IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v135y2021ics1364032120304974.html
   My bibliography  Save this article

Recent advances on industrial data-driven energy savings: Digital twins and infrastructures

Author

Listed:
  • Teng, Sin Yong
  • Touš, Michal
  • Leong, Wei Dong
  • How, Bing Shen
  • Lam, Hon Loong
  • Máša, Vítězslav

Abstract

Data-driven models for industrial energy savings heavily rely on sensor data, experimentation data and knowledge-based data. This work reveals that too much research attention was invested in making data-driven models, as supposed to ensuring the quality of industrial data. Furthermore, the true challenge within the Industry 4.0 is with data communication and infrastructure problems, not so significantly on developing modelling techniques. Current methods and data infrastructures for industrial energy savings were comprehensively reviewed to showcase the potential for a more accurate and effective digital twin-based infrastructure for the industry. With a few more development in enabling technologies such as 5G developments, Internet of Things (IoT) standardization, Artificial Intelligence (AI) and blockchain 3.0 utilization, it is but a matter of time that the industry will transition towards the digital twin-based approach. Global government efforts and policies are already inclining towards leveraging better industrial energy efficiencies and energy savings. This provides a promising future for the development of a digital twin-based energy-saving system in the industry. Foreseeing some potential challenges, this paper also discusses the importance of symbiosis between researchers and industrialists to transition from traditional industry towards a digital twin-based energy-saving industry. The novelty of this work is the current context of industrial energy savings was extended towards cutting-edge technologies for Industry 4.0. Furthermore, this work proposes to standardize and modularize industrial data infrastructure for smart energy savings. This work also serves as a concise guideline for researchers and industrialists who are looking to implement advanced energy-saving systems.

Suggested Citation

  • Teng, Sin Yong & Touš, Michal & Leong, Wei Dong & How, Bing Shen & Lam, Hon Loong & Máša, Vítězslav, 2021. "Recent advances on industrial data-driven energy savings: Digital twins and infrastructures," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    • Handle: RePEc:eee:rensus:v:135:y:2021:i:c:s1364032120304974
    DOI: 10.1016/j.rser.2020.110208
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032120304974
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.rser.2020.110208?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ankrah, Samuel & AL-Tabbaa, Omar, 2015. "Universities–industry collaboration: A systematic review," Scandinavian Journal of Management, Elsevier, vol. 31(3), pages 387-408.
    2. Ringel, Marc & Knodt, Michèle, 2018. "The Governance of the European Energy Union: Efficiency, effectiveness and acceptance of the Winter Package 2016," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 110990, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    3. van Rijnsoever, Frank J. & Hessels, Laurens K. & Vandeberg, Rens L.J., 2008. "A resource-based view on the interactions of university researchers," Research Policy, Elsevier, vol. 37(8), pages 1255-1266, September.
    4. Mueller, Pamela, 2006. "Exploring the knowledge filter: How entrepreneurship and university-industry relationships drive economic growth," Research Policy, Elsevier, vol. 35(10), pages 1499-1508, December.
    5. Zhaoxuan Li & SM Mahbobur Rahman & Rolando Vega & Bing Dong, 2016. "A Hierarchical Approach Using Machine Learning Methods in Solar Photovoltaic Energy Production Forecasting," Energies, MDPI, vol. 9(1), pages 1-12, January.
    6. Alessandro Muscio & Giovanna Vallanti, 2014. "Perceived Obstacles to University-Industry Collaboration: Results from a Qualitative Survey of Italian Academic Departments," Industry and Innovation, Taylor & Francis Journals, vol. 21(5), pages 410-429, July.
    7. Teng, Sin Yong & How, Bing Shen & Leong, Wei Dong & Teoh, Jun Hao & Cheah, Adrian Chee Siang & Motavasel, Zahra & Lam, Hon Loong, 2019. "Principal component analysis-aided statistical process optimisation (PASPO) for process improvement in industrial refineries," MPRA Paper 94058, University Library of Munich, Germany, revised 01 Jan 2019.
    8. Changyi Deng & Ruifeng Guo & Chao Liu & Ray Y. Zhong & Xun Xu, 2018. "Data cleansing for energy-saving: a case of Cyber-Physical Machine Tools health monitoring system," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 1000-1015, January.
