Paddy rice mapping;
Rice cropping system;
MODIS time series;
Phenology;
Driving force;
LAND-USE CHANGE;
RIVER DELTA;
VEGETATION INDEX;
DRIVING FORCES;
MEKONG DELTA;
MODIS;
AREA;
CLASSIFICATION;
PATTERN;
COVER;
D O I:
10.1016/j.asr.2021.06.053
中图分类号:
V [航空、航天];
学科分类号:
08 ;
0825 ;
摘要:
Precise mapping and forecasting of rice cropping systems are essential for guaranteeing regional and even global food security. The central areas of China are the dominant Chinese rice-producing areas. However, due to limited land and a scarcity of skilled rural labourers in China, it has been difficult to meet the growing demand for rice production in recent years. Furthermore, the complex topography and climate in central China make it difficult to map paddy rice accurately. This paper maps the spatial pattern of rice in central China by using multiple data sources and a phenology-based time-series similarity approach, explores the driving forces for rice patterns through grey relational analysis (GRA), and presents a simulated future rice cropping system map by adding socio-economic factors to a cellular automata-Markov (CA-Markov) model. This study concluded that for 2015, the overall classification accuracy of rice was 88.12%, with a Kappa coefficient of 0.90. The planting acreage accuracies for single-and double-season rice in 2015 were 89.51% and 77.00%, respectively, and the corresponding R2 value for both were 0.80. From 2005 to 2015, the planting acreage of single-season rice significantly increased, while the planting acreage of double-season rice generally decreased. The planting acreage of total rice exhibited an overall increasing trend during 10 years. The cumulative temperature, slope and distance to water bodies were key influencing factors for the spatial distribution of rice. Compared with that for 2015, the simulated total planting area of rice for 2030 was slightly higher, and the spatial pattern of double-season rice exhibited an obvious southward trend. These findings show that the proposed rice mapping and forecasting method is effective. This method allows us to predict future rice patterns precisely under the influence of human activities in complex cropping conditions and various rice cropping systems. (C) 2021 Published by Elsevier B.V. on behalf of COSPAR.
机构:
ITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, Indonesia
Inst Technol Nasional Itenas, Dept Geodet Engn, Bandung 40124, IndonesiaITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, Indonesia
Sari, Dewi Kania
Ismullah, Ishak H.
论文数: 0引用数: 0
h-index: 0
机构:
ITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, IndonesiaITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, Indonesia
Ismullah, Ishak H.
Sulasdi, Widyo N.
论文数: 0引用数: 0
h-index: 0
机构:
ITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, IndonesiaITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, Indonesia
Sulasdi, Widyo N.
Harto, Agung B.
论文数: 0引用数: 0
h-index: 0
机构:
ITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, IndonesiaITB, Fac Earth Sci & Technol, Study Program Geodesy & Geomat, Jl Ganesha 10, Bandung 40132, Indonesia
机构:
Huazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Chen, Yunping
Hu, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Hu, Jie
Cai, Zhiwen
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Cai, Zhiwen
Yang, Jingya
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Key Lab Agr Remote Sensing, Minist Agr & Rural Affairs, Inst Agr Resources & Reg Planning, Beijing 100081, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Yang, Jingya
Zhou, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Zhou, Wei
Hu, Qiong
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Coll Urban & Environm Sci, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan 430079, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Hu, Qiong
Wang, Cong
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Coll Urban & Environm Sci, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan 430079, Peoples R ChinaHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Wang, Cong
You, Liangzhi
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
Int Food Policy Res Inst, 1201 NW, Washington, DC 20005 USAHuazhong Agr Univ, Macro Agr Res Inst, Coll Plant Sci & Technol, Wuhan 430070, Peoples R China
机构:
Macro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural UniversityMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
Yunping Chen
Jie Hu
论文数: 0引用数: 0
h-index: 0
机构:
Macro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural UniversityMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
Jie Hu
Zhiwen Cai
论文数: 0引用数: 0
h-index: 0
机构:
College of Resources and Environment, Huazhong Agricultural UniversityMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
Zhiwen Cai
论文数: 引用数:
h-index:
机构:
Jingya Yang
Wei Zhou
论文数: 0引用数: 0
h-index: 0
机构:
College of Resources and Environment, Huazhong Agricultural UniversityMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
Wei Zhou
Qiong Hu
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory for Geographical Process Analysis & Simulation of Hubei Province/College of Urban and Environmental Sciences,Central China Normal UniversityMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
Qiong Hu
Cong Wang
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory for Geographical Process Analysis & Simulation of Hubei Province/College of Urban and Environmental Sciences,Central China Normal UniversityMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
Cong Wang
Liangzhi You
论文数: 0引用数: 0
h-index: 0
机构:
Macro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
International Food Policy Research InstituteMacro Agriculture Research Institute, College of Plant Science and Technology, Huazhong Agricultural University
机构:
Southwest Univ, Chongqing Jinfo Mt Natl Field Sci Observat & Res S, Chongqing Engn Res Ctrr Remote Sensing Big Data Ap, Sch Geog Sci, Chongqing 400715, Peoples R China
Minist Nat Resources, Key Lab Monitoring & Evaluat & Early Warning Terr, Chongqing 401147, Peoples R ChinaSouthwest Univ, Chongqing Jinfo Mt Natl Field Sci Observat & Res S, Chongqing Engn Res Ctrr Remote Sensing Big Data Ap, Sch Geog Sci, Chongqing 400715, Peoples R China
Li, Yuechen
Zhao, Rongkun
论文数: 0引用数: 0
h-index: 0
机构:
Southwest Univ, Chongqing Jinfo Mt Natl Field Sci Observat & Res S, Chongqing Engn Res Ctrr Remote Sensing Big Data Ap, Sch Geog Sci, Chongqing 400715, Peoples R ChinaSouthwest Univ, Chongqing Jinfo Mt Natl Field Sci Observat & Res S, Chongqing Engn Res Ctrr Remote Sensing Big Data Ap, Sch Geog Sci, Chongqing 400715, Peoples R China
Zhao, Rongkun
Wang, Yue
论文数: 0引用数: 0
h-index: 0
机构:
Southwest Univ, Chongqing Jinfo Mt Natl Field Sci Observat & Res S, Chongqing Engn Res Ctrr Remote Sensing Big Data Ap, Sch Geog Sci, Chongqing 400715, Peoples R China
Minist Nat Resources, Key Lab Monitoring & Evaluat & Early Warning Terr, Chongqing 401147, Peoples R ChinaSouthwest Univ, Chongqing Jinfo Mt Natl Field Sci Observat & Res S, Chongqing Engn Res Ctrr Remote Sensing Big Data Ap, Sch Geog Sci, Chongqing 400715, Peoples R China