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Articles

What drives the capacity to integrate Industry 4.0 technologies? Evidence from European R&D projects

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Pages 169-183 | Received 20 Jan 2019, Accepted 13 Mar 2019, Published online: 26 Mar 2019

References

  • Aiginger, K., and S. Davies. 2004. “Industrial Specialization and Geographic Concentration: two Sides of the Same Coin? Not for the European Union.” Journal of Applied Economics 7: 231–248. doi: 10.1080/15140326.2004.12040610
  • Arnold, E., J. Clark, and A. Muscio. 2005. “What the Evaluation Record Tells us About European Union Framework Programme Performance.” Science and Public Policy 32 (5): 385–397. doi: 10.3152/147154305781779335
  • Attaran, M., and M. Zwick. 1987. “Entropy and Other Measures of Industrial Diversification.” Quarterly Journal of Business and Economics 26: 17–35.
  • Banal-Estañol, A., M. Jofre-Bonet, and C. Lawson. 2015. “The Double-Edged Sword of Industry Collaboration: Evidence From Engineering Academics in the UK.” Research Policy 44: 1160–1175. doi: 10.1016/j.respol.2015.02.006
  • Bolli, T., and F. Somogyi. 2011. “Do Competitively Acquired Funds Induce Universities to Increase Productivity?” Research Policy 40 (1): 136–147. doi: 10.1016/j.respol.2010.10.001
  • Bonacich, P. 1987. “Power and Centrality: a Family of Measures.” American Journal of Sociology 92: 1170–1182. doi: 10.1086/228631
  • Boschma, R. A., and K. Frenken. 2011. “Technological Relatedness and Regional Branching.” In Dynamic Geographies of Knowledge Creation and Innovation, edited by H. Bathelt, M. P. Feldman, and D. F. Kogler, 64–81. London: Routledge, Taylor and Francis.
  • Breschi, S., L. Cassi, F. Malerba, and N. Vonotars. 2009. “Networked Research: European Policy Intervention in ICTs.” Technology Analysis and Strategic Management 21 (7): 833–857. doi: 10.1080/09537320903182314
  • Breschi, S., F. Lissoni, and F. Malerba. 2003. “Knowledge-relatedness in Firm Technological Diversification.” Research Policy 32: 69–87. doi: 10.1016/S0048-7333(02)00004-5
  • Cecere, G., and N. Corrocher. 2015. “The Intensity of Interregional Cooperation in Information and Communication Technology Projects: An Empirical Analysis of the Framework Programme.” Regional Studies 49 (2): 204–218. doi: 10.1080/00343404.2012.759651
  • Cecere, G., and M. Ozman. 2014. “Technological Diversity and Inventor Networks.” Economics of Innovation and New Technology 23: 161–178. doi: 10.1080/10438599.2013.815473
  • Chen, H. 2017. “Applications of Cyber-Physical System: A Literature Review.” Journal of Industrial Integration and Management 2 (3), doi:10.1142/S2424862217500129.
  • Ciffolilli, A. 2016. Dove l’Italia ha un vantaggio nella tecnologia. http://www.lavoce.info/archives/43334/italia-in-vantaggio-nelle-tecnologie-abilitanti/.
  • Ciffolilli, A., and A. Muscio. 2018. “Industry 4.0: National and Regional Comparative Advantages in key Enabling Technologies.” European Planning Studies. 26: 2323–2343. doi:10.1080/09654313.2018.1529145.
  • Clark, J., A. Muscio, P. Simmonds, and N. Von Tunzelmann. 2004. Targeted Review of Added Value Provided by International R&D Programmes, Office of Science and Technology (OST) International – DTI, May.
  • Cohen, P., J. Cohen, S. G. West, and L. S. Aiken. 2003. Applied Multiple Regression/Correlation Analysis for the Behavioural Sciences. 3rd edition. Hillsdale, NJ: Erlbaum.
  • Confindustria. 2016. Indagine conoscitiva su “Industria 4.0": quale modello applicare al tessuto industriale italiano. Strumenti per favorire la digitalizzazione delle filiere industriali nazionali, Audizione Parlamentare, Commissione Attività Produttive, Camera dei Deputati, March 22nd 2016.