    9. Meyer-Krahmer, Frieder & Schmoch, Ulrich, 1998. "Science-based technologies: university-industry interactions in four fields," Research Policy, Elsevier, vol. 27(8), pages 835-851, December.
    10. Mengelkamp, Esther & Gärttner, Johannes & Rock, Kerstin & Kessler, Scott & Orsini, Lawrence & Weinhardt, Christof, 2018. "Designing microgrid energy markets," Applied Energy, Elsevier, vol. 210(C), pages 870-880.
    11. Brian Karlson & Lisa Callagher, 2012. "Which University To Partner With: An Investigation Into Partner Selection Motives Among Small Innovative Firms," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 16(03), pages 1-16.
    12. Swords, B. & Coyle, E. & Norton, B., 2008. "An enterprise energy-information system," Applied Energy, Elsevier, vol. 85(1), pages 61-69, January.
    13. Backlund, Sandra & Thollander, Patrik & Palm, Jenny & Ottosson, Mikael, 2012. "Extending the energy efficiency gap," Energy Policy, Elsevier, vol. 51(C), pages 392-396.
    14. Perkmann, Markus & Tartari, Valentina & McKelvey, Maureen & Autio, Erkko & Broström, Anders & D’Este, Pablo & Fini, Riccardo & Geuna, Aldo & Grimaldi, Rosa & Hughes, Alan & Krabel, Stefan & Kitson, Mi, 2013. "Academic engagement and commercialisation: A review of the literature on university–industry relations," Research Policy, Elsevier, vol. 42(2), pages 423-442.
    15. Guntram B. Wolff, 2018. "How Should the EU Position Itself in a Global Trade War?," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 53(2), pages 50-51, March.
    16. J. Leon Zhao & Shaokun Fan & Jiaqi Yan, 2016. "Overview of business innovations and research opportunities in blockchain and introduction to the special issue," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 2(1), pages 1-7, December.
    17. Chen, Hsing Hung & Chen, Silu & Lan, Yong, 2016. "Attaining a sustainable competitive advantage in the smart grid industry of China using suitable open innovation intermediaries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 1083-1091.
    18. Andrew Atkeson & Patrick J. Kehoe, 2002. "The transition to a new economy after the Second Industrial Revolution," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    19. Christoph Grimpe & Katrin Hussinger, 2013. "Formal and Informal Knowledge and Technology Transfer from Academia to Industry: Complementarity Effects and Innovation Performance," Industry and Innovation, Taylor & Francis Journals, vol. 20(8), pages 683-700, November.
    20. Frank J. van Rijnsoever & Laurens K. Hessels & Rens L.J. Vandeberg, 2008. "A resource-based view on the interactions of university researchers," Innovation Studies Utrecht (ISU) working paper series 08-14, Utrecht University, Department of Innovation Studies, revised Apr 2008.
    21. Andoni, Merlinda & Robu, Valentin & Flynn, David & Abram, Simone & Geach, Dale & Jenkins, David & McCallum, Peter & Peacock, Andrew, 2019. "Blockchain technology in the energy sector: A systematic review of challenges and opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 100(C), pages 143-174.
    22. Rudi Bekkers & Bodas Freitas, 2008. "Analysing preferences for knowledge transfer channels between universities and industry: To what degree do sectors also matter?," Grenoble Ecole de Management (Post-Print) hal-01487467, HAL.
    23. Tobias Cagala, 2017. "Improving data quality and closing data gaps with machine learning," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Data needs and Statistics compilation for macroprudential analysis, volume 46, Bank for International Settlements.
    24. Zou, Jing & Chang, Qing & Arinez, Jorge & Xiao, Guoxian, 2017. "Data-driven modeling and real-time distributed control for energy efficient manufacturing systems," Energy, Elsevier, vol. 127(C), pages 247-257.
    25. Bekkers, Rudi & Bodas Freitas, Isabel Maria, 2008. "Analysing knowledge transfer channels between universities and industry: To what degree do sectors also matter?," Research Policy, Elsevier, vol. 37(10), pages 1837-1853, December.
    26. Touš, Michal & Pavlas, Martin & Putna, Ondřej & Stehlík, Petr & Crha, Lukáš, 2015. "Combined heat and power production planning in a waste-to-energy plant on a short-term basis," Energy, Elsevier, vol. 90(P1), pages 137-147.
