Synergistic Evolution of China's Green Economy and Digital Economy Based on LSTM-GM and Grey Absolute Correlation

被引:1
|
作者
Xu, Guoteng [1 ]
Peng, Shuai [1 ]
Li, Chengjiang [2 ]
Chen, Xia [3 ]
机构
[1] Guizhou Univ, State Key Lab Publ Big Data, Guiyang 550025, Peoples R China
[2] Guizhou Univ, Sch Management, Guiyang 550025, Peoples R China
[3] Beijing Univ Posts & Telecommun, Sch Modern Post, Beijing 100876, Peoples R China
基金
中国国家自然科学基金;
关键词
green economy; digital economy; TOPSIS; grey relation analysis; long short-term memory neural network; EMPIRICAL-ANALYSIS; INVESTMENT; INNOVATION; EMPLOYMENT; COUNTRIES; MECHANISM; AREAS; TAX;
D O I
10.3390/su151914156
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study aims to understand the synergistic evolution of the green and digital economies towards sustainable development. Previous research lacked quantitative analysis, which hindered the development of a comprehensive understanding. An evaluation index system is established using the CRITIC and entropy weight combination methods. The TOPSIS model is utilized to evaluate indicators and derive a comprehensive development index for both economies. The LSTM-GM model is employed to predict the evolutionary trends for the next five years. The absolute grey correlation model is applied to analyze historical and future synergistic evolutionary trends. Findings show increasing levels of green and digital economic development. The digital economy promotes green economic development by enhancing efficiency through innovation and upgrades. The green economy facilitates the structural adjustment of the digital economy by reducing emissions and enhancing resource utilization. Predictions indicate a steady growth in both economies and an increasing synergistic evolution. Based on the analysis, policy recommendations are proposed to promote the integration and development of the digital and green economies, facilitating high-quality synergistic growth.
引用
下载
收藏
页数:29
相关论文
共 50 条
  • [1] Study on the Synergistic Evolutionary Effects of China's Digital Economy Core Industry and Energy Industry Based on DEA Malmquist Synergistic Development Model and Grey Correlation Analysis
    Xu, Guoteng
    Zhu, Jingwei
    Li, Chengjiang
    Shan, Jingtong
    SUSTAINABILITY, 2023, 15 (13)
  • [2] Does China's Regional Digital Economy Promote the Development of a Green Economy?
    Zhang, Weiwei
    Zhang, Shengqiang
    Bo, Lan
    Haque, Mahfuzul
    Liu, Enru
    SUSTAINABILITY, 2023, 15 (02)
  • [3] Can China's Digital Economy and Green Economy Achieve Coordinated Development?
    Zhang, Meili
    Yin, Shi
    SUSTAINABILITY, 2023, 15 (07)
  • [4] The convergence level and influencing factors of China's digital economy and real economy based on grey model and PLS- SEM
    Xu, Guoteng
    Lu, Tingjie
    Chen, Xia
    Liu, Yiman
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2022, 42 (03) : 1575 - 1605
  • [5] Analysis of the Spatiotemporal Evolution and Driving Factors of China's Digital Economy Development Based on ESDA and GM-GWR Model
    Shang, Xiaoting
    Niu, Huayong
    SUSTAINABILITY, 2023, 15 (15)
  • [6] Synergistic dance of digital economy and green finance on carbon emissions: Insights from China
    Ruiqi Wang
    Wenqi Zhao
    Chinese Journal of Population,Resources and Environment, 2024, (03) : 213 - 229
  • [7] Influence of Digital Economy on Ecological Carbon Environment in North China Under Spatiotemporal Synergistic Evolution
    Dai, Dongfang
    Strategic Planning for Energy and the Environment, 2024, 43 (04) : 961 - 978
  • [8] The Synergistic Evolution of Resilience and Efficiency in the Digital Economy and Its Path Identification: Evidence from China
    Wang, Linyan
    Hu, Haiqing
    Wang, Xianzhu
    Zhang, Xincheng
    Yan, Zhishan
    Liang, Zhikang
    SYSTEMS, 2023, 11 (08):
  • [9] The Impact of Digital Economy on the Efficiency of Green Financial Investment in China's Provinces
    Tian, Xiangyu
    Zhang, Yuanxi
    Qu, Guohua
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (14)
  • [10] Digital economy and green development: Empirical evidence from China's cities
    Xiao, Yue
    Wu, Si
    Liu, Zai Qi
    Lin, Hai Ji
    FRONTIERS IN ENVIRONMENTAL SCIENCE, 2023, 11