  • Defazio, D., A. Lockett, and M. Wright. 2009. “Funding Incentives, Collaborative Dynamics and Scientific Productivity: Evidence From the EU Framework Program.” Research Policy 38: 293–305. doi: 10.1016/j.respol.2008.11.008
  • Dotti, N. F., and A. Spithoven. 2017. “Economic Drivers and Specialization Patterns in the Spatial Distribution of Framework Programme’s Participation.” Papers in Regional Science. doi:10.1111/pirs.12299.
  • European Commission. 2010. Factories of the Future: Multi-annual Roadmap for the Contractual PPP under Horizon 2020, prepared by the ad-hoc Industrial Advisory Group, Brussels.
  • European Commission. 2013a. Factories of the Future: Multi-annual Roadmap for the Contractual PPP under Horizon 2020, prepared by EFFRA, Brussels.
  • European Commission. 2013b. Sixth FP7 Monitoring Report (Monitoring Report 2012), 7th August 2013.
  • European Commission. 2016. An analysis of the role and engagement of universities with regard to participation in the Framework Programmes, DG Research and Innovation, study carried out by Ismeri Europa, Politecnico di Torino and IRCRES-CNR.
  • Fahrenkrog, G., W. Polt, J. Rojo, A. Tubke, and K. Zinocker, (eds.) 2002. RTD Evaluation Toolbox: Assessing the Socio-Economic Impact of RTD Policies. STRATA Project HPV 1 CT 1999–00005, IPTS Technical Report Series, EUR 20382 EN, IPTS, Seville.
  • Foray, D., P. A. David, and B. H. Hall. 2011. Smart specialization: From academic idea to political instrument, the surprising career of a concept and the difficulties involved in its implementation. MTEI-WORKING_PAPER, 2011–001.
  • Foray, D., and X. Goenaga. 2013. The goals of smart specialisation, S3 Policy Brief Series n° 01/2013 – May 2013, S3 Platform, JRC-IPTS.
  • Frenken, K., and R. A. Boschma. 2007. “A Theoretical Framework for Evolutionary Economic Geography: Industrial Dynamics and Urban Growth as a Branching Process.” Journal of Economic Geography 7 (5): 635–649. doi: 10.1093/jeg/lbm018
  • Fritsch, M., and V. Slavtchev. 2011. “Determinants of the Efficiency of Regional Innovation Systems.” Regional Studies 45 (7): 905–918. doi: 10.1080/00343400802251494
  • Gambardella, A., M. Mariani, and S. Torrisi. 2009. “How ‘Provincial’ is Your Region? Openness and Regional Performance in Europe.” Regional Studies 43 (7): 935–947. doi: 10.1080/00343400801932268
  • Gemba, K., and F. Kodama. 2001. “Diversification Dynamics of the Japanese Industry.” Research Policy 30: 1165–1184. doi: 10.1016/S0048-7333(00)00140-2
  • Georghiou, L. 2001. “Evolving Frameworks for European Collaboration in Research and Technology.” Research Policy 30: 891–903. doi: 10.1016/S0048-7333(00)00163-3
  • Gilsing, V., B. Nooteboom, W. Vanhaverbekec, G. Duystersd, and A. Van Den Oorda. 2008. “Network Embeddedness and the Exploration of Novel Technologies: Technological Distance, Betweenness Centrality and Density.” Research Policy 37: 1717–1731. doi: 10.1016/j.respol.2008.08.010
  • Götz, M., and B. Jankowska. 2017. “Clusters and Industry 4.0 – do They fit Together?” European Planning Studies 25: 1633–1653. doi: 10.1080/09654313.2017.1327037
  • Granstrand, O. 1998. “Towards a Theory of Technology-Based Firm.” Research Policy 27: 465–489. doi: 10.1016/S0048-7333(98)00067-5
  • Gürdür, D., and F. Asplund. 2018. “A Systematic Review to Merge Discourses: Interoperability, Integration and Cyber-Physical Systems.” Journal of Industrial Information Integration 9: 14–23. doi: 10.1016/j.jii.2017.12.001
  • Hoekman, J., T. Scherngell, K. Frenken, and R. Tijssen. 2013. “Acquisition of European Research Funds and its Effect on International Scientific Collaboration.” Journal of Economic Geography 13: 23–52. doi: 10.1093/jeg/lbs011
  • Hollanders, H., L. Rivera Léon, and L. Roman. 2012. Regional Innovation Scoreboard 2012, European Commission, Directorate-General for Enterprise and Industry. doi:10.2769/55659.
