Research output per year
Research output per year
Research output
Search results
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2025
Physics-informed machine learning surrogate models: Enhancing data-driven forecasting for digital twins in mineral processing
Seppi, M., Linnosmaa, J. & Zeb, A., 1 Sept 2025, In: Minerals Engineering. 230, 109424.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
2024
Developing deep learning surrogate models for digital twins in mineral processing – A case study on data-driven multivariate multistep forecasting
Zeb, A., Linnosmaa, J., Seppi, M. & Saarela, O., 15 Sept 2024, In: Minerals Engineering. 216, 108867.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile7 Citations (Scopus)96 Downloads (Pure) -
2023
Transformers for cardiac patient mortality risk prediction from heterogeneous electronic health records
Antikainen, E., Linnosmaa, J., Umer, A., Oksala, N., Eskola, M., van Gils, M., Hernesniemi, J. & Gabbouj, M., Dec 2023, In: Scientific Reports. 13, 1, p. 3517 1 p., 3517.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile17 Citations (Scopus)59 Downloads (Pure) -
2022
Hybrid ontology for safety, security, and dependability risk assessments and Security Threat Analysis (STA) method for industrial control systems
Alanen, J., Linnosmaa, J., Malm, T., Papakonstantinou, N., Ahonen, T., Heikkilä, E. & Tiusanen, R., Apr 2022, In: Reliability Engineering and System Safety. 220, 20 p., 108270.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access56 Citations (Scopus) -
2021
A Zero Trust Hybrid Security and Safety Risk Analysis Method
Papakonstantinou, N., Van Bossuyt, D. L., Linnosmaa, J., Hale, B. & O’Halloran, B., Oct 2021, In: Journal of Computing and Information Science in Engineering. 21, 5, 10 p., 050907.Research output: Contribution to journal › Article › Scientific › peer-review
31 Citations (Scopus)