Projektin tuottamia julkaisuja ja julkaisuja, joissa projektissa toimivat henkilöt ovat mukana. Publications by the project and where project participants have been actively involved.

2018
MFG40-tilannekuvaraportti

Projektin tilannekuvaraportti, eli lyhyt kymmenen sivun suomenkielinen läpikäynti projektin kokonaisuudesta ja tällä hetkellä vallitsevasta tiedon tasosta liittyen projektin aiheisiin

Taustapaperi analytiikan ja digitalisaation koulutuksesta

Tietopoliitiikan valmistelua varten tehty taustapaperi, jossa pohditaan lyhyesti analytiikan ja digitalisaation koulutusta ja koulutuksen trendejä / muutostarpeita jatkossa.

MFG4.0 publications

2023

Bzhalava, L., Kaivo-oja, J. & Hassan, S. S. (2024) Digital Business Foresight: Keyword-based Analysis and CorEx Topic Modelling. Futures, Vol 155, Article 103303. ©Elsevier

D´Arcangelo, C., Morreale, Mittone, L., and Collan, M., 2023, Ignorance is bliss? Information and risk on crowdfunding platforms, PLoS ONE, 18, 6, e0286876
https://doi.org/10.1371/journal.pone.0286876

Collan, M., 2023, The Finnish price of electricity-transfer dilemma – pricing driven by the regulation model, Abstract, XVII Baltic Conference on Intellectual Cooperation, Energy for the future society, Latvian Academy of Sciences, 20.-21.4.2023, Riga, Latvia

Collan, M., & Savolainen, J. (2023). Profitability Analysis and Financial Evaluation of Projects. In G. Giannattasio, E. Kongar, M. Dabić, C. Desmond, M. Condry, S. Koushik, D. Petri, & R. Saracco, IEEE Technology and Engineering Management Society Body of Knowledge (TEMSBOK). Wiley.

Collan, M., 2023, The Finnish price of electricity-transfer dilemma – pricing driven by the regulation model, Abstract, XVII Baltic Conference on Intellectual Cooperation, Energy for the future society, Latvian Academy of Sciences, 20.-21.4.2023, Riga, Latvia

Collan, M., Savolainen, J., Virolainen, V-M., and Luukka, P., 2023, A vision for a highly automated digital local manufacturing network – solutions and challenges, in Huang, C-Y., Dekkers, R., Chiu, SF, Popescu, D., and Quezada, L. (Eds.), 2023, Intelligent and Transformative Production in Pandemic Times – Proceedings of the 26th International Conference on Production Research, Lecture Notes in Production Engineering, 377-384, Springer Nature Switzerland AG 

Haukioja Teemu, Kaivo-oja Jari, Vähäsantanen Saku, Karppinen Ari (2023) Teollisuusrakenteeseen pohjautuvat älykkään erikoistumisen indikaattorit Suomen seutukunnissa – liikennevaloanalogia strategisen aluekehitystyö tueksi. Teoksessa Kirsi Purhonen (toim.) Maaseudun yritykset tietotaloudessa – mahdollisuuksia ja kehittämiskohteita. X-Amk tutkii 26. X-Amk. Kaakkois-Suomen Ammattikorkeakoulu. Mikkeli, s. 39-60. 

Ihamäki, Pirita & Kaivo-oja, Jari (2024) Organizational Learning Challenges in e-Learning: Critical Success Factors Identified by SMEs to Ensure Economic Growth in the European Union. Future of Information and Communication Conference (FICC) 2024, 4-5 April 2024, Berlin, Germany. Forthcoming in the Conference Proceedings, Springer.  18 p.

Järvinen, Minna Riikka & Kaivo-oja, Jari (2023) Sivistysideaali vaatii uudelleentarkastelua. Tieteessä tapahtuu. Vol. 41, No. 4, ss. 41-46. Saatavilla. Noudettu osoitteesta https://journal.fi/tt/article/view/136603

Kaivo-oja, Jari & Roth, Steffen (2023) Strategic Foresight for Competitive Advantage: A Future-oriented Business and Competitive Analysis Techniques Selection Model.  International Journal of Forensic Engineering and Management. Forthcoming. ©Inderscience Publishers. 37 pages. 

O´Mahony, Tadgh, Kaivo-oja, Jari, Luukkanen, Jyrki & Vehmas, Jarmo (2023) Time to Build a New Practice of Foresight for National Economies? Ireland, and Uncertain Futures in Forecasts and Scenarios. Foresight. The Journal of Futures Studies, Strategic Thinking and Policy ©Emerald. Forthcoming. 

Reiman, A.,Kaivo-oja,J., Parviainen, Elina.,  Takala,E-P,  and  Lauraéus, T.  (2023) Human Work in the Shift to Industry 4.0: A Road Map to the Management of Technological Changes in Manufacturing. International Journal of Production Research, 1-18. ©Taylor & Francis,

 

Roth, Steffen, Kaivo-oja, Jari, van Assche, Kristof & Dahms, Harry F. (2023) Expressions of Untruth, Suppressions of Truth. A 21st Century Reintroduction to “Simulation and Dissimulation”. Futures. Volume 155, January 2024, Article. 103283. 

2022

Acierno, A., Mostafaei, A., Toman, J., Kimes, K., Boin, M., Wimpory, R., Laitinen, V., Saren, A., Ullakko, K. and Chmielus, M., 2022. Characterizing Changes in Grain Growth, Mechanical Properties, and Transformation Properties in Differently Sintered and Annealed Binder-Jet 3D Printed 14M Ni–Mn–Ga Magnetic Shape Memory Alloys. Metals, 12(5), p.724.

Bzhalava, Levan, Hassan, Sohaib S. Kaivo-oja, Jari, Olsson, Bengt Köping & Imran, Javed (2022) Mapping the Wave of Industry Digitalization by Co-Word Analysis: An Exploration of Four Disruptive Industries. International Journal of Innovation and Technology Management. Vol. 19, No. 2. Article 2250001 (2022). Open Access https://doi.org/10.1142/S0219877022500018Cited by:0

Bzhalava, Levan, Kaivo-oja, Jari & Hassan, Sohaib S.  (2022) Identifying Entrepreneurial Discovery Processes with Weak and Strong Technology Signals: A Text Mining Approach [version 1; peer review: 2 approved with reservations in a scientific journal]. This article is included in the Excellent Science Gateway (the Marie Skodowska-Curie Actions). Forthcoming in Futures. Web: https://open-research-europe.ec.europa.eu/articles/2-26

Fernandes, Meenakshi, Heflich, Aleksandra, Andersen, Tina, Lunkeit, Andreas Bjerre, Kaivo-oja, Jari, Schmidt-Kessen, Maria José (2022) How to Stress-test EU policies: Building a More Resilient Europe for Tomorrow. European Parliament, Directorate-General for Parliamentary Research Services, Brussels. 116 p.
 