  • Kagermann, H., W.-D. Lukas, and W. Wahlster. 2011. Industrie 4.0: Mitdem Internet der Dinge auf demWegzur 4. industriellen Revolution. VDI Nachrichten. http://www.vdi-nachrichten.com/Technik-Gesellschaft/Industrie-40-Mit-Internet-Dinge-Weg-4-industriellen-Revolution.
  • Kagermann, H., W. Wahlster, and J. Helbig. 2013. Recommendations for Implementing the Strategic Initiative INDUSTRIE 4.0. Final Report of the Industrie 4.0 Working Group. Berlin: Forschungsunion.
  • Lasi, H., P. Fettke, T. Feld, and M. Hoffmann. 2014. “Industry 4.0.” Business & Information Systems Engineering 6 (4): 239–242. doi: 10.1007/s12599-014-0334-4
  • Lee, S., and B. Bozeman. 2005. “The Impact of Research Collaboration on Scientific Productivity.” Social Studies of Science 35: 67–702. doi: 10.1177/0306312705052359
  • Lu, Y. 2017. “Industry 4.0: a Survey on Technologies, Applications and Open Research Issues.” Journal of Industrial Information Integration 6: 1–10. doi: 10.1016/j.jii.2017.04.005
  • Lu, Y. 2018a. “Blockchain and the Related Issues: a Review of Current Research Topics.” Journal of Management Analytics 5 (4): 231–255. doi: 10.1080/23270012.2018.1516523
  • Lu, Y. 2018b. “Blockchain: a Survey on Functions, Applications and Open Issues.” Journal of Industrial Integration and Management 3 (4): 2018.
  • Maggioni, M. A., and T. E. Uberti. 2007. “Inter-Regional Knowledge Flows in Europe: An Econometric Analysis.” In Applied Evolutionary Economics and Economic Geography, edited by K. Frenken, 230–255. Cheltenham: Edward Elgar.
  • McCann, P., and R. Ortega-Argilés. 2015. “Smart Specialization, Regional Growth and Applications to European Union Cohesion Policy.” Regional Studies 49 (8): 1291–1302. doi: 10.1080/00343404.2013.799769
  • Muscio, A., (2006) The European Added Value of Framework Programmes: Evidence From the UK, Economia, Società e Istituzioni 3, 381–412.
  • Muscio, A., and A. Ciffolilli. 2018. “Technological Diversity in Europe: Empirical Evidence From Agri-Food Projects Sponsored by the 7th Framework Programme.” Regional Studies 52 (3): 374–387. doi: 10.1080/00343404.2017.1301662
  • Muscio, A., L. Rivera Leon, and A. Reid. 2015. “An Empirical Test of the Regional Innovation Paradox: can Smart Specialisation Overcome the Paradox in the Central and Eastern European Countries?” Journal of Economic Policy Reform 18 (2): 153–171. doi: 10.1080/17487870.2015.1013545
  • Paier, M., and T. Scherngell. 2011. “Determinants of Collaboration in European R&D Networks: Empirical Evidence From a Discrete Choice Model.” Industry and Innovation 18 (1): 89–104. doi: 10.1080/13662716.2010.528935
  • Pandza, K., T. A. Wilkins, and E. A. Alfoldi. 2011. “Collaborative Diversity in a Nanotechnology Innovation System: Evidence From the EU Framework Programme.” Technovation 31: 476–489. doi: 10.1016/j.technovation.2011.05.003
  • Peruzzini, M., and J. Stjepandić. 2018. “Editorial to the Special Issue: “Transdisciplinary Analytics in Supply Chain Management”.” Journal of Management Analytics 5 (2): 75–80. doi: 10.1080/23270012.2018.1443405
  • Pfeiffer, S. 2017. “The Vision of “Industrie 4.0” in the Making—a Case of Future Told, Tamed, and Traded.” Nanoethics 11 (1): 107–121. doi: 10.1007/s11569-016-0280-3
  • Powell, W. W., and S. Grodal. 2005. “Networks of Innovators.” In The Oxford Handbook of Innovation, edited by J. Fagerberg, D. C. Mowery, and R. R. Nelson, 56–85. Oxford: Oxford University Press.
