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):
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SDG 8 Decent Work and Economic Growth -
SDG 9 Industry, Innovation, and Infrastructure -
SDG 11 Sustainable Cities and Communities -
SDG 12 Responsible Consumption and Production -
SDG 16 Peace, Justice and Strong Institutions
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Collaborations and top research areas from the last five years
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TexMat: Automated Collection and Sorting Solution for Consumer Textiles
Lahtinen, M. M. (Owner), Ilen, E. (Manager), Raiskio, S. (Manager), Mäkelä, S.-M. (Participant), Mahlamäki, E. (Participant), Sormunen, T. (Participant), Räsänen, P. (Participant) & Helkiö, H. (Participant)
1/10/25 → 31/03/29
Project: EU project
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OptiPEx: Optimizing Passenger Experience in Public Transport
Kallio, J. (Manager), Järvinen, S. (Participant), Lahti, J. (Participant), Jokinen, T. (Participant), Kinnula, A. (Participant), Vildjiounaite, E. (Participant), Mäkelä, S.-M. (Participant) & Pihlajamaa, O. (Participant)
1/05/24 → 31/10/27
Project: EU project
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PESCO-UP: Textile fibre recycling from mixed streams of PESCO textiles
Määttänen, M. (Manager), Kamppuri, T. (Owner), Mäkelä, S.-M. (Participant), Vehviläinen, M. (Participant), Seppälä, H. (Participant), Tanner, H. (Participant), Mäkelä, M. (Participant), Mahlamäki, E. (Participant), Sormunen, T. (Participant), Di Lena, F. (Participant) & Sorsamäki, L. (Participant)
1/01/24 → 31/12/27
Project: EU project
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tExtended: Knowledge Based Framework for Extended Textile Circulation
Heikkilä, P. (Manager), Järvinen, S. (Participant), Mäkelä, S.-M. (Participant), Torvinen, K. (Owner), Saarimäki, E. (Participant), Kamppuri, T. (Participant), Pinto-Seppä, I. (Participant), Orko, I. (Participant), Tanner, H. (Participant), Salo, M. (Participant), Wiman, L. (Participant), Petänen, P. (Participant), Sormunen, T. (Participant), Mahlamäki, E. (Participant), Mäkelä, M. (Participant), Määttänen, M. (Participant), Vehviläinen, M. (Participant), Valtanen, K. (Participant), Jurmu, M. (Participant), Raipale, N. (Participant), Nakari-Setälä, T. (Participant), Periyasamy, A. P. (Participant), Malik, S. (Participant), Räsänen, P. (Participant), Raiskio, S. (Participant), Kärkkäinen, E. (Participant) & Hylkilä, E. (Participant)
1/12/22 → 30/11/26
Project: EU project
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NOTIONES: iNteracting netwOrk of inTelligence and securIty practitiOners with iNdustry and acadEmia actorS
Toivonen, S. (Manager), Peltola, J. (Participant), Heikkilä, A.-M. (Participant), Aaltola, K. (Owner), Mäkelä, S.-M. (Participant), Molinier, M. (Participant) & Varis, J. (Participant)
1/09/21 → 31/08/26
Project: EU project
Research output
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Introducing OpenTextile-NIR: Near-infrared hyperspectral imaging and photography dataset for optical identification of textiles
Sormunen, T., Mahlamäki, E., Mäkelä, S.-M. & Mäkelä, M., Apr 2026, In: Data in Brief. 65, 112559.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile7 Downloads (Pure) -
Hyperspectral imaging quantifies blend composition change in workwear textiles
Sormunen, T., Mahlamäki, E., Mäkelä, S.-M. & Mäkelä, M., Sept 2025, In: Resources, Conservation & Recycling Advances. 27, 200282.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)22 Downloads (Pure) -
Industry-specific digital compasses for the green transition – key insights
Kääriäinen, J., Mäkelä, S.-M. & Rantala, T., 3 Apr 2025. 14 p.Research output: Contribution to conference › Other conference contribution › Professional
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InnoSale – Innovating Sales and Planning of Complex Industrial Products Exploiting Artificial Intelligence: Final report
Järvinen, S., Lämsä, A., Sormunen, T., Peltola, J., Jurvansuu, M., Mäkelä, S.-M., Hyvärinen, S. & Siira, E., 3 Nov 2025, VTT Technical Research Centre of Finland. 25 p. (VTT Research Report; No. VTT-R-00502-25).Research output: Book/Report › Report
Open AccessFile37 Downloads (Pure) -
Machine-Learning-Based Fatigue Trend Analysis on IMU Wearable Sensor Data from Construction Site Workers
Keränen, J. S., Ahmad, J., Leggieri, S., Mäkelä, S.-M., Caldwell, D. G., Di Natali, C., Kinnula, A. & Siirtola, P., 8 Dec 2025, In: Sensors. 25, 24, 7455.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Datasets
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OpenTextile-NIR: Near-infrared hyperspectral imaging and photography dataset for optical identification of textiles
Sormunen, T. (Creator), Mahlamäki, E. (Creator), Mäkelä, S.-M. (Creator) & Mäkelä, M. (Creator), Zenodo, 19 Jan 2026
Dataset
Press/Media
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Kaatuminen, putoaminen, melu, pöly... – rakennustyö kuluttaa tekijöitään: Puettava teknologia voisi auttaa
Häikiö, J., Kallio, J. & Mäkelä, S.-M.
11/11/19
1 Media contribution
Press/Media: Press / Media
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Puettavat teknologiat voivat parantaa työturvallisuutta
Häikiö, J., Kallio, J. & Mäkelä, S.-M.
10/10/19
1 Media contribution
Press/Media: Press / Media