Ikezumi, Yukie, Knudsen, Mikkel Stein & Kaivo-oja, Jari (2022) Plausible 6G Futures: Scenarios for the Future MNO Business Environment in the 6G Era. In: Uden, L., Ting, IH., Feldmann, B. (eds) Knowledge Management in Organisations. KMO 2022. Communications in Computer and Information Science, Vol 1593. Springer, Cham. https://doi.org/10.1007/978-3-031-07920-7_26  

 

Kaivo-oja, Jari, Knudsen, Mikkel Stein & Lauraéus, Theresa (2022) Future Avenues of Digital Transformation: Next Steps? Chapter 10 in the book “Public Innovation and Digital Transformation” in Hannele Väyrynen, Nina Helander & Harri Jalonen (Eds) Public Innovation and Digital Transformation. Routledge. Taylor & Francis Group. Available for purchase on August 8, 2022. Web: https://www.routledge.com/Public-Innovation-and-Digital-Transformation/Vayrynen-Helander-Jalonen/p/book/9781032137414 

 

Kaivo-oja, Jari & Santonen, Teemu (2023a). Global Megatrends and Global GDP in 2004–2021: An Empirical Big Data Look at John Naisbitt’s 12 Key Global Megatrend Variables and Global GDP PPP. In: Uden, L., Ting, IH. (eds) Knowledge Management in Organisations. KMO 2023. Communications in Computer and Information Science, vol 1825. Springer, Cham. Available: https://doi.org/10.1007/978-3-031-34045-1_15  

Kaivo-oja, Jari & Santonen, Teemu (2023b). Corruption Control in the BRICS and in the G7 Countries: A Benchmarking Study with World Bank Data Files from Years 1996–2021. In: Uden, L., Ting, IH. (eds) Knowledge Management in Organisations. KMO 2023. Communications in Computer and Information Science, vol 1825. Springer, Cham. https://doi.org/10.1007/978-3-031-34045-1_16

Kaivo-oja, Jari & Stenvall, Jari (2022) A Critical Reassessment: The European Cloud University Platform and New Challenges of the Quartet Helix Collaboration in the European University System. European Integration Studies, Vol. 16. No. 1, pp. 9-23. Available: file:///C:/Users/Omistaja/Downloads/A_Critical_Reassessment_The_European_Cloud_Univers.pdf



Kaivo-oja, Jari & Santonen, Teemu (2022) Päätöksentekotilanteet ja sosiaalinen systeemiteoria ennakointitoiminnassa ja tulevaisuuden tutkimuksessa. Osio Tulevaisuudentutkimuksen menetelmiä, Systeemiajattelu ja toimintaympäristön tarkastelu. Teoksessa Aalto, Hanna-Kaisa, Heikkilä, Katariina, Keski-Pukkila, Pasi, Mäki, Maija & Pöllänen, Markus (toim.) (2022) Tulevaisuudentutkimus tutuksi – perusteita ja menetelmiä. TVA-julkaisuja 1/2022. Tulevaisuudentutkimuksen Verkostoakatemia. Turku, s. 89-104. Saatavilla: https://www.utupub.fi/handle/10024/153465

Kaivo-oja, Jari, Santonen, Teemu, Knudsen, Mikkel Stein & Lauraéus, Theresa (2022) Google Big Data Trend Index Analysis of Industry 4.0 Technologies: Technology and Key Concept Trends of Global Landscape in 2004–2021. In: Uden, L., Ting, IH., Feldmann, B. (eds) Knowledge Management in Organisations. KMO 2022. Communications in Computer and Information Science, Vol 1593. Springer, Cham.

Kaivo-oja, Jari, Vehmas, Jarmo & Luukkanen, Jyrki (2022) Economic Growth and Circular Economy in the European Union: Novel Empirical Synergy Analyses Between Key Variables of Circular Economy and Gross Domestic Growth (GDP) and Gross National Income (GNI). OIDA International Journal of Sustainable Development, Vol. 15, No. 05, pp. 23-36. 

Kozlova, M. & Scott Yeomans, J. (Eds.), 2022., Analysis and Environmental Decision-Making Using Simulation, Optimization, and Computational Analytics, Sustainability

Kulagin, I., Li, M., Laitinen, V. and Handroos, H. (2022). Review of MSM actuators: applications, challenges, and potential. IEEE Access, 10, pp.83841-83850. 

Kumbure, M.M., Luukka, P., Tarkiainen, A., Stoklasa, J., Jantunen, A., 2022, An investigation of hidden shared linkages among perceived causal relationships in cognitive maps.  In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham. pp. 17-36, 

Laitinen V, Saren A, Sozinov A, Ullakko, K. (2022). Giant 5.8% magnetic-field-induced strain in additive manufactured Ni-Mn-Ga magnetic shape memory alloy. Scripta Materialia 208 p. 114324. r

Lohrmann, A., Lohrmann, C., Luukka, P., 2022, A region-based approach for missing value imputation of cooling technologies for the global thermal power plant fleet using a decision tree classifier, In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham. pp. 93-125.

Lohrmann, C., Luukka, P. (2022). Fuzzy Similarity and Entropy (FSAE) Feature Selection Revisited by Using Intra-class Entropy and a Normalized Scaling Factor. In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham.

Luukka, P. & Stoklasa, J. (2022). Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing book series. volume 415.

Mankinen, T., Stoklasa, J., Luukka, P. (2022). Predicting Short-Term Traffic Speed and Speed Drops in the Urban Area of a Medium-Sized European City—A Traffic Control and Decision Support Perspective. In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham., pp. 163-187,

Milleret, A., Laitinen, V., Ullakko, K., Fenineche, N. and Attallah, M.M. (2022). Laser powder bed fusion of (14 M) Ni-Mn-Ga magnetic shape memory alloy lattices. Additive Manufacturing, 60, p.103231. https://doi.org/10.1016/j.addma.2022.103231

Naeem, M., Ahmed, S. (2022). Hedging Effectiveness of Currency ETFs Against WTI Crude Oil Price Fluctuations. In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham.

Namvari, M., Laitinen, V., Sozinov, A., Saren, A. and Ullakko, K. (2023). Effects of 1 at.% additions of Co, Fe, Cu, and Cr on the properties of Ni-Mn-Ga-based magnetic shape memory alloys. Scripta Materialia, 224, p. 115116.

Ruponen, I., Kozlova,M.  & Collan. M. (2022). “Ex-Ante Study of Biofuel Policies–Analyzing Policy-Induced FlexibilitySustainability 14, no. 1: 147

Santonen, Teemu & Kaivo-oja, Jari (2022) Joukkoistamis-Delfoi: Ennakointimenetelmä asiantuntijoiden ja suuren yleisön väliseen yhteistyöhön. Tulevaisuudentutkimus tutuksi – perusteita ja menetelmiä. Teoksessa Aalto, Hanna-Kaisa, Heikkilä, Katariina, Keski-Pukkila, Pasi, Mäki, Maija & Pöllänen, Markus (toim.) (2022) Tulevaisuudentutkimus tutuksi – perusteita ja menetelmiä. TVA-julkaisuja 1/2022. Tulevaisuudentutkimuksen Verkostoakatemia. Turku, s. 198-217.

