, Seppo A. Sierla, Teemu Matasniemi, Miia Rantala, Kari Rainio, Valeriy Vyatkin
2022
IEEE Access
Reinforcement learning approach to implementation of individual controllers in data centre control system
Yulia Berezovskaya, Chen Wei Yang, Valeriy Vyatkin
2022
2022 IEEE 20th International Conference on Industrial Informatics, INDIN 2022
Imbalanced multiclass classification with active learning in strip rolling process
Jifei Deng, Jie Sun, Wen Peng, Dianhua Zhang, Valeriy Vyatkin
2022
KNOWLEDGE-BASED SYSTEMS
Reinforcement learning for industrial process control
Jifei Deng, Seppo Sierla, Jie Sun, Valeriy Vyatkin
2022
Computers in Industry