IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i18p11198-d909026.html
   My bibliography  Save this article

The Impact of Renewable Energy Technology Innovation on Industrial Green Transformation and Upgrading: Beggar Thy Neighbor or Benefiting Thy Neighbor

Author

Listed:
  • Chanyuan Liu

    (School of Economics and Management, Xinjiang University, Urumqi 830046, China
    Institute for Macroeconomy High-Quality Development of Xinjiang, Xinjiang University, Urumqi 830046, China
    These authors contributed equally to this work.)

  • Long Xin

    (School of Economics and Management, Xinjiang University, Urumqi 830046, China
    Centre for Innovation Management Research, Xinjiang University, Urumqi 830046, China
    These authors contributed equally to this work.)

  • Jinye Li

    (School of Economics and Management, Xinjiang University, Urumqi 830046, China
    Institute for Macroeconomy High-Quality Development of Xinjiang, Xinjiang University, Urumqi 830046, China)

  • Huaping Sun

    (School of Economics and Management, Xinjiang University, Urumqi 830046, China
    School of Finance and Economics, Jiangsu University, Zhenjiang 212013, China)

Abstract

Renewable energy technology innovation (RETI) is a crucial way to improve energy poverty and combat climate change. However, few studies have examined the impact of RETI on industrial green transformation and upgrading (IGTU) from the perspective of spatial spillover and its regional boundary. Based on the theory of green growth and sustainable development, this paper expands the connotation boundary of IGTU and measures the IGTU levels of 30 provinces in China from 2006 to 2020 using an improved entropy weight method. Kernel density estimation and Moran’s I index are adopted to portray temporal and spatial patterns, the spatial Durbin model is employed to examine the influencing mechanism and spatial spillover effects of RETI on IGTU and its regional boundaries, and the differential impact of its spatial effects on time, region, resource endowment, and environmental regulation are explored further. The results show that (1) RETI and IGTU in China are steadily increasing, indicating a decreasing spatial differentiation pattern of “east–west”; (2) RETI significantly promotes local IGTU but inhibits neighboring IGTU, forming a “beggar-thy-neighbor” situation; (3) the spatial spillover effect of RETI on IGTU has significant regional boundaries—the spatial spillover effect significantly negative and persists up to 800 km, but it is significantly positive from 800 to 1400 km and shows a trend of increasing and then decreasing; and (4) the promoting effect of RETI on IGTU gradually increases over time, presenting spatial differences of promotion in the east and inhibition in the west. Furthermore, RETI has a more substantial promoting effect on IGTU in non-resource-based regions and strong environmental regulation regions. The findings for China provide concrete evidence for formulating targeted policies and seeking a path for IGTU for other developing countries.

