Review Article

Evaluation of the Urban Low-Carbon Sustainable Development Capability Based on the TOPSIS-BP Neural Network and Grey Relational Analysis

Table 6

2014–2018 China’s first-tier cities’ green development capacity grey correlation coefficient.

VariablesBeijingRankShanghaiRankGuangzhouRankShenzhenRank

R&D expenditure0.89970.841100.85140.6935
Fixed assets investment in tertiary industry0.91340.85190.78490.6983
Number of research and development institutions0.870110.92230.81880.6849
Research and experimental development staff0.92910.98210.655150.68013
National science and technology awards0.598200.609160.784100.65515
Number of patents granted0.91930.776110.87410.7192
Total energy consumption0.724130.494190.578190.62119
Energy consumption per 10,000 yuan of regional GDP0.92120.96720.781110.68112
Comprehensive utilization of industrial solid waste0.622180.462200.745120.62317
Comprehensive utilization rate of industrial waste0.676170.577170.655160.62218
Total water consumption0.90250.691140.83960.6888
Amount of industrial solid waste produced0.870100.91240.662140.68410
Industrial solid waste disposal0.677160.620150.627180.66514
Forest cover rate0.763120.87860.85130.6936
Total wastewater discharge0.690150.89450.727130.68411
Industrial waste gas emissions0.715140.508180.504200.56620
GDP0.90060.86680.82870.6927
Technology market turnover0.88690.723120.85520.7491
Added value of tertiary industry0.89580.86770.84750.6944
Reduction rate of energy consumption per 10,000 yuan of GDP0.620190.697130.644170.64316