Simulating Urban Form and Energy Consumption in the Pearl River Delta Under Different Development Strategies
被引:37
作者:
Chen, Yimin
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Chen, Yimin
[1
,2
]
Li, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Li, Xia
[1
,2
]
Wang, Shujie
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Wang, Shujie
[1
,2
]
Liu, Xiaoping
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Liu, Xiaoping
[1
,2
]
Ai, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Sch Marine Sci, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Ai, Bin
[2
,3
]
机构:
[1] Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R China
[3] Sun Yat Sen Univ, Sch Marine Sci, Guangzhou 510275, Guangdong, Peoples R China
cellular automata;
energy consumption;
support vector regression;
urban forms;
SUPPORT VECTOR REGRESSION;
CELLULAR-AUTOMATA;
ACCURACY ASSESSMENT;
BUILT ENVIRONMENT;
TRAVEL BEHAVIOR;
CHINA;
COMPLEXITY;
MODELS;
OPTIMIZATION;
EXPANSION;
D O I:
10.1080/00045608.2012.740360
中图分类号:
P9 [自然地理学];
K9 [地理];
学科分类号:
0705 ;
070501 ;
摘要:
China is currently the world's largest energy consumer. The rapid growth in energy consumption has resulted in many problems in this country. The Chinese government has realized the necessity of improving energy efficiency and reducing energy consumption. As a useful decision-support tool, simulation models can be used to examine the potential impacts of different plans on urban development and energy consumption. This study presents a model that integrates support vector regression (SVR) and cellular automata (CA) to simulate urban forms and to estimate the corresponding energy consumption in one of the most developed regions in China, the Pearl River Delta (PRD). SVR is used to predict energy consumption and to project future urban size. The logistic CA model simulates different urban forms to evaluate their effects on energy consumption. In this study, we simulated four scenarios to assess the impacts of different development strategies on urban forms and the related energy consumption. For each scenario, we used the model to predict land demand and energy consumption. The result indicates that land demand is more sensitive to changes of economic structure than is energy consumption. The comparison of different simulated scenarios suggests that promoting low-energy-consuming industries is the most effective strategy to balance economic development and energy and land consumption.
机构:
CUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USACUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USA
Chen, Cynthia
Gong, Hongmian
论文数: 0引用数: 0
h-index: 0
机构:
CUNY Hunter Coll, Dept Geog, New York, NY 10065 USACUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USA
Gong, Hongmian
Paaswell, Robert
论文数: 0引用数: 0
h-index: 0
机构:
CUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USACUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USA
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Chen, Yimin
Li, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Li, Xia
Zheng, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Res Inst Water Resources & Hydropower, Guangzhou 510610, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Zheng, Yong
Guan, Yanyan
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Business, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Guan, Yanyan
Liu, Xiaoping
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
机构:
CUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USACUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USA
Chen, Cynthia
Gong, Hongmian
论文数: 0引用数: 0
h-index: 0
机构:
CUNY Hunter Coll, Dept Geog, New York, NY 10065 USACUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USA
Gong, Hongmian
Paaswell, Robert
论文数: 0引用数: 0
h-index: 0
机构:
CUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USACUNY City Coll, Univ Transport Res Ctr, Dept Civil Engn, New York, NY 10031 USA
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Chen, Yimin
Li, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Li, Xia
Zheng, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Res Inst Water Resources & Hydropower, Guangzhou 510610, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Zheng, Yong
Guan, Yanyan
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Business, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Guan, Yanyan
Liu, Xiaoping
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Guangdong Key Lab Urbanizat & Geosimulat, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Guangdong, Peoples R China