    27. Eric W. T. Ngai & Angappa Gunasekaran & Samuel Fosso Wamba & Shahriar Akter & Rameshwar Dubey, 2017. "Big data analytics in electronic markets," Electronic Markets, Springer;IIM University of St. Gallen, vol. 27(3), pages 243-245, August.
    28. Wei Ji & Shubin Yin & Lihui Wang, 2019. "A big data analytics based machining optimisation approach," Journal of Intelligent Manufacturing, Springer, vol. 30(3), pages 1483-1495, March.
    29. Craig Boardman & Barry Bozeman, 2015. "Academic faculty as intellectual property in university-industry research alliances," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(5), pages 403-420, July.
    30. Delmas, Magali A. & Fischlein, Miriam & Asensio, Omar I., 2013. "Information strategies and energy conservation behavior: A meta-analysis of experimental studies from 1975 to 2012," Energy Policy, Elsevier, vol. 61(C), pages 729-739.
    31. Junghee Han, 2017. "Technology Commercialization through Sustainable Knowledge Sharing from University-Industry Collaborations, with a Focus on Patent Propensity," Sustainability, MDPI, vol. 9(10), pages 1-16, October.
    32. Sung, Tae Kyung, 2018. "Industry 4.0: A Korea perspective," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 40-45.
    33. Fei Tao & Fangyuan Sui & Ang Liu & Qinglin Qi & Meng Zhang & Boyang Song & Zirong Guo & Stephen C.-Y. Lu & A. Y. C. Nee, 2019. "Digital twin-driven product design framework," International Journal of Production Research, Taylor & Francis Journals, vol. 57(12), pages 3935-3953, June.
    34. Angelis, Jannis & Ribeiro da Silva, Elias, 2019. "Blockchain adoption: A value driver perspective," Business Horizons, Elsevier, vol. 62(3), pages 307-314.
    35. Tuo, Junbo & Liu, Fei & Liu, Peiji & Zhang, Hua & Cai, Wei, 2018. "Energy efficiency evaluation for machining systems through virtual part," Energy, Elsevier, vol. 159(C), pages 172-183.
    36. Joseph Antos, 1983. "Analysis of Labor Cost: Data Concepts and Sources," NBER Chapters, in: The Measurement of Labor Cost, pages 153-182, National Bureau of Economic Research, Inc.
    37. Tian, Jinping & Shi, Han & Li, Xing & Chen, Lujun, 2012. "Measures and potentials of energy-saving in a Chinese fine chemical industrial park," Energy, Elsevier, vol. 46(1), pages 459-470.
    38. Máša, Vítězslav & Stehlík, Petr & Touš, Michal & Vondra, Marek, 2018. "Key pillars of successful energy saving projects in small and medium industrial enterprises," Energy, Elsevier, vol. 158(C), pages 293-304.
    39. Zhou, Kaile & Fu, Chao & Yang, Shanlin, 2016. "Big data driven smart energy management: From big data to big insights," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 215-225.
    40. Leong, Wei Dong & Teng, Sin Yong & How, Bing Shen & Ngan, Sue Lin & Lam, Hon Loong & Tan, Chee Pin & Ponnambalam, S. G., 2019. "Adaptive Analytical Approach to Lean and Green Operations," MPRA Paper 95449, University Library of Munich, Germany, revised 20 May 2019.
    41. Borozan, Djula, 2013. "Exploring the relationship between energy consumption and GDP: Evidence from Croatia," Energy Policy, Elsevier, vol. 59(C), pages 373-381.
    42. Kshetri, Nir, 2017. "Blockchain's roles in strengthening cybersecurity and protecting privacy," Telecommunications Policy, Elsevier, vol. 41(10), pages 1027-1038.
    43. Xi Vincent Wang & Lihui Wang, 2019. "Digital twin-based WEEE recycling, recovery and remanufacturing in the background of Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 57(12), pages 3892-3902, June.
    44. Mattila, Juri & Seppälä, Timo & Naucler, Catarina & Stahl, Riitta & Tikkanen, Marianne & Bådenlid, Alexandra & Seppälä, Jane, 2016. "Industrial Blockchain Platforms: An Exercise in Use Case Development in the Energy Industry," ETLA Working Papers 43, The Research Institute of the Finnish Economy.
    45. Kim, Suwon & Kim, Seongcheol, 2016. "A multi-criteria approach toward discovering killer IoT application in Korea," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 143-155.