Santonen, Teemu & Kaivo-oja, Jari (2022) The Crowdsourcing Delphi: A Method for Combing Expert Judgements and Wisdom of Crowds. In: Uden, L., Ting, IH., Feldmann, B. (eds) Knowledge Management in Organisations. KMO 2022. Communications in Computer and Information Science, Vol 1593. Springer, Cham. 

 Soukko, L., Lohrmann, C., Luukka, P. (2022). A Neural Network Based Multi-class Trading Strategy for the S&P 500 Index. In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham. pp. 127-161,

Stoklasa, J., Kozlova, M. (2022). A New Framework for Multiple-Criteria Decision Making: The Baseline Approach. In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham.

Stoklasa, J., Luukka, P. & Collan, M. (2022). On the relationship between possibilistic and standard moments of fuzzy numbers. Journal of Computational and Applied Mathematics.

Stoklasová, J., Talášek, T., Stoklasa, J. (2022). Attitude-Based Multi-expert Evaluation of Design. In: Luukka, P., Stoklasa, J. (eds) Intelligent Systems and Applications in Business and Finance. Studies in Fuzziness and Soft Computing, vol 415. Springer, Cham.

Urbani,M., Brunelli, M. & Punkka, A (2022). An approach for bi-objective maintenance scheduling on a networked system with limited resources,
European Journal of Operational Research.

2021

Georgescu, I., Kinnunen, J., and Collan, M., (2021).New credibilistic real option model based on the pessimism-optimism character of a decision-maker, in Sharma, N., Chakrabarti, A., Balas, V.E., Bruckstein, A.M. (Eds.), 2021, Data Management, Analytics and Innovation, Proceedings of the ICDMAI 2021, Volume 2. Lecture Notes on Data Engineering and Communications Technologies, 71, 55-68, Springer

Ihalainen, A., Ahmed, S., Pätäri, E., Volatility Risk Premium and European Equity Index Returns, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems, 29, (2021), pp. 19-28.

Kaivo-oja, J. (2021). Ennokoiva liiketoimintaosaaminen ja sen kehittäminen yhteiskunnan eri tasoisissa toiminoissa, Futura, 40(2).

Kaivo-oja, J., Aho, S., & Lauraeus, T., (2021). European COVID-19 pandemia data and social inclusion policy in the European Union: Drivers-driven trend analysis. Economics and Culture, 18(1).

Kaivo-oja, J., Lauraeus, T. & Knudsen, M.S. (2021). Global Export Strategy of “Born Global” Companies, Business Modeling, and Dynamic Capabilities: Eight Knowledge Management Cases of Country and City Data Analysis. KMO 2021 Proceedings. Communications in Computer and Information Science, 1438, 225-236.

Kumbure, M.M., Luukka, P., Using the generalized fuzzy k-nearest neighbor classifier for biomass feedstocks classification, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems,16,  29, (2021), pp. 29-35.

Laitinen V, Sozinov A, Saren A, Chmielus M, Ullakko, K. (2021). Characterization of as-built and heat-treated Ni-Mn-Ga magnetic shape memory alloy manufactured via laser powder bed fusion. Additive Manufacturing 39 p.101854. 

Lauraeus, T., Kaivo-oja, J., Knudsen, M.S. & Kuokkanen, K. (2021). Market Structure analysis with Herfindahl-Hirschman Index and Lauraeus-Kaivo-oja Indices in the Global Cobotics Markets, Economics and Culture, 18(1).

Lauraéus, T., Tinnilä, M., Kaivo-oja, J. (2021). Suomen tulevaisuuden kasvu- ja liiketoimintapotentiaalit. Teknologiakehitys ja innovaatioiden uudenlaiset käyttömahdollisuudet kuluttajille ja liiketoiminnalle.Tutu eJulkaisuja 2/2021

Leppioja, M., Luukka, P., Lohrmann, C., Image based classification of shipments using transfer learning, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems,16,  29, (2021), pp. 37-44.

Luukka, P., Stoklasa, J., Similarity based TOPSIS with lingistic-quantifier based aggregation using OWA, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems, 29, (2021), pp. 45-51.

Jan Stoklasa,J. Pasi Luukka. P, and Maria Ganzha, M. (eds.) (2021). Recent Advances in Business Analytics Selected papers of the 2021 KNOWCON-NSAIS workshop on Business Analytics. Annals of Computer Science and Information Systems.November 11-12, 2021 Olomouc, Czech Republic,Volume 29.

Milojević,A., Linß,S., & Handroos,H.  (2021).Soft Robotic Compliant Two-Finger Gripper Mechanism for Adaptive and Gentle Food Handling.  IEEE 4th International Conference on Soft Robotics, 2021

Michelsen, K.-E., Collan,M., Savolainen,J.,Ritala,P. (2021). Changing Manufacturing Landscape: From a Factory to a Network. Handbook of Smart Materials, Technologies, and Devices
Applications of Industry 4.0

Panzeri, S.M., Stoklasova, J., Stoklasa, J., The voter’s guide to the galaxy—a multiple-criteria fuzzy decision-support
tool for voters and a fresh take on election survey methods, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems, 29, (2021), pp. 7-18.

Reiman, A., Kaivo-oja, J., Parviainen, E., Takala, E.P., & Lauraeus, T. (2021). Human Factors and Ergonomics in Manufacturing in the Industry 4.0 Context – A Scoping Review. Technology in Society. Forthcoming. ©Elsevier.

Reiman, A., Parviainen, E., Lauraeus, T., Takala, E.P. & Kaivo-oja, J. (2021). ERGO 2030 – tiekartta ihmisen huomioimiseen suunniteltaessa ja sovellettaessa uutta teknologiaa teollisuudessa. TUTU e-Julkaisuja 03/2021.

Roozbahani,H., Alizadeh,M., Handroos,H. & Salminen,A. (2021). Color Laser Marking: Repeatability, Stability and Resistance Against Mechanical, Chemical and Environmental Effects, IEEE Access,

Roozbahani, H., Alizadeh,M., Ahomäki,A. & Handroos,H. (2021). Coordinate-based control for a materials handling equipment utilizing real-time simulation, Automation in construction.

Savolainen, J. & Collan, M. (2021). Using meta-models in simulation-based investment analysis – studying the financing mix of metal mining investments. Fuzzy Economic Review, 25, 1, 51-66

Savolainen. J., and Stein Knudsen. M. (2021). Contrasting Digital Twin Vision of Manufacturing with the Industrial Reality. International Journal of Computer Integrated Manufacturing, September, 1–18.

Savolainen, J., & Urbani, M. (2021). Maintenance optimization for a multi-unit system with digital twin simulation – Example from the mining industry. Journal of Intelligent Manufacturing. Journal of Intelligent Manufacturing.

