Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3964/j.issn.1000-0593(2014)07-1948-06 |
Study on the Soil Salinization Monitoring Based on Measured Hyperspectral and HSI Data | |
Lei Lei1,2; Tiyip, Tashpolat1,2; Ding Jian-li1,2![]() | |
通讯作者 | Ding Jian-li |
来源期刊 | SPECTROSCOPY AND SPECTRAL ANALYSIS
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ISSN | 1000-0593 |
出版年 | 2014 |
卷号 | 34期号:7页码:1948-1953 |
英文摘要 | The present paper selects the Kuqa Oasis as the study area, studies spectrum characteristics of soil salinity, and establishes soil spectrum library. Through transforming and analyzing varying degrees of soil salinization reflectance spectra data in the typical study area, and selecting the most sensitive spectral bands in response to salinization, we established the measured hyperspectral soil salinity monitoring model, and by correcting the soil salinity monitoring model established by HIS image through scale effect conversion improved the model accuracy under the conditions of a regional-scale monitoring of soil salinization. The results show that both measured hyperspectral soil salinity monitoring model and HSI image soil salinity inversion model have good accuracy, model determination coefficient (R-2) is higher than 0. 57 and the model stability is better. Compared with the corrected HSI image soil salinity inversion model and uncorrected HSI image soil salinity inversion model, the coefficient of determination has been greatly improved, which increased from 0. 571 to 0. 681, and through the 0. 01 significance level, the root mean square error (RMSE) value is 0. 277. The correction HIS image soil salinization monitoring model can better improve the model accuracy under the condition of regional scale soil salinization monitoring, and using this method to carry out the soil salinization quantitative remote sensing monitoring is feasible, and also can provide scientific reference for future research. |
英文关键词 | Hyperspectral HSI Soil salinization Multiple linear regression |
类型 | Article |
语种 | 中文 |
国家 | Peoples R China |
收录类别 | SCI-E |
WOS记录号 | WOS:000338826600045 |
WOS类目 | Spectroscopy |
WOS研究方向 | Spectroscopy |
来源机构 | 新疆大学 |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/185079 |
作者单位 | 1.Xinjiang Univ, Coll Resource & Environm Sci, Urumqi 830046, Peoples R China; 2.Minist Educ, Key Lab Oasis Ecol, Urumqi 830046, Peoples R China |
推荐引用方式 GB/T 7714 | Lei Lei,Tiyip, Tashpolat,Ding Jian-li,et al. Study on the Soil Salinization Monitoring Based on Measured Hyperspectral and HSI Data[J]. 新疆大学,2014,34(7):1948-1953. |
APA | Lei Lei,Tiyip, Tashpolat,Ding Jian-li,Jiang Hong-nan,&Kelimu, Ardak.(2014).Study on the Soil Salinization Monitoring Based on Measured Hyperspectral and HSI Data.SPECTROSCOPY AND SPECTRAL ANALYSIS,34(7),1948-1953. |
MLA | Lei Lei,et al."Study on the Soil Salinization Monitoring Based on Measured Hyperspectral and HSI Data".SPECTROSCOPY AND SPECTRAL ANALYSIS 34.7(2014):1948-1953. |
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