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Modern panelizing and optimization techniques for renewable energy projects; perspectives on how CO2 emissions impact the circular economy

Author

Listed:
  • Zheng, Xiumin
  • Imran, Muhammad
  • Umair, Muhammad
  • Lin, Chen
  • Dong, Yue

Abstract

The transition towards renewable energy is critical for addressing global climate challenges, yet achieving optimal integration and minimizing CO2 emissions remain significant barriers to sustainability. This study investigates the role of advanced panelizing and optimization techniques in renewable energy projects, focusing on their potential to mitigate CO2 emissions and enhance the circular economy across ten countries: the United Kingdom, United States, China, Canada, India, Germany, Japan, Russia, Korea Republic, and Iran, over the period 1990–2024. The primary aim is to evaluate how CO2 emissions interact with renewable energy integration, resource efficiency, and waste minimization to foster a sustainable circular economy. Using a robust methodological framework, the study employs Hurlin causality evaluation to assess causative relationships, Dumitrescu's heterogeneous panel analysis for variability across regions, and panel-based fully modified least-squares methods to ensure consistency and reliability in long-term analysis. The findings reveal four key insights: (1) Renewable energy adoption significantly reduces CO2 emissions, particularly in high-emission economies like China, the United States, and India. (2) Circular economy initiatives are positively correlated with renewable energy use, with European nations like Germany and the United Kingdom demonstrating the strongest synergies. (3) Technological advancements in renewable energy yield more substantial emission reductions in developed nations, while emerging economies show slower but steady progress. (4) A decoupling effect between economic growth and CO2 emissions is observable in most countries, but remains limited in energy-intensive economies such as Iran and Russia. These results underscore the need for policymakers to incentivize renewable energy innovation, prioritize circular economy frameworks, and establish region-specific strategies to accelerate the transition towards a low-carbon, resource-efficient future.

Suggested Citation

  • Zheng, Xiumin & Imran, Muhammad & Umair, Muhammad & Lin, Chen & Dong, Yue, 2025. "Modern panelizing and optimization techniques for renewable energy projects; perspectives on how CO2 emissions impact the circular economy," Energy, Elsevier, vol. 323(C).
  • Handle: RePEc:eee:energy:v:323:y:2025:i:c:s0360544225015233
    DOI: 10.1016/j.energy.2025.135881
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    1. Muhammad Umair & Waqar Ahmad & Babar Hussain & Costinela Fortea & Monica Laura Zlati & Valentin Marian Antohi, 2024. "Empowering Pakistan’s Economy: The Role of Health and Education in Shaping Labor Force Participation and Economic Growth," Economies, MDPI, vol. 12(5), pages 1-21, May.
    2. Yiming, Wang & Xun, Liu & Umair, Muhammad & Aizhan, Assilova, 2024. "COVID-19 and the transformation of emerging economies: Financialization, green bonds, and stock market volatility," Resources Policy, Elsevier, vol. 92(C).
    3. Hepei Li & Chen Chen & Muhammad Umair, 2023. "Green Finance, Enterprise Energy Efficiency, and Green Total Factor Productivity: Evidence from China," Sustainability, MDPI, vol. 15(14), pages 1-14, July.
    4. Lu, Qingchang & Umair, Muhammad & Qin, Zhilong & Ullah, Mirzat, 2024. "Exploring the nexus of oil price shocks: Impacts on financial dynamics and carbon emissions in the crude oil industry," Energy, Elsevier, vol. 312(C).
    5. Xiuzhen, Xie & Zheng, Wenxiu & Umair, Muhammad, 2022. "Testing the fluctuations of oil resource price volatility: A hurdle for economic recovery," Resources Policy, Elsevier, vol. 79(C).
    6. Liu, Fang & Umair, Muhammad & Gao, Junjun, 2023. "Assessing oil price volatility co-movement with stock market volatility through quantile regression approach," Resources Policy, Elsevier, vol. 81(C).
    7. Azer Dilanchiev & Chanyanan Somthawinpongsai & Bobur Urinov & Elchin Eyvazov, 2024. "Unraveling the Nexus Between Financial Openness and Environmental Quality: Green Finance as the Catalyst in CEE Countries," Journal of Environmental Assessment Policy and Management (JEAPM), World Scientific Publishing Co. Pte. Ltd., vol. 26(03), pages 1-43, September.
    8. Xiang Cui & Muhammad Umair & Ganijon Ibragimove Gayratovich & Azer Dilanchiev, 2023. "Do Remittances Mitigate Poverty? An Empirical Evidence From 15 Selected Asian Economies," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 68(04), pages 1447-1468, June.
    9. Apergis, Nicholas & Payne, James E., 2009. "Energy consumption and economic growth: Evidence from the Commonwealth of Independent States," Energy Economics, Elsevier, vol. 31(5), pages 641-647, September.
    10. Ullah, Mirzat & Umair, Muhammad & Sohag, Kazi & Mariev, Oleg & Khan, Muhammad Asif & Sohail, Hafiz M., 2024. "The connection between disaggregate energy use and export sophistication: New insights from OECD with robust panel estimations," Energy, Elsevier, vol. 306(C).
    11. Suzanne McCoskey & Chihwa Kao, 1998. "A residual-based test of the null of cointegration in panel data," Econometric Reviews, Taylor & Francis Journals, vol. 17(1), pages 57-84.
    12. Shahbaz, Muhammad & Hye, Qazi Muhammad Adnan & Tiwari, Aviral Kumar & Leitão, Nuno Carlos, 2013. "Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 109-121.
    13. Yu, Mengyan & Umair, Muhammad & Oskenbayev, Yessengali & Karabayeva, Zhаnsaya, 2023. "Exploring the nexus between monetary uncertainty and volatility in global crude oil: A contemporary approach of regime-switching," Resources Policy, Elsevier, vol. 85(PB).
    14. Yu, Miaozhi & Wang, Yifan & Umair, Muhammad, 2024. "Minor mining, major influence: Economic implications and policy challenges of artisanal gold mining," Resources Policy, Elsevier, vol. 91(C).
    15. Wu, Qihan & Yan, Dong & Umair, Muhammad, 2023. "Assessing the role of competitive intelligence and practices of dynamic capabilities in business accommodation of SMEs," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 1103-1114.
    16. Li, ChangZheng & Umair, Muhammad, 2023. "Does green finance development goals affects renewable energy in China," Renewable Energy, Elsevier, vol. 203(C), pages 898-905.
    17. Dong, Kangyin & Hochman, Gal & Zhang, Yaqing & Sun, Renjin & Li, Hui & Liao, Hua, 2018. "CO2 emissions, economic and population growth, and renewable energy: Empirical evidence across regions," Energy Economics, Elsevier, vol. 75(C), pages 180-192.
    18. Dogan, Eyup & Seker, Fahri, 2016. "Determinants of CO2 emissions in the European Union: The role of renewable and non-renewable energy," Renewable Energy, Elsevier, vol. 94(C), pages 429-439.
    19. Huang, Weiping & Das, Ghansham & Dilanchiev, Azer & Giyasova, Zeynab & Gu, Mangi, 2024. "Role of multiple energy sources under carbon neturality goals, income and energy consumption in transition economies: A joint case study between China and Uzbekistan," Energy, Elsevier, vol. 309(C).
    20. Nabila Abid & Junaid Aftab & Marco Savastano, 2024. "Do institutional dimensions play a role in IT firms’ performance? Determining the influence of green entrepreneurial orientation and dynamic capabilities in a developing context," Post-Print hal-04973977, HAL.
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