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The Tapio Decoupling Principle and Key Strategies for Changing Factors of Chinese Urban Carbon Footprint Based on Cloud Computing

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  • Min Shang

    (College of Geography and Territorial Engineering, Yuxi Normal University, Yuxi 653100, China
    The School of Public Policy & Management, Tsinghua University, Beijing 100000, China)

  • Ji Luo

    (The School of Public Policy & Management, Tsinghua University, Beijing 100000, China)

Abstract

The expansion of Xi’an City has caused the consumption of energy and land resources, leading to serious environmental pollution problems. For this purpose, this study was carried out to measure the carbon carrying capacity, net carbon footprint and net carbon footprint pressure index of Xi’an City, and to characterize the carbon sequestration capacity of Xi’an ecosystem, thereby laying a foundation for developing comprehensive and reasonable low-carbon development measures. This study expects to provide a reference for China to develop a low-carbon economy through Tapio decoupling principle. The decoupling relationship between CO 2 and driving factors was explored through Tapio decoupling model. The time-series data was used to calculate the carbon footprint. The auto-encoder in deep learning technology was combined with the parallel algorithm in cloud computing. A general multilayer perceptron neural network realized by a parallel BP learning algorithm was proposed based on Map-Reduce on a cloud computing cluster. A partial least squares (PLS) regression model was constructed to analyze driving factors. The results show that in terms of city size, the variable importance in projection (VIP) output of the urbanization rate has a strong inhibitory effect on carbon footprint growth, and the VIP value of permanent population ranks the last; in terms of economic development, the impact of fixed asset investment and added value of the secondary industry on carbon footprint ranks third and fourth. As a result, the marginal effect of carbon footprint is greater than that of economic growth after economic growth reaches a certain stage, revealing that the driving forces and mechanisms can promote the growth of urban space.

Suggested Citation

  • Min Shang & Ji Luo, 2021. "The Tapio Decoupling Principle and Key Strategies for Changing Factors of Chinese Urban Carbon Footprint Based on Cloud Computing," IJERPH, MDPI, vol. 18(4), pages 1-17, February.
    • Handle: RePEc:gam:jijerp:v:18:y:2021:i:4:p:2101-:d:503286
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    References listed on IDEAS

    as
    1. Maria J. Pouri & Lorenz M. Hilty, 2018. "Conceptualizing the Digital Sharing Economy in the Context of Sustainability," Sustainability, MDPI, vol. 10(12), pages 1-19, November.
    2. Muhammad Omair & Biswajit Sarkar & Leopoldo Eduardo Cárdenas-Barrón, 2017. "Minimum Quantity Lubrication and Carbon Footprint: A Step towards Sustainability," Sustainability, MDPI, vol. 9(5), pages 1-18, April.
    3. Joachim Ciers & Aleksandra Mandic & Laszlo Daniel Toth & Giel Op ’t Veld, 2018. "Carbon Footprint of Academic Air Travel: A Case Study in Switzerland," Sustainability, MDPI, vol. 11(1), pages 1-8, December.
    4. Bulim Choi & Seungwoo Yoo & Su-il Park, 2018. "Carbon Footprint of Packaging Films Made from LDPE, PLA, and PLA/PBAT Blends in South Korea," Sustainability, MDPI, vol. 10(7), pages 1-11, July.
    5. Clemens Mostert & Berit Ostrander & Stefan Bringezu & Tanja Manuela Kneiske, 2018. "Comparing Electrical Energy Storage Technologies Regarding Their Material and Carbon Footprint," Energies, MDPI, vol. 11(12), pages 1-25, December.
    6. Shiqing Zhang & Jianwei Wang & Wenlong Zheng, 2018. "Decomposition Analysis of Energy-Related CO 2 Emissions and Decoupling Status in China’s Logistics Industry," Sustainability, MDPI, vol. 10(5), pages 1-21, April.
    7. Jianguo Li & Wenhui Yang & Yi Wang & Qiang Li & Lili Liu & Zhongqi Zhang, 2018. "Carbon Footprint and Driving Forces of Saline Agriculture in Coastally Reclaimed Areas of Eastern China: A Survey of Four Staple Crops," Sustainability, MDPI, vol. 10(4), pages 1-16, March.
    8. Qipeng Sun & Yafang Geng & Fei Ma & Chao Wang & Bo Wang & Xiu Wang & Wenlin Wang, 2018. "Spatial–Temporal Evolution and Factor Decomposition for Ecological Pressure of Carbon Footprint in the One Belt and One Road," Sustainability, MDPI, vol. 10(9), pages 1-22, August.
    9. Yanjie Zhang & Wei Song & Shun Fu & Dazhi Yang, 2020. "Decoupling of Land Use Intensity and Ecological Environment in Gansu Province, China," Sustainability, MDPI, vol. 12(7), pages 1-15, April.
    10. Chen, Jiandong & Fan, Wei & Li, Ding & Liu, Xin & Song, Malin, 2020. "Driving factors of global carbon footprint pressure: Based on vegetation carbon sequestration," Applied Energy, Elsevier, vol. 267(C).
    11. Xiaoping Zhu & Rongrong Li, 2017. "An Analysis of Decoupling and Influencing Factors of Carbon Emissions from the Transportation Sector in the Beijing-Tianjin-Hebei Area, China," Sustainability, MDPI, vol. 9(5), pages 1-19, April.
    12. Jesús Chazarra-Zapata & José Miguel Molina-Martínez & Francisco-Javier Pérez de la Cruz & Dolores Parras-Burgos & Antonio Ruíz Canales, 2020. "How to Reduce the Carbon Footprint of an Irrigation Community in the South-East of Spain by Use of Solar Energy," Energies, MDPI, vol. 13(11), pages 1-20, June.
    13. Ivan Muñiz & Andrés Dominguez, 2020. "The Impact of Urban Form and Spatial Structure on per Capita Carbon Footprint in U.S. Larger Metropolitan Areas," Sustainability, MDPI, vol. 12(1), pages 1-19, January.
    14. Luca Massidda & Marino Marrocu, 2017. "Decoupling Weather Influence from User Habits for an Optimal Electric Load Forecast System," Energies, MDPI, vol. 10(12), pages 1-16, December.
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