Sharma,V., Roozbahani, H.,  Alizadeh, M. & Handroos, H.(2021). 3D Printing of Plant-Derived Compounds and a Proposed Nozzle Design for the More Effective 3D FDM Printing, IEEE Access,

Stoklasova, J., Interval-valued semantic differential in multiple criteria and multi-expert evaluation context: possible benefits and application areas, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems, 29, (2021), pp. 53-62.

Stoklasa, J., Luukka, P., and Collan, M., (2021). Possibilistic Fuzzy Pay-off Method for Real Option Valuation with Application to Research and Development Investment Analysis, Fuzzy Sets and Systems, 409, 153-169

Zakrytnoy, S., Luukka, P., Stoklasa, J., Material demand forecasting with classical and fuzzy time series models. Recent Advances in Business Analytics, Annals of Computer Science and Information Systems, 29, (2021), pp. 1-6.

Welling, F., Stoklasa, J., Possible drivers of high performance of European mutual ESG funds—an
fsQCA view on sustainable investing, Recent Advances in Business Analytics, Annals of Computer Science and Information Systems, 29, (2021), pp. 63-74.

 

2020

Bodnárová, L., Zelený, M., Sedlák, P., Straka, L., Heczko, O., Sozinov, A. and H. Seiner. H Switching the soft shearing mode orientation in Ni–Mn–Ga non-modulated martensite by Co and Cu doping. Smart Materials and Structures 29, no. 4 (2020) 045022.

Chulist, R., Nalepka, K. and Sozinov, A. Hierarchical twin microstructure in modulated 10M Ni–Mn-Ga single crystals. An analysis including shuffling of atomic layers. International Journal of Plasticity 126 (2020) 102628.

Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Collan, M. and Michelsen, K-E, 2020, Closing words – Quo Vadis Manufacturing 4.0, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Collan, M. and Savolainen, J., 2020, To Phase or Not to Phase: Quantifying the Effect of Phasing Construction Projects, Nordic Journal of Business, 69, 1, 66-86

Hietanen, L., Kozlova, M., and Collan, M., 2020, Analyzing renewable energy policies – using the pay-off method to study the Finnish auction-based renewable energy policy, Journal of Environmental Informatics Letters, 4, 2, 50-56

Hiilamo, H.(2020)”How to reform the Nordic welfarestate model to endure equality in wake of  automatization” in Janne Holmen (eds). Nordic Welfarestate Anthology, Routledge  

Hiilamo, H.(2020)”Ilmastonmuutos, kestävyysvaje ja sotu-uudistus.” Juhlaluento, 27.1. 2020, Yhtesikuntapolitiikka, 85(2), 197-203            

Hiilamo, H. and Aaltonen, H., 2020, Modelling the Societal Division of Added Value Created Through Manufacturing 4.0 Expert Interviews in South Korea, Germany and the Netherlands, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Hiilamo, H. & Lehmus-Sun, A.(2020) ” Tuleeko ongella kaloja?” Kansantaloustieteellinen aikausikirja, 106(1), 30-45      

Jyrkiäinen, J. & Hiilamo,H.(2020) “Automaatio tulee onko virkamies valmis? Valtion henkilöstön kokemat valmiudet kohdata työelämän murros.” Yhteiskuntapolitiikka, 85(3),233-246

Kaivo-oja, J., Mikkel Stein Knudsen M.S., and Lauraeus, T., 2020 Coping with Technological Changes: Regional and National Preparedness in Face of Technical Change, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK     

Kaivo-oja, J., Knudsen, M.S., Lauraeus, T. & Kuusi, O. (2020). Future Knowledge Management Challenges: Digital Twins Approach and Synergy Measurements. Management Studies, 8 (2).                          

Kaivo-oja, J., Knudsen, M.S. & Lauraeus, T. Digital Twin:  Current Shifts and their future implications. International Journal of Web Engineering and Technology. Accepted for publication.     

Kaivo-oja, J., Lauraeus, T. & Knudsen, M.S. Global Export Strategy of the “Born Global” Companies, Business Modelling, and Dynamic Capabilities: Eight Knowledge Management Cases of Country and City Data Analytics. (Accepted for KMO2020)            

Kesse M. A, Buah, E., Handroos, H. and Godwin K Ayetor, G. K. (2020) Development of an Artificial Intelligence Powered TIG Welding Algorithm for the Prediction of Bead Geometry for TIG Welding Processes using Hybrid Deep Learning, Metals 2020, 10(4), 451

Kinnunen J., Georgescu, I., and Collan, M., 2020, Center of gravity real options method based on interval-valued fuzzy numbers, in Kahraman, C., Onar, S., Oztaysi, B., Sari, I., Cebi, S., Tolga, A. (Eds.), Intelligent and Fuzzy Techniques: Smart and Innovative Solutions – Proceedings of the International Conference on Intelligent and Fuzzy Systems (INFUS2020), Istanbul, Turkey, 21-23. July, 2020., 1292-1300, Advances in Intelligent Systems and Computing, 1197, Springer

Knudsen, M.S. & Kaivo-oja, J. (Accepted for publication). Collaborative Robots: Frontiers of Current Literature. Journal of Intelligent Systems: Theory and Applicants.                          

Korpela, M., Riikonen, N., Piili, H., Salminen, A. and Nyrhilä, O., 2020, Additive Manufacturing—Past, Present, and the Future, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK    

Kustov, S., Saren, A., Sozinov, A., Kaminskii, V. and Ullakko. K. Ultrahigh damping and Young’s modulus softening due to a/b twins in 10M Ni-Mn-Ga martensite. Scripta Materialia 178 (2020) 483-488.                        

Kyläheiko, K., and Maijanen, P., 2020 Industry 4.0. Transformation Challenge in Light of Dynamic Capabilities, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Laitinen, V., Merabtene,M., Stevens, E., Chmielus, M., Van Humbeeck,J. and Ullakko, K., 2020, Additive Manufacturing from the Point of View of Materials Research, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK     

Laitinen, V., Sozinov, A., Saren, A., Chmielus, M. and Ullakko, K Characterization of as-deposited and heat-treated Ni-Mn-Ga magnetic shape memory alloy manufactured via laser powder bed fusion. Manuscript in preparation.                        

Laitinen, V., Sozinov, A., Saren, A., Salminen, A. and K. Ullakko. Effect of post-process heat treatment on microstructure and properties of a Ni-Mn-Ga alloy deposited using laser powder bed fusion. TMS2020: 149th Annual Meeting & Exhibition, San Diego (USA), 23-27 February 2020.

Lauraeus, T., Kaivo-oja, J. & Tinnilä, M. (2020). Innovation Business Models and Strategies for the Growing Business of Future Innovative Technologies. The 4th TECHNIUM International Conference, e-conference, Romania 30.5.2020.                    

