| An overview of machine learning applications for smart buildings K Alanne, S Sierla Sustainable Cities and Society 76, 103445, 2022 | 222 | 2022 |
| Adapting an agile manufacturing concept to the reference architecture model industry 4.0: A survey and case study M Yli-Ojanperä, S Sierla, N Papakonstantinou, V Vyatkin Journal of industrial information integration 15, 147-160, 2019 | 192 | 2019 |
| Automatic generation of a simulation-based digital twin of an industrial process plant GS Martinez, S Sierla, T Karhela, V Vyatkin IECON 2018-44th Annual Conference of the IEEE Industrial Electronics Society …, 2018 | 148 | 2018 |
| Automatic assembly planning based on digital product descriptions S Sierla, V Kyrki, P Aarnio, V Vyatkin Computers in Industry 97, 34-46, 2018 | 108 | 2018 |
| Early integration of safety to the mechatronic system design process by the functional failure identification and propagation framework S Sierla, I Tumer, N Papakonstantinou, K Koskinen, D Jensen Mechatronics 22 (2), 137-151, 2012 | 104 | 2012 |
| Toward intelligent industrial informatics: A review of current developments and future directions of artificial intelligence in industrial applications D De Silva, S Sierla, D Alahakoon, E Osipov, X Yu, V Vyatkin IEEE Industrial Electronics Magazine 14 (2), 57-72, 2020 | 81 | 2020 |
| Roadmap to semi-automatic generation of digital twins for brownfield process plants S Sierla, M Azangoo, K Rainio, N Papakonstantinou, A Fay, P Honkamaa, ... Journal of Industrial Information Integration 27, 100282, 2022 | 67 | 2022 |
| An Artificial Intelligence framework for bidding optimization with uncertainty in multiple frequency reserve markets T Kempitiya, S Sierla, D De Silva, M Yli-Ojanperä, D Alahakoon, V Vyatkin Applied energy 280, 115918, 2020 | 61 | 2020 |
| From DevOps to MLOps: Overview and application to electricity market forecasting R Subramanya, S Sierla, V Vyatkin Applied Sciences 12 (19), 9851, 2022 | 59 | 2022 |
| Reinforcement learning for industrial process control: A case study in flatness control in steel industry J Deng, S Sierla, J Sun, V Vyatkin Computers in Industry 143, 103748, 2022 | 58 | 2022 |
| Automated fault location and isolation in distribution grids with distributed control and unreliable communication N Kashyap, CW Yang, S Sierla, PG Flikkema IEEE Transactions on Industrial Electronics 62 (4), 2612-2619, 2014 | 56 | 2014 |
| Common cause failure analysis of cyber–physical systems situated in constructed environments S Sierla, BM O’Halloran, T Karhela, N Papakonstantinou, IY Tumer Research in Engineering Design 24, 375-394, 2013 | 52 | 2013 |
| A taxonomy of machine learning applications for virtual power plants and home/building energy management systems S Sierla, M Pourakbari-Kasmaei, V Vyatkin Automation in Construction 136, 104174, 2022 | 50 | 2022 |
| A migration path to IEC 61499 for the batch process industry J Peltola, J Christensen, S Sierla, K Koskinen 2007 5th ieee international conference on industrial informatics 2, 811-816, 2007 | 46 | 2007 |
| Tutorial: Road lighting for efficient and safe traffic environments E Tetri, S Bozorg Chenani, RS Räsänen, H Baumgartner, M Vaaja, ... Leukos 13 (4), 223-241, 2017 | 45 | 2017 |
| Automatic generation of a high-fidelity dynamic thermal-hydraulic process simulation model from a 3D plant model GS Martínez, SA Sierla, TA Karhela, J Lappalainen, V Vyatkin IEEE Access 6, 45217-45232, 2018 | 43 | 2018 |
| Energy efficient traffic-based street lighting automation E Nefedov, M Maksimainen, S Sierla, P Flikkema, CW Yang, I Kosonen, ... 2014 IEEE 23rd International Symposium on Industrial Electronics (ISIE …, 2014 | 37 | 2014 |
| Integrating 2D and 3D digital plant information towards automatic generation of digital twins S Sierla, M Azangoo, A Fay, V Vyatkin, N Papakonstantinou 2020 IEEE 29th international symposium on industrial electronics (ISIE), 460-467, 2020 | 36 | 2020 |
| Internet of energy approach for sustainable use of electric vehicles as energy storage of prosumer buildings E Nefedov, S Sierla, V Vyatkin Energies 11 (8), 2165, 2018 | 36 | 2018 |
| A review of reinforcement learning applications to control of heating, ventilation and air conditioning systems S Sierla, H Ihasalo, V Vyatkin Energies 15 (10), 3526, 2022 | 34 | 2022 |