    46. George, Gerard & Zahra, Shaker A. & Wood, D. Jr., 2002. "The effects of business-university alliances on innovative output and financial performance: a study of publicly traded biotechnology companies," Journal of Business Venturing, Elsevier, vol. 17(6), pages 577-609, October.
    47. Jinjiang Wang & Lunkuan Ye & Robert X. Gao & Chen Li & Laibin Zhang, 2019. "Digital Twin for rotating machinery fault diagnosis in smart manufacturing," International Journal of Production Research, Taylor & Francis Journals, vol. 57(12), pages 3920-3934, June.
    48. Barnes, Tina & Pashby, Ian & Gibbons, Anne, 2002. "Effective University - Industry Interaction:: A Multi-case Evaluation of Collaborative R&D Projects," European Management Journal, Elsevier, vol. 20(3), pages 272-285, June.
    49. Abdelaziz, E.A. & Saidur, R. & Mekhilef, S., 2011. "A review on energy saving strategies in industrial sector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 150-168, January.
    50. Wei, Min & Hong, Seung Ho & Alam, Musharraf, 2016. "An IoT-based energy-management platform for industrial facilities," Applied Energy, Elsevier, vol. 164(C), pages 607-619.
    51. Jiani Wu & Nguyen Khoi Tran, 2018. "Application of Blockchain Technology in Sustainable Energy Systems: An Overview," Sustainability, MDPI, vol. 10(9), pages 1-22, August.
    52. Johanna Wallin & Ola Isaksson & Andreas Larsson & Bengt-Olof Elfström, 2014. "Bridging The Gap Between University And Industry: Three Mechanisms For Innovation Efficiency," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 11(01), pages 1-18.
    53. Qiang Liu & Hao Zhang & Jiewu Leng & Xin Chen, 2019. "Digital twin-driven rapid individualised designing of automated flow-shop manufacturing system," International Journal of Production Research, Taylor & Francis Journals, vol. 57(12), pages 3903-3919, June.
    54. Jeremy Howells & Ronnie Ramlogan & Shu-Li Cheng, 2012. "Innovation and university collaboration: paradox and complexity within the knowledge economy," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 36(3), pages 703-721.
    55. Tu, Chunming & He, Xi & Shuai, Zhikang & Jiang, Fei, 2017. "Big data issues in smart grid – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 1099-1107.
    56. Muhammad Amin Durrani & Iftikhar Ahmad & Manabu Kano & Shinji Hasebe, 2018. "An Artificial Intelligence Method for Energy Efficient Operation of Crude Distillation Units under Uncertain Feed Composition," Energies, MDPI, vol. 11(11), pages 1-12, November.
    57. Robert Rybnicek & Roland Königsgruber, 2019. "What makes industry–university collaboration succeed? A systematic review of the literature," Journal of Business Economics, Springer, vol. 89(2), pages 221-250, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chung, Kenneth Hsien Yung & Li, Dan & Adriaens, Peter, 2023. "Technology-enabled financing of sustainable infrastructure: A case for blockchains and decentralized oracle networks," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    2. Yan Chen & Zijin Wang & Jaime Ortiz, 2023. "A Sustainable Digital Ecosystem: Digital Servitization Transformation and Digital Infrastructure Support," Sustainability, MDPI, vol. 15(2), pages 1-16, January.
    3. Cui, Zhipeng & Xu, Jing & Liu, Wenhao & Zhao, Guanjia & Ma, Suxia, 2023. "Data-driven modeling-based digital twin of supercritical coal-fired boiler for metal temperature anomaly detection," Energy, Elsevier, vol. 278(PA).
    4. Yu, Wei & Patros, Panos & Young, Brent & Klinac, Elsa & Walmsley, Timothy Gordon, 2022. "Energy digital twin technology for industrial energy management: Classification, challenges and future," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    5. Piotr F. Borowski, 2021. "Digitization, Digital Twins, Blockchain, and Industry 4.0 as Elements of Management Process in Enterprises in the Energy Sector," Energies, MDPI, vol. 14(7), pages 1-20, March.
    6. Naseri, F. & Gil, S. & Barbu, C. & Cetkin, E. & Yarimca, G. & Jensen, A.C. & Larsen, P.G. & Gomes, C., 2023. "Digital twin of electric vehicle battery systems: Comprehensive review of the use cases, requirements, and platforms," Renewable and Sustainable Energy Reviews, Elsevier, vol. 179(C).
