Research output per year
Research output per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Doctoral degree, Engineering and Technology, Helsinki University of Technology
Award Date: 17 Dec 2007
Master's degree, Engineering and Technology, Helsinki University of Technology
Award Date: 10 Jun 2003
Fingerprint
Dive into the research topics where Seppo Sierla is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Application of reinforcement learning for energy consumption optimization of district heating system
Deng, J., Eklund, M., Sierla, S., Savolainen, J., Niemistö, H., Karhela, T. & Vyatkin, V., 31 Aug 2023, 2023 IEEE 32nd International Symposium on Industrial Electronics (ISIE). IEEE, 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
Artificial Intelligence for Electric Vehicle Infrastructure: Demand Profiling, Data Augmentation, Demand Forecasting, Demand Explainability and Charge Optimisation
Sumanasena, V., Gunasekara, L., Kahawala, S., Mills, N., De Silva, D., Jalili, M., Sierla, S. & Jennings, A., Mar 2023, In: Energies. 16, 5, 18 p., 2245.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile23 Downloads (Pure) -
Deep reinforcement learning for fuel cost optimization in district heating
Deng, J., Eklund, M., Sierla, S., Savolainen, J., Niemistö, H., Karhela, T. & Vyatkin, V., Dec 2023, In: Sustainable Cities and Society. 99, 10 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Mass customization with reinforcement learning: Automatic reconfiguration of a production line
Deng, J., Sierla, S., Sun, J. & Vyatkin, V., Sept 2023, In: Applied Soft Computing. 145, 11 p., 110547.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile5 Downloads (Pure) -
Offline reinforcement learning for industrial process control: a case study from steel industry
Deng, J., Sierla, S., Sun, J. & Vyatkin, V., Jun 2023, In: Information Sciences (Elsevier). 632, p. 221-231 11 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile1 Citation (Scopus)21 Downloads (Pure)
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Meyer Veturi Sierla: Kumppanuusmalli - INDECS Meyer Veturi Sierla
Sierla, S., Aaltonen, H., Karhela, T. & Häkkinen, L.
01/01/2023 → 31/12/2025
Project: Business Finland: Strategic centres for science, technology and innovation (SHOK)
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Multi-Energy VPP: Adaptive Multi-Energy Virtual Power Plant for a Complex of Buildings
Sierla, S., Aaltonen, H., Lyu, T., Karhula, N., Deng, J., Subramanya, R. & Ruokojoki, O.
01/09/2022 → 31/08/2026
Project: Academy of Finland: Other research funding
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-: Smart Grid 2.0/Vyatkin
Vyatkin, V., Sierla, S., Karhula, N., Lukkarinen, J., Ovsiannikova, P., Suojärvi, L., Pitkenin, A. & Häkkinen, M.
01/09/2022 → 30/09/2024
Project: Business Finland: Strategic centres for science, technology and innovation (SHOK)
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R2B BatteryMonetizer: R2B BatteryMonetizer
Sierla, S., Räisänen, P., Hölttä, T., Subramanya, R., Hosaagrahara Srinivas, N. & Ruokojoki, O.
01/06/2022 → 31/12/2023
Project: Business Finland: New business from research ideas (TUTLI)
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Take off 2 19388-A2002
Vyatkin, V., Azangoo, M., Jhunjhunwala, P., Sierla, S. & Lyu, T.
01/01/2020 → 31/12/2020
Project: EU: EIT
Prizes
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Recognition award for "Automation 1" course
Sierla, Seppo (Recipient), 2016
Prize: Award or honor granted for a specific work
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Recognition award for the School of Electrical Engineering Bachelor Program for the academic year 2017-2018
Sierla, Seppo (Recipient), 4 Oct 2018
Prize: Award or honor granted for a specific work
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Recognition award for the School of Electrical Engineering Bachelor Program for the academic year 2018-2019
Sierla, Seppo (Recipient), 2019
Prize: Award or honor granted for a specific work
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Recognition award for the School of Electrical Engineering Bachelor Program for the academic year 2019-2020
Sierla, Seppo (Recipient), 2020
Prize: Award or honor granted for a specific work
Activities
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IEEE International Symposium on Information Theory
Seppo Sierla (Member)
26 Jun 2022 → 1 Jul 2022Activity: Participating in or organising an event types › Membership of a scientific or program committee of a conference or seminar
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IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING
Seppo Sierla (Member)
21 Sept 2020 → 24 Sept 2020Activity: Participating in or organising an event types › Membership of an organizing committee or other positions of trust of a conference or a seminar
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IEEE International Conference on Emerging Technologies and Factory Automation
Seppo Sierla (Member)
13 Feb 2016 → 9 Sept 2016Activity: Participating in or organising an event types › Membership of a scientific or program committee of a conference or seminar
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Chen-Wei Yang
Seppo Sierla (Host)
1 Jan 2015Activity: Hosting a visitor types › Hosting an academic visitor
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IEEE Industrial Electronics Society TC Industrial Informatics (External organisation)
Seppo Sierla (Member)
2015 → …Activity: Memberships (typically long-term positions of trust) › Regular membership of a society or network
Press/Media
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Study Findings from Aalto University Provide New Insights into Technology (Offline Reinforcement Learning for Industrial Process Control: a Case From Steel)
Seppo Sierla, Valeriy Vyatkin & Jifei Deng
02/06/2023
1 item of Media coverage
Press/Media: Media appearance
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Study Data from Aalto University Provide New Insights into Mathematics (Reinforcement Learning for Industrial Process Control: a Case Study In Flatness Control In Steel Industry)
Seppo Sierla, Valeriy Vyatkin & Jifei Deng
07/12/2022
1 item of Media coverage
Press/Media: Media appearance
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Aalto University Researchers Add New Study Findings to Research in Energy (A Simulation Environment for Training a Reinforcement Learning Agent Trading a Battery Storage)
Seppo Sierla, Harri Aaltonen & Valeriy Vyatkin
24/09/2021
1 item of Media coverage
Press/Media: Media appearance