Lauraeus, T., Tinnilä, M. & Kaivo-oja, J. (2020). Future Consumer Value Creation, Intelligent Products, Services and Practices Developed of Technology Innovations for Different Environments and Society: The Health Care, Consumption, the Elderly, Home, Traffic, Industry. The 4th TECHNIUM International Conference, e-conference, Romania, 30.5.2020.                          

Lauraeus, T., Tinnilä, M. & Kaivo-oja, J. (2020). A Foresight of Innovations in Mobility and Logistics for Future Business Potential: Future Economic Growth and Potential Innovative Business Opportunities. The 4th TECHNIUM International Conference, e-conference, Romania, 30.5.2020.               

Lauraeus, T., Tinnilä, M. & Kaivo-oja, J. (2020). Finland’s Future Business Potential and the Most Important Future Technological Innovations and Strategic Growth Areas for Finland’s Competitiveness: New business models, new smart products and services. The 4th TECHNIUM International Conference, e-conference, Romania, 30.5.2020.

Li, M., Milojevic. A., and Handroos.H., 2020, Robotics in Manufacturing—The Past and the Present, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Morreale, A., Vu, T., Mittone, L., and Collan, M., 2020, To wait or not to wait? Use of the flexibility to postpone investment decisions in theory and in practice, Sustainability, 12, 8, 3451

Njock Bayock, F., Kah, P., Salminen, A., Belinga, M., Yang, X., Feasibility study of welding dissimilar Advanced and Ultra High Strength Steels. Reviews On Advanced Materials Science. Vol. 59: Issue 1, 54-66.

Nyamekye, P., Unt, A. Salminen, A & Piili, H. “Integration of Simulation Driven DfAM and LCC Analysis for Decision Making in L-PBF,” Metals, vol. 10, no. 9, p. 1179, Sep. 2020.

Nygren, H., Virolainen, M., Hämäläinen, R., and Rautopuro, J., 2020, The Fourth Industrial Revolution and Changes to Working Life: What Supports Adult Employees in Adapting to New Technology at Work?, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Ogbeibu, S., Emelifeonwu, J., Senadjki, A., Gaskin, J. & Kaivo-oja, J. (2020). Technological Turbulence and Greening of Team Creativity, Product Innovation, and Human Resource Management: Implications for Sustainability. Journal of Cleaner Production, 244. DOI:

Peltoniemi, J. (2020) “Valtion kassasasta omaan tiliin, sosiaalitilit sosiaaliturvauudistuksessa.”Yhteiskuntapolitiikka, 85(1), 90-97                                              

Puhakka A. & Rautopuro J. 2020. Kansainvälistyvä tieteentekijä kansallisen tiedemaailman laadun parantaja? – haavekuvat ja todellisuus. Teoksessa: Jani Ursin & Reetta Muhonen (toim.). Tuntematon korkeakoulutus. Research in Educational Sciences: 80, 19-37. 71 – 114.

Pulkka, V-V.(2020) “Perustulon kannatus Suomessa.” , Yhteiskuntapolitiikka 85(3),e-julkaisu 6.5.      

Ouakrim-Soivio, N., Niilo-Rämä, M., Rautopuro, J. and Rantala. 2020. Does immigrant background count? Experiences of bullying and discrimination among Finnish secondary school students. (submitted) 

Roth, S., Schwede, P., Valentinov, V., Pérez-Valls M., & Kaivo-oja, J. 2020. Harnessing big data for a multifunctional theory of firm, European Management Journal, 38(1), 54-61.

Saren, A., Sozinov, A., Kustov, S. and Ullakko. K Stress-induced a/b compound twins redistribution in 10M Ni-Mn-Ga martensite. Scripta Materialia 175 (2020) 11-15.

Savolainen, J. and Collan, M., 2020 (in press), Additive manufacturing technology and business model change – a review of literature, Additive Manufacturing, Elsevier

Savolainen, J. and Collan, M., 2020, Industrial additive manufacturing business models – what we know from the literature?, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Savolainen, J. and Collan, M., 2020, Using meta-models in simulation-based investment analysis – studying the financing mix of metal mining investments, Fuzzy Economic Review, 25, 1, 23-38 DOI: 10.25102/fer.2020.01.04

Savolainen, J. and Collan, M., 2020, Quantifying the Economic Feasibility of Additive Manufacturing – Simulating Production Lifetime in the Context of Spare Parts Production, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Sozinov, A, Musiienko, D., Saren, A., Veřtát ,P., Straka, L., Heczko, O., Zelený, M., Chulist, R. and Ullakko. K. Highly mobile twin boundaries in seven-layer modulated Ni–Mn–Ga–Fe martensite. Scripta Materialia 178 (2020) 62-66.

Stoklasa, J., Luukka, P., and Collan, M., 2020, Possibilistic Fuzzy Pay-off Method for Real Option Valuation with Application to Research and Development Investment Analysis, Fuzzy Sets and Systems

Stoklasa, J., Morreale, A., Talasek, T., and Collan, M., 2020, The mean & range effect – a sweet spot stimulating risk-seeking in managerial decision support, Nordic Journal of Business, 69,1, 21-43

Summanen, A.-M., Rautopuro, J., Kannas, L. and Paakkari, L. 2020. 2020. Objective health literacy among 9th graders in Finland. (submitted).

Summanen, A.-M., Rautopuro, J., Kannas, L. and Paakkari, L. 2020. Measuring health literacy in basic education in Finland: the development of a competence-based measurement instrument (submitted)           

Tynjälä, P., Virolainen, M., Heikkinen, H.L.T., & Virtanen, A. (2020). Promoting cooperation between educational institutions and workplaces. In C. Aprea, V. Sappa & R. Tenberg (Eds.) Connectivity and integrative competence development in vocational and professional education and training (pp. 19-39). ZBF-Beiheft, 29. Franz Steiner Verlag.

Urbani, M., Brunelli, M., and Collan, M., 2020, A comparison of maintenance policies for multi-component systems through discrete event simulation of faults, IEEE Access, 8, 1, 2169-3536

Urbani, M. and Collan, M., 2020, Additive manufacturing cases and a vision for a predictive analytics and additive manufacturing based maintenance business model, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Urbani, M., Petri, D., Brunelli, M., and Collan, M., 2020, Maintenance management in light of Manufacturing 4.0, in Collan, M. and Michelsen, K-E. (Eds.), Technical, Economic, and Societal Effects of Manufacturing 4.0 – Automation, Adaption, and Manufacturing in Finland and Beyond, Palgrave McMillan, London, UK

Zelený, M., Straka, L., Rameš, M., Sozinov, A. and Heczko.O. Origin of magnetocrystalline anisotropy in Ni-Mn-Ga-Co-Cu tetragonal martensite. Journal of Magnetism and Magnetic Materials 503 (2020) 166522.   