    7. Jiang, Zhengyu & Zhang, Xinyi & Zhao, Yingzhi & Li, Chengming & Wang, Zeyu, 2023. "The impact of urban digital transformation on resource sustainability: Evidence from a quasi-natural experiment in China," Resources Policy, Elsevier, vol. 85(PA).
    8. Zhao, Guanjia & Cui, Zhipeng & Xu, Jing & Liu, Wenhao & Ma, Suxia, 2022. "Hybrid modeling-based digital twin for performance optimization with flexible operation in the direct air-cooling power unit," Energy, Elsevier, vol. 254(PC).
    9. Zita Vale & Pedro Faria & Omid Abrishambaf & Luis Gomes & Tiago Pinto, 2021. "MARTINE—A Platform for Real-Time Energy Management in Smart Grids," Energies, MDPI, vol. 14(7), pages 1-18, March.
    10. Sandra Giraldo & David la Rotta & César Nieto-Londoño & Rafael E. Vásquez & Ana Escudero-Atehortúa, 2021. "Digital Transformation of Energy Companies: A Colombian Case Study," Energies, MDPI, vol. 14(9), pages 1-14, April.
    11. Isaías González & Antonio José Calderón & José María Portalo, 2021. "Innovative Multi-Layered Architecture for Heterogeneous Automation and Monitoring Systems: Application Case of a Photovoltaic Smart Microgrid," Sustainability, MDPI, vol. 13(4), pages 1-24, February.
    12. Pachouri, Vikrant & Singh, Rajesh & Gehlot, Anita & Pandey, Shweta & Vaseem Akram, Shaik & Abbas, Mohamed, 2024. "Empowering sustainability in the built environment: A technological Lens on industry 4.0 Enablers," Technology in Society, Elsevier, vol. 76(C).
    13. Chen, Yan & Zhang, Ruiqian & Lyu, Jiayi & Hou, Yuqi, 2024. "AI and Nuclear: A perfect intersection of danger and potential?," Energy Economics, Elsevier, vol. 133(C).
    14. Potrč, Sanja & Nemet, Andreja & Čuček, Lidija & Varbanov, Petar Sabev & Kravanja, Zdravko, 2022. "Synthesis of a regenerative energy system – beyond carbon emissions neutrality," Renewable and Sustainable Energy Reviews, Elsevier, vol. 169(C).
    15. Zhu, Minglei & Huang, Haiyan & Ma, Weiwen, 2023. "Transformation of natural resource use: Moving towards sustainability through ICT-based improvements in green total factor energy efficiency," Resources Policy, Elsevier, vol. 80(C).
    16. Armando J. Taveras Cruz & Miguel Aybar-Mejía & Yobany Díaz Roque & Karla Coste Ramírez & José Gabriel Durán & Dinelson Rosario Weeks & Deyslen Mariano-Hernández & Luis Hernández-Callejo, 2023. "Implications of 5G Technology in the Management of Power Microgrids: A Review of the Literature," Energies, MDPI, vol. 16(4), pages 1-18, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Adegbile, Abiodun Samuel & Sarpong, David & Kolade, Oluwaseun, 2021. "Environments for Joint University-Industry Laboratories (JUIL): Micro-level dimensions and research implications," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    2. Robert Rybnicek & Roland Königsgruber, 2019. "What makes industry–university collaboration succeed? A systematic review of the literature," Journal of Business Economics, Springer, vol. 89(2), pages 221-250, March.
    3. Victoria Galan-Muros & Todd Davey, 2019. "The UBC ecosystem: putting together a comprehensive framework for university-business cooperation," The Journal of Technology Transfer, Springer, vol. 44(4), pages 1311-1346, August.
    4. Ankrah, Samuel & AL-Tabbaa, Omar, 2015. "Universities–industry collaboration: A systematic review," Scandinavian Journal of Management, Elsevier, vol. 31(3), pages 387-408.
    5. Niels Stijn & Frank J. Rijnsoever & Martine Veelen, 2018. "Exploring the motives and practices of university–start-up interaction: evidence from Route 128," The Journal of Technology Transfer, Springer, vol. 43(3), pages 674-713, June.