  • Quintana-Garcia, C., and C. A. Benavides-Velasco. 2008. “Innovative Competence, Exploration and Exploitation: The Influence of Technological Diversification.” Research Policy 37: 492–507. doi: 10.1016/j.respol.2007.12.002
  • Rodriguez-Pose, A., and R. Crescenzi. 2008. “R&D, Spillovers, Innovation Systems and the Genesis of Regional Growth in Europe.” Regional Studies 42: 51–67. doi: 10.1080/00343400701654186
  • Roediger-Schluga, T., and M. J. Barber. 2006. The Structure of R&D Collaboration Networks in the European Framework Programmes. UNU-MERIT Working Paper Series No. 2006–36. United Nations University – Maastricht Economic and Social Research Institute on Innovation and Technology, Maastricht.
  • Scherngell, T., and M. Barber. 2009. “Spatial Interaction Modelling of Cross-Region R&D Collaborations. Empirical Evidence From the 5th EU Framework Programme.” Papers in Regional Science 88: 531–546. doi: 10.1111/j.1435-5957.2008.00215.x
  • Scherngell, T., and M. Barber. 2011. “Distinct Spatial Characteristics of Industrial and Public Research Collaborations: Evidence From the 5th EU Framework Programme.” The Annals of Regional Science 46 (2): 247–266. doi: 10.1007/s00168-009-0334-3
  • Schwab, K. 2015. The Fourth Industrial Revolution: What It Means and How to Respond. Foreign Affairs. https://www.foreignaffairs.com/articles/2015-12-12/fourth-industrial-revolution.
  • Sorvik, J., R. Rakhmatullin, and M. Palazuelos Martinez. 2014. Preliminary Report on KETs Priorities Declared by Regions in the Context of Their Work on Research and Innovation Strategies for Smart Specialisation (RIS3). JRC Technical Report 2013. Seville, Spain: European Commission. http://publications.jrc.ec.europa.eu/repository/bitstream/JRC84659/preliminary%20report%20on%20kets_js.pdf.
  • Technopolis Group, Fraunhofer ISI. 2015. Regional Innovation Monitor Plus 2015, Thematic Paper 1: Mapping advanced manufacturing networks and exploring new business opportunities, European Communities.
  • Van Rijnsoever, F. J., J. Van Den Berg, J. Koch, and M. P. Hekkert. 2015. “Smart Innovation Policy: How Network Position and Project Composition Affect the Diversity of an Emerging Technology.” Research Policy 44: 1094–1107. doi: 10.1016/j.respol.2014.12.004
  • Wang, Q., and N. Von Tunzelmann. 2000. “Complexity and Functions of the Firm: Breadth and Depth.” Research Policy 29: 805–818. doi: 10.1016/S0048-7333(00)00106-2
  • Wanzenböck, I., T. Scherngell, and R. Lata. 2015. “Embeddedness of European Regions in European Union-Funded Research and Development (R&D) Networks: A Spatial Econometric Perspective.” Regional Studies 49 (10): 1685–1705. doi: 10.1080/00343404.2013.873119
  • Xu, L. 2016. “Editorial Inaugural Issue.” Journal of Industrial Information Integration 1: 1–2. doi: 10.1016/j.jii.2016.04.001
  • Xu, L., and L. Duan. 2019. “Big Data for Cyber Physical Systems in Industry 4.0: A Survey.” Enterprise Information Systems 13 (2): 148–169. doi: 10.1080/17517575.2018.1442934
  • Xu, L., E. Xu, and L. Li. 2018. “Industry 4.0: State of the art and Future Trends.” International Journal of Production Research 56(8): 2941–2962. doi: 10.1080/00207543.2018.1444806

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