2019

Afkhami, S., Dabiri, M., Habib Alavi, S., Björk, T. & Salminen, A. (2019). Fatigue Characteristics of Steels Manufactured by Selective Laser Melting. International Journal of Fatigue 122 (2019) 72-83

Aho, S. & Kaivo-oja, J. (2019). Suomen väestöllisen ja taloudellisen huoltosuhteen kehitys suuralueilla ja maakunnissa vuosina 1990–2017. Kansantaloudellinen aikakauskirja. Vsk. 115, No 2, 270-288.

Collan, M. (Ed.), 2019, Proceedings of the NSAIS-ROW19 Workshop on Adaptive and Intelligent Systems and Real Options, Lappeenranta, Finland 22.-23. August, 2019, LUT Scientific and Expertise Publications, Research Report, 97, ISBN 978-952-335-400-5

Collan, M. and Luukka, P. (2019). Using Innovation Scorecards and Lossless Fuzzy Weighted Averaging in Multiple-criteria Multi-expert Innovation Evaluation. 323-340. in Chechurin, L. and Collan, M. Eds. (2018). Advances in Systematic Creativity – Creating and Managing Innovations, Palgrave McMillan, Cham, Switzerland.

Chechurin, L. & Collan, M. Eds. (2019). Advances in Systematic Creativity – Creating and Managing Innovations, Palgrave McMillan, Cham, Switzerland.

Gyasi, E., Handroos, H., Kah, P., Survey on artificial intelligence (AI) applied in welding: A future scenario of the influence of AI on technological, economic, educational and social changes, (2019), 29th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2019), June 24-28, 2019, Limerick, Ireland.

Gyasi, E., Kah, P., Penttilä, S., Ratava, J., Handroos, H., Sanbao., L., Digitalized automated welding systems for weld quality predictions and reliability, (2019), 29th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2019), June 24-28, 2019, Limerick, Ireland.

Haukioja, T., Kaipainen, J., Kaivo-oja, J., Karppinen, A., Laitinen,K., Stenwall, J. & Vähäsantanen, S. Book review. Gianelle, C., Kyriakou, D., Cohen, C., Przeor, M. (eds.), Implementing Smart Specialisation Strategies, A Handbook. European Spatial Research and Policy. Vol. 26, No. 1, pp. 213-2018.

Kaivo-oja, J., Kuusi, O., Knudsen, M.-S. & Laureaus, T. (2019.) Digital Twins Approach and Future Knowledge Management Challenges: Where We Shall Need System Integration, Synergy Analyses and Synergy Measurements? In Uden, Lorna, Ting, I-Hsien, Corchado, Juan Manuel (Eds.) 14th International Conference, KMO 2019, Zamora, Spain, July 15–18, 2019, Proceedings, Communications in Computer and Information Science, First Edition, Springer Nature, Switzerland AG, pp. 271-281.

Karppinen, A., Aho, S., Haukioja, T., Kaivo-oja, J. & Vähäsantanen, S. (2019). Alueiden älykäs erikoistuminen Suomessa. Aluekehittämisen indikaattorianalyysi. Tutu e-Julkaisuja 4/2019. Tulevaisuuden tutkimuskeskus, Turun yliopisto,  s. 167.

Knudsen, M.-S., Kaivo-oja, J. & Lauraeus, T. (2019). Enabling Technologies of Industry 4.0 and Their Global Forerunners: An Empirical Study of the Web of Science Database. In Uden, Lorna, Ting, I-Hsien, Corchado, Juan Manuel (Eds.) 14th International Conference, KMO 2019, Zamora, Spain, July 15–18, 2019, Proceedings, Communications in Computer and Information Science, First Edition, Springer Nature, Switzerland AG, pp. 3-13.

Kozlova M., Yeomans, J. S. (2019).Multi-Variable Simulation Decomposition in Environmental Planning: An Application to Carbon Capture and Storage Journal of Environmental Informatics Letters, vol. 1, nr. 1, pp 20-26

Laitinen,V., Piili,H., Nyamekye, P., Ullakko, K. & Salminen,A. (2019). Effect of process parameters on the formation of single track in pulsed laser powder bed fusion, Procedia Manufacturing 36 (2019) 176-183.

Laitinen,V., Salminen, A., & Ullakko,K, (2019). First investigation on processing parameters for laser powder bed fusion of Ni-Mn-Ga magnetic shape memory alloy. Journal of Laser Applications. 31 (2019) 022303. https://doi.org/10.2351/1.5096108

Laitinen V, Sozinov A, Saren A, Salminen A, Ullakko K. (2019). Laser powder bed fusion of Ni-Mn-Ga magnetic shape memory alloy. Additive Manufacturing 30 p.100891.

Lohrmann,C. & Luukka,P. (2019). Classification of intraday S&P500 returns with a Random Forest.International Journal of Forecasting. Volume 35. Issue 1.

Milojević, A.,Krokhmal, V., Wu, B., Oldham, K., (2019). Topology Optimization of Micro-robotic Appendages Combining Piezoelectric, Polymer, and Silicon Beams, International Conference on Manipulation, Automation and Robotics at Small Scales (MARSS), DOI: 10.1109/MARSS.2019.8860976

Nylund, M., & Virolainen, M. (2019). Balancing ‘flexibility’ and ‘employability’: The changing role of general studies in the Finnish and Swedish VET curricula of the 1990s and 2010s. European Educational Research Journalhttps://doi.org/10.1177/1474904119830508

Nygren, Nissinen, Hämäläinen & De Wever (2019). Lifelong Learning: Formal, Non-Formal, and Informal Learning in the Context of the Use of Problem-Solving Skills. EARLI Conference presentation, Aachen

Ogbeibu, S., Emelifeonwu, J., Senadjki, A., Gaskin, J. & Kaivo-oja, J. (2019). Technological Turbulence and Greening of Team Creativity, Product Innovation, and Human Resource Management: Implications for Sustainability Journal of Cleaner Production. In press. ©Elsevier

Roth, S., Leydesdorff, L., Kaivo-oja, J. & Sales, A. (2019). Open coopetition: When multiple players and rivals team upJournal of Business Strategy. Forthcoming. ©Emerald. 

Roth S., Santonen, T., Heimstädt, M., Clark, C., Trofimov, N., Kaivo-oja, J.  Atanesyan A., Laki, B. & Sales, A. (2019). government.com? Multifunctional Cabinet Portfolio Analysis of 201 National Governments. Journal of Organizational Change Management, In press. DOI: 10.1108/JOCM-10-2018-0290 [SSCI 1.185, Scopus, CNRS**, CABS**]. ©Emerald

Roth, S., Schwede, P., Valentinov, V., Pérez-Valls M., & Kaivo-oja, J. (in press) Harnessing big data for a multifunctional theory of firm,European Management Journal, DOI: 10.1016/j.emj.2019.07.004

Roth S., Schwede P., Valentinov V., Zazar K., and Kaivo-oja J. (2019), Big data insights into social macro trends (1800-2000): A replication study, Technological Forecasting and Social Change, 149, 119759 [SSCI 3.815, Scopus, CNRS***, CABS***, VHB***].