Suggested Citation

  • Chanyuan Liu & Long Xin & Jinye Li & Huaping Sun, 2022. "The Impact of Renewable Energy Technology Innovation on Industrial Green Transformation and Upgrading: Beggar Thy Neighbor or Benefiting Thy Neighbor," Sustainability, MDPI, vol. 14(18), pages 1-28, September.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:18:p:11198-:d:909026
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/18/11198/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/18/11198/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Grafström, Jonas & Lindman, Åsa, 2017. "Invention, innovation and diffusion in the European wind power sector," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 179-191.
    2. Anthony Howell, 2020. "Industry relatedness, FDI liberalization and the indigenous innovation process in China," Regional Studies, Taylor & Francis Journals, vol. 54(2), pages 229-243, February.
    3. Lionel Nesta & Francesco Vona & Francesco Nicolli, 2012. "Environmental Policies, Product Market Regulation and Innovation in Renewable Energy," Working Papers 2012.90, Fondazione Eni Enrico Mattei.
    4. Lv, Chengchao & Shao, Changhua & Lee, Chien-Chiang, 2021. "Green technology innovation and financial development: Do environmental regulation and innovation output matter?," Energy Economics, Elsevier, vol. 98(C).
    5. Negro, Simona O. & Alkemade, Floortje & Hekkert, Marko P., 2012. "Why does renewable energy diffuse so slowly? A review of innovation system problems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(6), pages 3836-3846.
    6. Antonelli, Cristiano, 2006. "Localized technological change and factor markets: constraints and inducements to innovation," Structural Change and Economic Dynamics, Elsevier, vol. 17(2), pages 224-247, June.
    7. Lin, Boqiang & Chen, Yufang, 2019. "Does electricity price matter for innovation in renewable energy technologies in China?," Energy Economics, Elsevier, vol. 78(C), pages 259-266.
    8. Zhang, Zixuan & Chen, Huaichao, 2022. "Dynamic interaction of renewable energy technological innovation, environmental regulation intensity and carbon pressure: Evidence from China," Renewable Energy, Elsevier, vol. 192(C), pages 420-430.
    9. Muhammad Shahbaz & Syed Jawad Hussain Shahzad & Mantu Kumar Mahalik & Perry Sadorsky, 2018. "How strong is the causal relationship between globalization and energy consumption in developed economies? A country-specific time-series and panel analysis," Applied Economics, Taylor & Francis Journals, vol. 50(13), pages 1479-1494, March.
    10. Clément Bonnet & Emmanuel Hache & Gondia Sokhna Seck & Marine Simoën & Samuel Carcanague, 2019. "Who's winning the low-carbon innovation race? An assessment of countries' leadership in renewable energy technologies," International Economics, CEPII research center, issue 160, pages 31-42.
    11. Yang, Zhenbing & Shao, Shuai & Yang, Lili & Miao, Zhuang, 2018. "Improvement pathway of energy consumption structure in China's industrial sector: From the perspective of directed technical change," Energy Economics, Elsevier, vol. 72(C), pages 166-176.
    12. Philippe Aghion & Ufuk Akcigit & Peter Howitt, 2015. "The Schumpeterian Growth Paradigm," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 557-575, August.
    13. Nesta, Lionel & Vona, Francesco & Nicolli, Francesco, 2014. "Environmental policies, competition and innovation in renewable energy," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 396-411.
    14. Gongbing Bi & Minyue Jin & Liuyi Ling & Feng Yang, 2017. "Environmental subsidy and the choice of green technology in the presence of green consumers," Annals of Operations Research, Springer, vol. 255(1), pages 547-568, August.
    15. You, Kefei & Dal Bianco, Silvia & Lin, Zhibin & Amankwah-Amoah, Joseph, 2019. "Bridging technology divide to improve business environment: Insights from African nations," Journal of Business Research, Elsevier, vol. 97(C), pages 268-280.
    16. Yenipazarli, Arda, 2017. "To collaborate or not to collaborate: Prompting upstream eco-efficient innovation in a supply chain," European Journal of Operational Research, Elsevier, vol. 260(2), pages 571-587.
    17. Wenbin Cao & Hui Wang & Huihui Ying, 2017. "The Effect of Environmental Regulation on Employment in Resource-Based Areas of China—An Empirical Research Based on the Mediating Effect Model," IJERPH, MDPI, vol. 14(12), pages 1-11, December.
    18. Du, Kerui & Cheng, Yuanyuan & Yao, Xin, 2021. "Environmental regulation, green technology innovation, and industrial structure upgrading: The road to the green transformation of Chinese cities," Energy Economics, Elsevier, vol. 98(C).
