Valeriy Vyatkin
Professori
Professori
T410 Dept. Electrical Engineering and Automation
Full researcher profile
https://research.aalto.fi/...
Email
[email protected]
Phone number
+358505780001
Research groups
- Information Technologies in Industrial Automation
Publications
Residual-Enhanced Physics-Guided Machine Learning With Hard Constraints for Subsurface Flow in Reservoir Engineering
Haibo Cheng, Yunpeng He, Peng Zeng, Valeriy Vyatkin
2024
IEEE Transactions on Geoscience and Remote Sensing
Toolset Development for Modelling Sympathetic Phenomenon and its Detection by a Neural Network
Nikolai Galkin, Chen Wei Yang, Nicholas Etherden, Math Bollen, Valeriy Vyatkin, Yiming Wu
2024
2023 IEEE 2nd Industrial Electronics Society Annual On-Line Conference, ONCON 2023
Towards the Automatic Transformation of the SIMULINK Model into an FPGA-in-Loop System and its Real-Time Simulation
Nikolai Galkin, Chen Wei Yang, Valeriy Vyatkin
2024
IEEE Access
Debugging approach for IEC 61499 control applications in FBME
Daniil Akifev, Tatiana Liakh, Polina Ovsiannikova, Radimir Sorokin, Valeriy Vyatkin
2023
2023 IEEE 32nd International Symposium on Industrial Electronics, ISIE 2023 - Proceedings
Application of Deep Learning Method to Estimate Bottomhole Pressure Dynamics of Oil Wells
Haibo Cheng, Shichao Li, Peng Zeng, Valeriy Vyatkin
2023
2023 IEEE 32nd International Symposium on Industrial Electronics, ISIE 2023 - Proceedings
Deep Learning-Based Prediction of Subsurface Oil Reservoir Pressure Using Spatio-Temporal Data
Haibo Cheng, Yunpeng He, Peng Zeng, Shichao Li, Valeriy Vyatkin
2023
IECON 2023 - 49th Annual Conference of the IEEE Industrial Electronics Society
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)
Deep reinforcement learning for fuel cost optimization in district heating
Jifei Deng, Miro Eklund, Seppo Sierla, Jouni Savolainen, Hannu Niemistö, Tommi Karhela, Valeriy Vyatkin
2023
Sustainable Cities and Society
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)