carbon emissions;
peak carbon emissions;
carbon neutral;
energy consumption;
scenario analysis;
BP neural network model;
CO2;
EMISSIONS;
D O I:
10.3390/en15144950
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
The goal of reaching the peak of carbon in the construction industry is urgent. However, the research on the feasibility of realizing this goal and the implementation of relevant policies in China is relatively superficial. In view of the historical data of energy consumption and building CO2 emission from 1995 to 2019, this paper establishes a BP neural network model for predicting building CO2 emissions. Moreover, the influencing factors, such as population, GDP, and total construction output, are introduced as the parameters in the model. Through the scenario analysis method explores the practical path to accomplish the peak of building CO2 emissions. When using traditional prediction methods to predict building carbon emissions, the long prediction cycle will increase the possibility of significant errors. Therefore, this paper constructs the calculation model of building carbon emission and forecasts the future carbon emission value through the BP neural network to avoid the error caused by the nonlinear relationship between influencing factors and predicted value. It will effectively predict the feasibility of the carbon peak and the carbon-neutral target set by government, and provide a useful predictive tool for adjusting the new energy structure and formulating related emission reduction policies.
机构:
Department of Construction Management, School of Civil Engineering, Tsinghua University, Beijing,100084, ChinaDepartment of Construction Management, School of Civil Engineering, Tsinghua University, Beijing,100084, China
Zhu, Chen
Li, Xiaodong
论文数: 0引用数: 0
h-index: 0
机构:
Department of Construction Management, School of Civil Engineering, Tsinghua University, Beijing,100084, ChinaDepartment of Construction Management, School of Civil Engineering, Tsinghua University, Beijing,100084, China
Li, Xiaodong
Zhu, Weina
论文数: 0引用数: 0
h-index: 0
机构:
School of Economics and Management Engineering, Beijing University of Civil Engineering and Architecture, Beijing,100044, ChinaDepartment of Construction Management, School of Civil Engineering, Tsinghua University, Beijing,100084, China
Zhu, Weina
Gong, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Center of Science and Technology & Industrialization Development Center of Housing Industrialization, Ministry of Housing and Urban-Rural Development of the PR China, No. 9 Sanlihe Road, Beijing,100835, ChinaDepartment of Construction Management, School of Civil Engineering, Tsinghua University, Beijing,100084, China
机构:
School of Economics and Management, Hebei University of Technology, Tianjin,300401, ChinaSchool of Economics and Management, Hebei University of Technology, Tianjin,300401, China
Huo, Tengfei
Ma, Yuling
论文数: 0引用数: 0
h-index: 0
机构:
School of Economics and Management, Hebei University of Technology, Tianjin,300401, ChinaSchool of Economics and Management, Hebei University of Technology, Tianjin,300401, China
Ma, Yuling
Xu, Linbo
论文数: 0引用数: 0
h-index: 0
机构:
School of Economics and Management, Hebei University of Technology, Tianjin,300401, ChinaSchool of Economics and Management, Hebei University of Technology, Tianjin,300401, China
Xu, Linbo
Feng, Wei
论文数: 0引用数: 0
h-index: 0
机构:
China Energy Group, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, CA,94720, United StatesSchool of Economics and Management, Hebei University of Technology, Tianjin,300401, China
Feng, Wei
Cai, Weiguang
论文数: 0引用数: 0
h-index: 0
机构:
School of Management Science and Real Estate, Chongqing University, Chongqing,400044, ChinaSchool of Economics and Management, Hebei University of Technology, Tianjin,300401, China
机构:
Hebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R ChinaHebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R China
Huo, Tengfei
Ma, Yuling
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R ChinaHebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R China
Ma, Yuling
Xu, Linbo
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R ChinaHebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R China
Xu, Linbo
Feng, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, China Energy Grp, 1 Cyclotron Rd, Berkeley, CA 94720 USAHebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R China
Feng, Wei
Cai, Weiguang
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Univ, Sch Management Sci & Real Estate, Chongqing 400044, Peoples R ChinaHebei Univ Technol, Sch Econ & Management, Tianjin 300401, Peoples R China
机构:
Faculty of Urban Construction and Environmental Engineering,Chongqing University
Key Laboratory of Three Gorges Reservoir Region's Eco-Environment,Ministry of Education,Chongqing UniversityFaculty of Urban Construction and Environmental Engineering,Chongqing University