Savolainen, J., Pedretti, D., & Collan, M. (2019). Incorporating Hydrologic Uncertainty in Industrial Economic Models: Implications of Extreme Rainfall Variability on Metal Mining Investments. Mine Water and the Environment.

2018

Anttila, J., Eranti, V., Jousilahti, J., Koponen, J., Koskinen, M., Leppänen, J., Neuvonen, A., Dufva, M., Halonen, M., Myllyoja, J., Pulkka, V.-V., Annala, M., Hiilamo, H., Honkatukia, J., Järvensivu, A., Kari, M., Kuosmanen, J., Malho, M.  & Malkamäki, M. (2018). Pitkän aikavälin politiikalla läpi murroksen – tahtotiloja työn tulevaisuudesta. Valtioneuvoston selvitys- ja tutkimustoiminnan julkaisusarja 34/2018. Helsinki, Valtioneuvoston kanslia.

Bzhalava, L., Kaivo-oja, J. & Hassan, S.H. (2018), Data-based Startup Profile Analysis in the European Smart Specialization Strategy: A Text Mining Approach, European Integration Studies, http://dx.doi.org/10.5755/j01.eis.0.12.21869 (Open access)

Chechurin, L. and Collan, M., Eds. (2018). Advances in Systematic Creativity – Creating and Managing Innovations. Palgrave McMillan, Cham, Switzerland.

Chechurin, L. and Collan, M. (2018). Preface, v-x, in Chechurin, L. and Collan, M., Eds., (2018), Advances in Systematic Creativity – Creating and Managing Innovations. Palgrave McMillan, Cham, Switzerland.

Collan, M. and Luukka, P., (2018), Multiple criteria multiple peer-assessment for and eLearning environment using a linguistic scorecard for on-line peer assessment, Fuzzy Economic Review, International Association for Fuzzy-set Management and Economy (SIGEF), vol. 21(2), pages 93-109, November.

Collan, M. and Luukka, P., (2018). Using Innovation Scorecards and Lossless Fuzzy Weighted Averaging in Multiple-criteria Multi-expert Innovation Evaluation. 323-340 in Chechurin, L. and Collan, M., Eds. (2018). Advances in Systematic Creativity – Creating and Managing Innovations. Palgrave McMillan, Cham, Switzerland.

Gyasi, E.A., Kah, P., Handroos, H., Layus, P., Lin, S. (2018). Adaptive welding of S960QC UHSS for arctic structural applications,International Review of Mechanical Engineering 12(4), pp. 371-381.

Haukioja, T., Kaivo-oja, K., Karppinen, A. & Vähänsantanen (2018). Identification of Smart Regions with Resilience, Specialisation and Labour Intensity of Globally Competitive Sectors – The Examination of LAU-1 Regions in Finland, European Integration Studies.

Hiilamo, H. & Komp, K. (2018). The Case for Participation Income: Acknowledging the Value and Diversity of Social Participation. Political Quarterly 89(2) pp. 256—261.

Kaivo-oja, J. & Lauraeus, T. (2018). The European Mind-set, European Opinion and Economic Developments in 2007-2017: Major Changes of Public Opinion and the European Mind-set in Years 2004-2018, European Integration Studies

Kaivo-oja, J., Lauraeus, T & Luukkanen, J. (2018). Economic Growth and Gross Domestic Expenditure on R&D in G7 Countries with Some Benchmarking with BRICS Countries: Long-Run Comparative Synergy Analyses. Knowledge Management in Organizations. 3th International Conference, KMO 2018, Žilina, Slovakia, August 6–10, 2018, Proceedings. Editors: Uden, Lorna, Hadzima, Branislav, Ting, I-Hsien (Eds.), Springer Nature Switzerland AG, Communications in Information and Computer Science. Band 877. pp. 237-248.

Kaivo-Oja, J., Knudsen, M., & Lauraéus, T. (2018). Reimagining Finland as a manufacturing base: the nearshoring potential of Finland in an industry 4.0 perspective. Business, Management and Education16(1), 65-80. https://doi.org/10.3846/bme.2018.2480 https://www.amazon.de/Knowledge-Management-Organizations-International-Communications/dp/331995203X

Kozlova, M., Chechurin, L., and Efimov-Soini, N. (2018). Levelized Function Cost: Economic Consideration for Design Concept Evaluation. pp. 267-298, in Chechurin, L. and Collan, M., Eds., (2018). Advances in Systematic Creativity – Creating and Managing Innovations. Palgrave McMillan, Cham, Switzerland.

Kozlova, M., Collan, M., and Luukka, P. (2018). Simulation Decomposition: New Approach For Better Simulation Analysis Of Multi-Variable Investment Projects, Fuzzy Economic Review, International Association for Fuzzy-set Management and Economy (SIGEF). vol. 21(2), pp. 3-18.

Korhonen,V.,  and Rautopuro, J. (2018). Identifying Problematic Study Progression and “At-Risk” Students in Higher Education in Finland. Scandinavian Journal of Educational Research.

Kustov, S., Corró, M.L., Kaminskii, V., Saren, A., Sozinov, A. & Ullakko, K. (2018). Elastic and anelastic phenomena related to eddy currents in cubic Ni2MnGa. Scripta Materialia, 147, pp. 69-73.

Lohrmann, C., Luukka, P., Jablonska-Sabuka, M., and Kauranne, T. (2018). A combination of fuzzy similarity measures and fuzzy entropy measures for supervised feature selection. Expert Systems with Applications, 110, pp. 216-236.

Lohrmann, C., and Luukka P. (2018). A novel similarity classifier with multiple ideal vectors based on k-means clusteringDecision Support Systems, 111. pp. 27-38.

Luukka, P., Stoklasa, J., and Collan, M. (2018). Transformations between the center of gravity and the possibilistic mean for triangular and trapezoidal fuzzy numbers, Soft Computing.

Milojević, A., Linß, S., Ćojbašić, Ž., Handroos, H., Luostarinen, L., Zentner, L. (2018) Adaptive Soft Robotic Gripper Based on Shape Morphing Compliant System. 2018 International Conference on Reconfigurable Mechanisms and Robots, ReMAR 2018

Moe, S. & Kaivo-oja, J. (2018). Model theory and observing systems. Notes on the use of models in systems research, Kybernetes, Vol. 47 Issue: 9, pp. 1690-1703.

Morreale, A., Stoklasa, J., and Talášek, T. (2018). Fuzzy Grouping Variables In Economic Analysis. A Pilot Study Of A Verification Of A Normative Model For R&D Alliances, Fuzzy Economic Review. International Association for Fuzzy-set Management and Economy (SIGEF), vol. 21(2), pp 19-46

Musiienko, D., Straka, L., Klimša, L., Saren, A., Sozinov, A., Heczko, O. & Ullakko, K. (2018). Giant magnetic-field-induced strain in Ni-Mn-Ga micropillars. Scripta Materialia, 150, pp.173-176.