    6. Jing Li & Hong Fang & Siran Fang & Sultana Easmin Siddika, 2018. "Investigation of the Relationship among University–Research Institute–Industry Innovations Using a Coupling Coordination Degree Model," Sustainability, MDPI, vol. 10(6), pages 1-18, June.
    7. Adele Parmentola & Marco Ferretti & Eva Panetti, 0. "Exploring the university-industry cooperation in a low innovative region. What differences between low tech and high tech industries?," International Entrepreneurship and Management Journal, Springer, vol. 0, pages 1-28.
    8. Belitski, Maksim & Aginskaja, Anna & Marozau, Radzivon, 2019. "Commercializing university research in transition economies: Technology transfer offices or direct industrial funding?," Research Policy, Elsevier, vol. 48(3), pages 601-615.
    9. Perkmann, Markus & Tartari, Valentina & McKelvey, Maureen & Autio, Erkko & Broström, Anders & D’Este, Pablo & Fini, Riccardo & Geuna, Aldo & Grimaldi, Rosa & Hughes, Alan & Krabel, Stefan & Kitson, Mi, 2013. "Academic engagement and commercialisation: A review of the literature on university–industry relations," Research Policy, Elsevier, vol. 42(2), pages 423-442.
    10. Nelson Duarte & Krzysztof Szczepaniak & Vítor Santos & Cristóvao Sousa & Carla Sofia Gonçalves Pereira, 2017. "Model transferu wiedzy z uczelni wyższych do biznesu," Collegium of Economic Analysis Annals, Warsaw School of Economics, Collegium of Economic Analysis, issue 44, pages 211-236.
    11. Alice Bertoletti & Geraint Johnes, 2021. "Efficiency in university-industry collaboration: an analysis of UK higher education institutions," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(9), pages 7679-7714, September.
    12. Timo Kleiner-Schaefer & Kerstin J. Schaefer, 2022. "Barriers to university–industry collaboration in an emerging market: Firm-level evidence from Turkey," The Journal of Technology Transfer, Springer, vol. 47(3), pages 872-905, June.
    13. Magnus Gulbrandsen & Taran Thune, 2017. "The effects of non-academic work experience on external interaction and research performance," The Journal of Technology Transfer, Springer, vol. 42(4), pages 795-813, August.
    14. Jun-You Lin & Chih-Hai Yang, 2020. "Heterogeneity in industry–university R&D collaboration and firm innovative performance," Scientometrics, Springer;Akadémiai Kiadó, vol. 124(1), pages 1-25, July.
    15. Adele Parmentola & Marco Ferretti & Eva Panetti, 2021. "Exploring the university-industry cooperation in a low innovative region. What differences between low tech and high tech industries?," International Entrepreneurship and Management Journal, Springer, vol. 17(3), pages 1469-1496, September.
    16. Bojan Ćudić & Peter Alešnik & David Hazemali, 2022. "Factors impacting university–industry collaboration in European countries," Journal of Innovation and Entrepreneurship, Springer, vol. 11(1), pages 1-24, December.
    17. Kasia Zalewska-Kurek & Klaudia Egedova & Peter A. Th. M. Geurts & Hans E. Roosendaal, 2018. "Knowledge transfer activities of scientists in nanotechnology," The Journal of Technology Transfer, Springer, vol. 43(1), pages 139-158, February.
    18. Nelson Duarte & Vítor Santos & Anna Dziadkiewicz & Joanna Nieżurawska & Wioleta Dryl & Tomasz Dryl & Lech Nieżurawski & Carla Sofia Gonçalves Pereira & Tiago Fernandndo Ferreira Lopes, 2017. "Stymulanty i bariery w procesie transferu wiedzy – przegląd literatury," Collegium of Economic Analysis Annals, Warsaw School of Economics, Collegium of Economic Analysis, issue 44, pages 175-196.
    19. Balzhan Orazbayeva & Carolin Plewa & Todd Davey & Victoria Galán-Muros, 2019. "The future of University-Business Cooperation: research and practice priorities," Post-Print hal-02880384, HAL.
    20. Véronique Schaeffer & Sıla Öcalan-Özel & Julien Pénin, 2020. "The complementarities between formal and informal channels of university–industry knowledge transfer: a longitudinal approach," The Journal of Technology Transfer, Springer, vol. 45(1), pages 31-55, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:rensus:v:135:y:2021:i:c:s1364032120304974. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600126/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.