    19. Bai, Caiquan & Feng, Chen & Du, Kerui & Wang, Yuansheng & Gong, Yuan, 2020. "Understanding spatial-temporal evolution of renewable energy technology innovation in China: Evidence from convergence analysis," Energy Policy, Elsevier, vol. 143(C).
    20. Muhammad Shahbaz & Smile Dube & Ilhan Ozturk & Abdul Jalil, 2015. "Testing the Environmental Kuznets Curve Hypothesis in Portugal," International Journal of Energy Economics and Policy, Econjournals, vol. 5(2), pages 475-481.
    21. Hao, Yu & Zhang, Zong-Yong & Liao, Hua & Wei, Yi-Ming, 2015. "China’s farewell to coal: A forecast of coal consumption through 2020," Energy Policy, Elsevier, vol. 86(C), pages 444-455.
    22. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    23. Arthur, W Brian, 1989. "Competing Technologies, Increasing Returns, and Lock-In by Historical Events," Economic Journal, Royal Economic Society, vol. 99(394), pages 116-131, March.
    24. Liang Shen & Runjie Fan & Yuyan Wang & Zhaoqing Yu & Rongyun Tang, 2020. "Impacts of Environmental Regulation on the Green Transformation and Upgrading of Manufacturing Enterprises," IJERPH, MDPI, vol. 17(20), pages 1-14, October.
    25. Nikolaos S. Trevlopoulos & Thomas A. Tsalis & Konstantinos I. Evangelinos & Konstantinos P. Tsagarakis & Konstantinos I. Vatalis & Ioannis E. Nikolaou, 2021. "The influence of environmental regulations on business innovation, intellectual capital, environmental and economic performance," Environment Systems and Decisions, Springer, vol. 41(1), pages 163-178, March.
    26. Guy Michaels & Ferdinand Rauch & Stephen J. Redding, 2012. "Urbanization and Structural Transformation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(2), pages 535-586.
    27. Borghesi, Simone & Cainelli, Giulio & Mazzanti, Massimiliano, 2015. "Linking emission trading to environmental innovation: Evidence from the Italian manufacturing industry," Research Policy, Elsevier, vol. 44(3), pages 669-683.
    28. Cheng, Ya & Awan, Usama & Ahmad, Shabbir & Tan, Zhixiong, 2021. "How do technological innovation and fiscal decentralization affect the environment? A story of the fourth industrial revolution and sustainable growth," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    29. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    30. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    31. Albort-Morant, Gema & Leal-Millán, Antonio & Cepeda-Carrión, Gabriel, 2016. "The antecedents of green innovation performance: A model of learning and capabilities," Journal of Business Research, Elsevier, vol. 69(11), pages 4912-4917.
    32. Mengqi Gong & Zhe You & Linting Wang & Jinhua Cheng, 2020. "Environmental Regulation, Trade Comparative Advantage, and the Manufacturing Industry’s Green Transformation and Upgrading," IJERPH, MDPI, vol. 17(8), pages 1-17, April.
    33. Genc, Talat S. & De Giovanni, Pietro, 2020. "Closed-loop supply chain games with innovation-led lean programs and sustainability," International Journal of Production Economics, Elsevier, vol. 219(C), pages 440-456.
    34. Peng, Jiaying & Xie, Rui & Ma, Chunbo & Fu, Yang, 2021. "Market-based environmental regulation and total factor productivity: Evidence from Chinese enterprises," Economic Modelling, Elsevier, vol. 95(C), pages 394-407.
    35. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2022. "Institutional quality and its spatial spillover effects on energy efficiency," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
    36. Benjamin Hampf & Kenneth Løvold Rødseth, 2017. "Optimal profits under environmental regulation: the benefits from emission intensity averaging," Annals of Operations Research, Springer, vol. 255(1), pages 367-390, August.
    37. Zheng-Xia He & Shi-Chun Xu & Qin-Bin Li & Bin Zhao, 2018. "Factors That Influence Renewable Energy Technological Innovation in China: A Dynamic Panel Approach," Sustainability, MDPI, vol. 10(1), pages 1-30, January.
    38. Sun, Huaping & Samuel, Clottey Attuquaye & Kofi Amissah, Joshua Clifford & Taghizadeh-Hesary, Farhad & Mensah, Isaac Adjei, 2020. "Non-linear nexus between CO2 emissions and economic growth: A comparison of OECD and B&R countries," Energy, Elsevier, vol. 212(C).
    39. Amankwah-Amoah, Joseph & Osabutey, Ellis L.C. & Egbetokun, Abiodun, 2018. "Contemporary challenges and opportunities of doing business in Africa: The emerging roles and effects of technologies," Technological Forecasting and Social Change, Elsevier, vol. 131(C), pages 171-174.
    40. Yuan, Huaxi & Feng, Yidai & Lee, Chien-Chiang & Cen, Yan, 2020. "How does manufacturing agglomeration affect green economic efficiency?," Energy Economics, Elsevier, vol. 92(C).
