Satu Tamminen

Satu Tamminen

D.Sc.(Tech.)

Postdoctoral Researcher
Industrial Data Mining

Research interests

  • Data Mining
  • Machine Learning
  • Intelligent Decision Support
  • Smart Manufacturing

Teaching

521156S Towards Data mining

Research groups

  • Postdoctoral researcher, Biomimetics and Intelligent Systems (BISG)

Selected publications

  • Tamminen, Satu; Tiensuu, Henna; Ferreira, Eija; Helaakoski, Heli; Kyllönen, Vesa; Jokisaari, Juha; Puukko, Esa (2018) From measurements to knowledge - Online quality monitoring and smart manufacturing. (Artikkeli tieteellisessä konferenssijulkaisussa). - Advances in Data Mining. Applications and Theoretical Aspects 18th Industrial Conference, ICDM 2018, New York, NY, USA, July 11-12, 2018, Proceedings. Perner P.. Lecture Notes in Computer Science 10933, Springer Verlag. 17-28. [Original]
  • Tamminen S, Liu X, Tiensuu H, Ferreira E, Puukko E and Röning J (2018) AI Enhanced Alarm Presentation for Quality Monitoring. (Artikkeli tieteellisessä konferenssijulkaisussa). - Proc. IEEE Conference on Smart Data. IEEE Conference Proceedings. 834-839
  • Tamminen S.; Ferreira E.; Tiensuu H.; Helaakoski H.; Kyllönen V.; Jokisaari J.; Puukko E.; Röning J. (2018) An online quality monitoring tool for information acquisition and sharing in manufacturing: requirements and solutions for the steel industry. - International Journal of Industrial and Systems Engineering accepted, accepted
  • Liu, Xiaoli; Tamminen, Satu; Su, Xiang; Siirtola, Pekka; Röning, Juha; Riekki, Jukka; Kiljander, Jussi; Soininen, Juha-Pekka (2018) Enhancing Veracity of IoT Generated Big Data in Decision Making. (Artikkeli tieteellisessä konferenssijulkaisussa). - 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). Ei sarjaa/No series. 149-154. [Original]
  • Parts, Ulo; Baarman, Ingmar; Jåfs, Mikael; Lilja, Jarmo; Ylitalo, Mikko; Fabritius, Timo; Lundström, Mari; Bogdanoff, Anne; Ollila, Seppo; Kaukonen, Saku; Savolainen, Jari; Välimaa, Kari; Kruskopf, Ari; Louhenkilpi, Seppo; Alatarvas, Tuomas; Aula, Matti; Kärnä, Aki; Liedes, Toni; Muurinen, Esa; Pylvänäinen, Mika (2017) SIMP – System Integrated Metals Processing. - DIMECC Publication Series 17. Tampere, DIMECC Oy. [Original]
  • Tiensuu, H.; Tamminen, S.; Pikkuaho, A.; Röning, J. (2017) Improving the yield of steel plates by updating the slab design with statistical models. - Ironmaking & steelmaking 44 (8), 577-586 . [Original]
  • Siirtola, Pekka; Tamminen, Satu; Ferreira, Eija; Tiensuu, Henna; Prokkola, Elina; Röning, Juha (2016) Automatic Recognition of Steel Plate Side Edge Shape Using Classification and Regression Models. (Artikkeli tieteellisessä konferenssijulkaisussa). - Proceedings of the 9th EUROSIM Congress on Modelling and Simulation, 12-16 September 2016 in Oulu, Finland. Ei sarjaa/No series. 465-470. [Original]
  • Juutilainen, Ilmari; Tamminen, Satu; Röning, Juha (2015) Density forecasting for failure probability in manufacturing. - European journal of industrial engineering 9 (4), 432-449 . [Original]
  • Gilman, Ekaterina; Keskinarkaus, Anja; Tamminen, Satu; Pirttikangas, Susanna; Röning, Juha; Riekki, Jukka (2015) Personalised assistance for fuel-efficient driving. - Transportation research part c-emerging technologies 58 (Part D), 681-705 . [Original]
  • Tamminen, Satu (2014) Modelling the rejection probability of a quality test consisting of multiple measurements. - Acta Universitatis Ouluensis. Series C, Technica 498. Oulu. Artikkeliväitöskirja. 88, [76]. [Original]
  • Tamminen, S; Juutilainen, I.; Röning, J. (2013) Exceedance probability estimation for a quality test consisting of multiple measurements. - Expert systems with applications 40 (11), 4577-4584
  • Juutilainen Ilmari; Tamminen Satu; Röning Juha (2012) Exceedance probability score: a novel measure for comparing probabilistic predictions. - Journal of Statistical Theory and Practice 6 (3), 452-467 . [Original]
  • Juutilainen I.; Tamminen S.; Röning J. (2012) A Tutorial to Developing Statistical Models for Predicting Disqualification Probability. Computational methods for optimizing manufacturing technology: models and techniques. J Paulo Davim. - Ei sarjaa/No series. Hershey PA. 368-399

Thesis supervisions

Ilari Isojunno: Big data analysis system for CPU and memory usage (2018)
  • The objective of this thesis was to design an automatic big data analysis system for CPU and memory usage, which will be used to test performance critical devices in the radio wave communication network.

Perttu Piippo: Automatic capacity test case result analysis from CPU loads (2018)
  • The objective of this thesis was to develop machine learning based models for CPU-load monitoring and reporting of anomalous test results.

Aapo Lehtosaari: Grain drying remote control and monitoring (2016)
  • The objective of this diploma thesis was to create a device for moisture percentage measurement during the grain drying. The meter enables the process automation and control over the internet.