A Thermal Disaggregation Model Based on Trapezoid Interpolation | |
Liu, Kai1; Su, Hongbo2; Li, Xueke3,4; Chen, Shaohui1; Zhang, Renhua1; Wang, Weimin5; Yang, Lijun5; Liang, Hong5; Yang, Yongmin6 | |
刊名 | IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
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2018-03-01 | |
卷号 | 11期号:3页码:808-820 |
关键词 | Bowen ratio land (LST) thermal fusion trapezoid space |
ISSN号 | 1939-1404 |
DOI | 10.1109/JSTARS.2018.2790002 |
通讯作者 | Su, Hongbo(suh@fau.edu) |
英文摘要 | A trapezoid interpolation thermal disaggregation (TI_DisTrad) model was proposed in this study. This modelcan disaggregate coarse resolution land surface temperature (LST) to fine resolution LST based on fractional vegetation cover (FVC) versus LST space. The proposed model assumes that the quantitative relationships among the Bowen ratio, FVC and LST can work for the pixels inside the FVC-LST space at both coarser and finer resolutions. Pixels that were outside the FVC-LST space were addressed with a support vector machine regression. We evaluated the TI_DisTrad model over an agricultural region in central Iowa (USA) and an urban region in Beijing (China). The performance of the TI_DisTrad model was assessed by comparing results against those of five other popular benchmark models. The results show that the TI_DisTrad model was slightly superior to three of the benchmark models over the agricultural regions and achieved more accurate LST compared to two of the benchmark models over the urban region. When using two surface energy balance models (the one-source model and the two-source model), the estimated evapotranspiration (ET) from the TI_DisTrad disaggregated LST data was more accurate than the estimated ET from the disaggregated LST obtained using the other benchmark approaches, corresponding to an increase in average accuracy of the TI_DisTrad model. |
资助项目 | Natural Science Fund of China[41571356] ; Natural Science Fund of China[41671368] ; Natural Science Fund of China[41371348] ; China Postdoctoral Science Foundation[2016M600120] |
WOS关键词 | LAND-SURFACE TEMPERATURE ; URBAN HEAT-ISLAND ; REMOTE-SENSING MODEL ; SATELLITE IMAGERY ; EVAPOTRANSPIRATION ESTIMATION ; VEGETATION INDEX ; TRIANGLE METHOD ; SOIL-MOISTURE ; TEMPORAL RESOLUTION ; REGIONAL-SCALE |
WOS研究方向 | Engineering ; Physical Geography ; Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
WOS记录号 | WOS:000427425000011 |
资助机构 | Natural Science Fund of China ; China Postdoctoral Science Foundation |
内容类型 | 期刊论文 |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/57450] ![]() |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Su, Hongbo |
作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources, Key Lab Water Cycle & Related Land Surface Proc, Beijing 100101, Peoples R China 2.Florida Atlantic Univ, Dept Civil Environm & Geomat Engn, Boca Raton, FL 33431 USA 3.Univ Connecticut, Dept Geog, Storrs, CT 06269 USA 4.Univ Connecticut, Ctr Environm Sci & Engn, Storrs, CT 06269 USA 5.Shenzhen Environm Monitoring Ctr, Shenzhen 518049, Peoples R China 6.State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, Kai,Su, Hongbo,Li, Xueke,et al. A Thermal Disaggregation Model Based on Trapezoid Interpolation[J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,2018,11(3):808-820. |
APA | Liu, Kai.,Su, Hongbo.,Li, Xueke.,Chen, Shaohui.,Zhang, Renhua.,...&Yang, Yongmin.(2018).A Thermal Disaggregation Model Based on Trapezoid Interpolation.IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,11(3),808-820. |
MLA | Liu, Kai,et al."A Thermal Disaggregation Model Based on Trapezoid Interpolation".IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 11.3(2018):808-820. |
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