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

2021

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. 

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

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.

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., & 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.

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

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.

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Zelený, M., Straka, L., Sozinov, A. & Heczko, O. (2018). Transformation Paths from Cubic to Low-Symmetry Structures in Heusler Ni2MnGa Compound. Scientific reports, 8, pp.7275.

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