    41. Zhou, Xiaoyan & Zhang, Jie & Li, Junpeng, 2013. "Industrial structural transformation and carbon dioxide emissions in China," Energy Policy, Elsevier, vol. 57(C), pages 43-51.
    42. Wu, Ning & Liu, ZuanKuo, 2021. "Higher education development, technological innovation and industrial structure upgrade," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    43. Paramonova, Svetlana & Nehler, Therese & Thollander, Patrik, 2021. "Technological change or process innovation – An empirical study of implemented energy efficiency measures from a Swedish industrial voluntary agreements program," Energy Policy, Elsevier, vol. 156(C).
    44. Pitelis, Alkis & Vasilakos, Nicholas & Chalvatzis, Konstantinos, 2020. "Fostering innovation in renewable energy technologies: Choice of policy instruments and effectiveness," Renewable Energy, Elsevier, vol. 151(C), pages 1163-1172.
    45. Hampf, Benjamin & Rodseth, Kenneth, 2017. "Optimal Profits under Environmental Regulation: The Benefits from Emission Intesity Averaging," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 92492, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    46. You, Jianmin & Zhang, Wei, 2022. "How heterogeneous technological progress promotes industrial structure upgrading and industrial carbon efficiency? Evidence from China's industries," Energy, Elsevier, vol. 247(C).
    47. Dongri Han & Tuochen Li & Shaosong Feng & Ziyi Shi, 2020. "Does Renewable Energy Consumption Successfully Promote the Green Transformation of China’s Industry?," Energies, MDPI, vol. 13(1), pages 1-14, January.
    48. Recep Ulucak & Danish & Salah Ud‐Din Khan, 2020. "Does information and communication technology affect CO2 mitigation under the pathway of sustainable development during the mode of globalization?," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(4), pages 857-867, July.
    49. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2019. "Institutional quality, green innovation and energy efficiency," Energy Policy, Elsevier, vol. 135(C).
    50. Jinran Chen & Lijuan Xie, 2019. "Industrial policy, structural transformation and economic growth: evidence from China," Frontiers of Business Research in China, Springer, vol. 13(1), pages 1-19, December.
    51. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
    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. Keping Men & Hui Sun & Minglong Kou, 2022. "Global Value Chains and Spatial Spillovers of Economic Growth—Based on the Perspective of Participation and Status Index in Global Value Chain," Sustainability, MDPI, vol. 14(23), pages 1-18, November.
    2. Gong, Yuanyuan & Sun, Hui & Wang, Zhiwei & Ding, Chenxin, 2023. "Spatial correlation network pattern and evolution mechanism of natural gas consumption in China—Complex network-based ERGM model," Energy, Elsevier, vol. 285(C).
    3. Zhiwei Wang & Hui Sun & Chenxin Ding & Long Xin & Xuechao Xia & Yuanyuan Gong, 2023. "Do Technology Alliance Network Characteristics Promote Ambidextrous Green Innovation? A Perspective from Internal and External Pressures of Firms in China," Sustainability, MDPI, vol. 15(4), pages 1-23, February.
    4. Ran, Qiying & Yang, Xiaodong & Yan, Hongchuan & Xu, Yang & Cao, Jianhong, 2023. "Natural resource consumption and industrial green transformation: Does the digital economy matter?," Resources Policy, Elsevier, vol. 81(C).
    5. Minglong Kou & Hui Sun & Long Xin & Keping Men & Xinjie Yan, 2023. "International Industrial Transfer, Green Technological Innovation, and Manufacturing Global Value Chain Status," Sustainability, MDPI, vol. 15(9), pages 1-18, April.
    6. Vanesa Magar & Alfredo Peña & Andrea Noemí Hahmann & Daniel Alejandro Pacheco-Rojas & Luis Salvador García-Hernández & Markus Sebastian Gross, 2023. "Wind Energy and the Energy Transition: Challenges and Opportunities for Mexico," Sustainability, MDPI, vol. 15(6), pages 1-23, March.
    7. Xinjie Yan & Hui Sun & Long Xin, 2023. "“Harmonization” or “Fragmentation”: The Impact of Low-Carbon Policy Synergy on Inclusive Low-Carbon Development," Sustainability, MDPI, vol. 15(8), pages 1-18, April.
    8. Liuhua Fang & Bin Zhao & Wenyu Li & Lixia Tao & Luyao He & Jianyu Zhang & Chuanhao Wen, 2023. "Impact of Digital Finance on Industrial Green Transformation: Evidence from the Yangtze River Economic Belt," Sustainability, MDPI, vol. 15(17), pages 1-23, August.
    9. Yang, Xiaodong & Liu, Xia & Ran, Qiying & Razzaq, Asif, 2023. "How does natural resource dependence influence industrial green transformation in China? Appraising underlying mechanisms for sustainable development at regional level," Resources Policy, Elsevier, vol. 86(PA).