Mäntyneva, P. &Hiilamo, H. (2018). Osallisuuden ja osattomuuden dynamiikat työtoiminnassa: etnografinen tutkimus kolmella kuntouttavan työtoiminnan kentällä. Yhteiskuntapolitiikka 82(1) pp. 18—28.

Nissinen,K., Ólafsson, R, F., Rautopuro,J., Halldórsson, A., M., Vettenranta, J., (2018). The urban advantage in education? Science achievement differences between metropolitan and other areas in Finland and Iceland in PISA 2015. in Northern Lights on TIMSS and PISA 2018. The Nordic Council of Ministers. TemaNord 2018:524 pp.183 – 218.

Nissinen,K., Rautopuro,J., & Puhakka,E. (2018). PISA-tutkimuksen metodologiasta. Julkaisussa: Juhani Rautopuro & Kalle Juuti (toim.). PISA pintaa syvemmältä. PISA 2015 Suomen pääraportti. Suomen Kasvatustieteellinen seura. Kasvatusalan tutkimuksia 77, pp. 343-378.

Ouakrim-Soivio, N., Rautopuro, J. & Hildén, R. (2018). Shadows under the Northern Star- The inequity developing in Finnish school education. Nordidactica – Journal of Humanities and Social Sciences Education. vol. 3, pp. 65-86.

Pérez-Checa, A., Feuchtwanger, J., Barandiaran, J.M., Sozinov, A., Ullakko, K. & Chernenko, V.A. (2018). Ni-Mn-Ga-(Co, Fe, Cu) high temperature ferromagnetic shape memory alloys: Effect of Mn and Ga replacement by Cu. Scripta Materialia, 154, pp.131-133.

Pulkka, Ville-Veikko (2018). “This time may be a little different” – exploring the Finnish view on the future of work. International Journal of Sociology and Social Policy.

Pulkkinen,J., Rautopuro,J. & Välijärvi,J. (2018). Kaikki hyvin? Suomalaisnuorten hyvinvointi Nuorisobarometrin ja PISA-tutkimuksen tulosten valossa. Julkaisussa Elina Pekkarinen & Sami Myllyniemi (toim.). Opinpolut ja pientareet. Nuorisobarometri 2017. Valtion nuorisoneuvoston julkaisuja, nro 58 s.121-132.

Pulkkinen,J., Tolvanen, A. & Rautopuro, J. (2018). Sosioekonominen tausta, motivaatio ja minäpystyvyys luonnontieteiden osaamisen selittäjinä tytöillä ja pojilla. Julkaisussa: Juhani Rautopuro & Kalle Juuti (toim.). PISA pintaa syvemmältä. PISA 2015 Suomen pääraportti. Suomen Kasvatustieteellinen seura. Kasvatusalan tutkimuksia 77. 19-37.

Rautopuro,J. & Juuti,K. (2018). Esipuhe. Julkaisussa: Juhani Rautopuro & Kalle Juuti (toim.). PISA pintaa syvemmältä. PISA 2015 Suomen pääraportti. Suomen Kasvatustieteellinen seura. Kasvatusalan tutkimuksia 77. pp7-15.

Rautopuro,J. & Juuti K.(toim.). (2018). PISA pintaa syvemmältä. PISA 2015 Suomen pääraportti. Suomen Kasvatustieteellinen seura. Kasvatusalan tutkimuksia 77.

Rameš, M., Heczko, O., Sozinov, A., Ullakko, K. & Straka, L. (2018). Magnetic properties of Ni-Mn-Ga-Co-Cu tetragonal martensites exhibiting magnetic shape memory effect. Scripta Materialia, 142.pp.61-65.

Roth, S., Melkonyan, A., Kaivo-oja,J., Manke, B., and Dana, L-P. (2018). Multifunctional organisation models. A systems-theoretical framework for new venture discovery and creation. Journal of Organizational Change Management. Forthcoming ©Emerald Publishing.

Roth S., Melkonyan A., Kaivo-oja J., Manke B., and Dana L.-P. (2018). Interfunctional business models. Map to an uncharted quadrant of the blue ocean. International Journal of Entrepreneurial Venturing, Vol. 10, No. 5, pp. 581–595 .

Räsänen, E., Collan, M., and Savolainen, J. ( 2018). Exploring the adoption of cloud-based ERP-systems in the Nordic Countries, in Proceedings of the Knowledge for Markets Conference, September 2018, Czech Republic  pp. 385-390

Soroka, A., Sozinov, A., Lanska, N., Rameš, M., Straka, L. & Ullakko, K. (2018). Composition and temperature dependence of twinning stress in non-modulated martensite of Ni-Mn-Ga-Co-Cu magnetic shape memory alloys. Scripta Materialia, 144. pp.52-55.

Stenström, M.-L., & Virolainen, M. (2018). The development of Finnish vocational education and training from 1850 to 1945. In S. Michelsen, & M.-L. Stenström (Eds.), Vocational Education in the Nordic Countries : The Historical Evolution (pp. 24-45). Oxon: Routledge.

Stenström, M.-L., & Virolainen, M. (2018). The modern evolution of vocational education and training in Finland (1945–2015). In S. Michelsen, & M.-L. Stenström (Eds.), Vocational Education in the Nordic Countries : The Historical Evolution (pp. 102-123). Oxon: Routledge.

Stoklasa, J., Talasek, T., and Stoklasova, J., (2018). Reflecting Emotional Aspects and Uncertainty in Multi-expert Evaluation: One Step Closer to a Soft Design-Alternative Evaluation Methodology, 299 – 322, in Chechurin, L. and Collan, M., Eds. (2018). Advances in Systematic Creativity – Creating and Managing Innovations. Palgrave McMillan, Cham, Switzerland

Straka, L., Drahokoupil, J., Veřtát, P., Zelený, M., Kopeček, J., Sozinov, A. and Heczko, O. (2018). Low temperature a/b nanotwins in Ni 50 Mn 25+ x Ga 25− x Heusler alloys. Scientific reports, 8(1), pp.11943.

Teräs, M., & Virolainen, M. (Eds.). Ammattikasvatuksen aikakauskirja, 20 (2) (2018). Teemanumero: Ammatillinen koulutus Pohjoismaissa. Opetus-, kasvatus- ja koulutusalojen säätiö, OKKA-säätiö (2018). open access.

Teräs, M., & Virolainen, M. (2018). Ammatillisen koulutuksen tutkimus Suomessa ja Pohjoismaissa. Ammattikasvatuksen aikakauskirja, 20 (2), 4-12 Open access.

Ullakko, K., Laitinen, V., Saren, A., Sozinov, A., Musiienko, D., Chmielus, M. & Salminen, A. (2018). Ni-Mn-Ga actuating elements manufactured using 3D printing. Paper presented to European Symposium on Martensitic Transformations, Metz, 27-31 August 2018.

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