    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. Bai, Caiquan & Feng, Chen & Du, Kerui & Wang, Yuansheng & Gong, Yuan, 2020. "Understanding spatial-temporal evolution of renewable energy technology innovation in China: Evidence from convergence analysis," Energy Policy, Elsevier, vol. 143(C).
    2. Zhang, Zixuan & Chen, Huaichao, 2022. "Dynamic interaction of renewable energy technological innovation, environmental regulation intensity and carbon pressure: Evidence from China," Renewable Energy, Elsevier, vol. 192(C), pages 420-430.
    3. Grafström, Jonas & Poudineh, Rahmat, 2023. "No evidence of counteracting policy effects on European solar power invention and diffusion," Energy Policy, Elsevier, vol. 172(C).
    4. Li, Kai & Qi, Shouzhou & Shi, Xunpeng, 2023. "Environmental policies and low-carbon industrial upgrading: Heterogenous effects among policies, sectors, and technologies in China," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    5. Xie, Ronghui & Teo, Thompson S.H., 2022. "Green technology innovation, environmental externality, and the cleaner upgrading of industrial structure in China — Considering the moderating effect of environmental regulation," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    6. He, Zhengxia & Cao, Changshuai & Kuai, Leyi & Zhou, Yanqing & Wang, Jianming, 2022. "Impact of policies on wind power innovation at different income levels: Regional differences in China based on dynamic panel estimation," Technology in Society, Elsevier, vol. 71(C).
    7. Samant, Shantala & Thakur-Wernz, Pooja & Hatfield, Donald E., 2020. "Does the focus of renewable energy policy impact the nature of innovation? Evidence from emerging economies," Energy Policy, Elsevier, vol. 137(C).
    8. Zhou, Fengxiu & Wang, Xiaoyu, 2022. "The carbon emissions trading scheme and green technology innovation in China: A new structural economics perspective," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 365-381.
    9. Dong, Kangyin & Yang, Senmiao & Wang, Jianda & Dong, Xiucheng, 2023. "Revisiting energy justice: Is renewable energy technology innovation a tool for realizing a just energy system?," Energy Policy, Elsevier, vol. 183(C).
    10. Grafström, Jonas & Poudineh, Rahmat, 2023. "Invention and Diffusion in the Solar Power Sector," Ratio Working Papers 364, The Ratio Institute.
    11. Hu, Hui & Qi, Shaozhou & Chen, Yuanzhi, 2023. "Using green technology for a better tomorrow: How enterprises and government utilize the carbon trading system and incentive policies," China Economic Review, Elsevier, vol. 78(C).
    12. Limei Ma & Qianying Wang & Dan Shi & Qinglong Shao, 2023. "Spatiotemporal patterns and determinants of renewable energy innovation: Evidence from a province-level analysis in China," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-14, December.
    13. Lee, Chien-Chiang & He, Zhi-Wen & Xiao, Fu, 2022. "How does information and communication technology affect renewable energy technology innovation? International evidence," Renewable Energy, Elsevier, vol. 200(C), pages 546-557.
    14. Zhao, Ge & Zhou, P. & Wen, Wen, 2021. "Feed-in tariffs, knowledge stocks and renewable energy technology innovation: The role of local government intervention," Energy Policy, Elsevier, vol. 156(C).
    15. Kristoffer Palage & Robert Lundmark & Patrik Söderholm, 2019. "The innovation effects of renewable energy policies and their interaction: the case of solar photovoltaics," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 21(2), pages 217-254, April.
    16. Avri Eitan & Gillad Rosen & Lior Herman & Itay Fishhendler, 2020. "Renewable Energy Entrepreneurs: A Conceptual Framework," Energies, MDPI, vol. 13(10), pages 1-23, May.
    17. Jing Xu & Dong Chen & Rongrong Liu & Maoxian Zhou & Yunxiao Kong, 2021. "Environmental Regulation, Technological Innovation, and Industrial Transformation: An Empirical Study Based on City Function in China," Sustainability, MDPI, vol. 13(22), pages 1-23, November.
    18. Aldieri, Luigi & Kotsemir, Maxim & Vinci, Concetto Paolo, 2017. "Jacobian spillovers in environmental technological proximity: the role of Mahalanobis index on European patents within the Triad," MPRA Paper 77274, University Library of Munich, Germany.
    19. Alsagr, Naif, 2023. "How environmental policy stringency affects renewable energy investment? Implications for green investment horizons," Utilities Policy, Elsevier, vol. 83(C).
    20. Xianpu Xu & Xiawan Li & Lin Zheng, 2022. "A Blessing or a Curse? Exploring the Impact of Environmental Regulation on China’s Regional Green Development from the Perspective of Governance Transformation," IJERPH, MDPI, vol. 19(3), pages 1-24, January.

    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:gam:jsusta:v:14:y:2022:i:18:p:11198-:d:909026. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.