Remote Sensing Technology and Application, Volume. 39, Issue 5, 1054(2024)
Research on the Inversion Method of Desert Grassland Fractional Vegetation Cover based on Collaborative UAV-Satellite Remote Sensing
[1] Y LIU, L LI, X CHEN et al. Temporal-spatial variations and influencing factors of vegetation cover in Xinjiang from 1982 to 2013 based on GIMMS-NDVI3g. Global and Planetary Change, 169, 145-155(2018).
[2] S ZHANG, H CHEN, Y FU et al. Fractional vegetation cover estimation of different vegetation types in the Qaidam Basin. Sustainability, 11, 864(2019).
[3] W ZHANG, X YANG, A MANLIKE et al. Comparative study of remote sensing estimation methods for grassland fractional vegetation coverage–A grassland case study performed in Ili prefecture, Xinjiang, China. International Journal of Remote Sensing, 40, 2243-2258(2019).
[4] Junyi CHENG, Xianfeng ZHANG, Min SUN et al. Random forest model for the estimation of fractional vegetation coverage based on a UAV-Ground Co-sampling strategy. Acta Scientiarum Naturalium Universitatis Pekinensis, 56, 143-154(2020).
[5] J GE, B MENG, T LIANG et al. Modeling alpine grassland cover based on MODIS data and support vector machine regression in the headwater region of the Huanghe River, China. Remote Sensing of Environment, 218, 162-173(2018).
[6] Yanhong ZHAO, Peng HOU, Jinbao JIANG et al. Progress in quantitative inversion of vegetation ecological remote sensing parameters. National Remote Sensing Bulletin, 25, 2173-2197(2021).
[7] Beibei SHEN, Yibo WEI, Leichao MA et al. Spatiotemporal changes and drivers of fractional vegetation cover in Inner Mongolia grassland of China. Transactions of the Chinese Society of Agricultural Engineering, 38, 118-126(2022).
[8] L TANG, M HE, X LI. Verification of fractional vegetation coverage and NDVI of desert vegetation via UAVRS technology. Remote Sensing, 12, 1742(2020).
[9] Hui YU, Yufeng WU, Yi JIN et al. Analysis of the spatio-temporal patterns of vegetation fractional coverage in the Hexi arid area. Pratacultural Science, 36, 623-631(2019).
[10] Qian CHEN, Xiaosong LI, Xiaomin XIU et al. Large scale shrub coverage mapping of sandy land at 30 m resolution based on Google Earth Engine and machine learning. Acta Ecologica Sinica, 39, 4056-4069(2019).
[11] J CHEN, X ZHAO, H ZHANG et al. Evaluation of the accuracy of the field quadrat survey of alpine grassland fractional vegetation cover based on the satellite remote sensing pixel scale. ISPRS International Journal of Geo-Information, 8, 497(2019).
[12] Gang SUN, Wenjiang HUANG, Pengfei CHEN et al. Adva-nces in UAV-based multispectral remote sensing applications. Transactions of the Chinese Society for Agricultural Machinery, 49, 1-17(2018).
[13] Juanting GAO, Feida SUN, Fei HUO et al. Application and evaluation of Unmanned Aerial Vehicle Remote Sensing in grasslan animal and plant monitoring. Acta Agrestia Sinica, 29, 1-9(2021).
[14] Wendi XU, Yueyue WANG, Yanjing YANG et al. Realistic 3D Modeling and application based on Beijing No.3 Satellite data. Satellite Application, 40-46(2022).
[15] Zhaocong WU, Wenyun YU. Research on atmospheric correction methods of SPOT-7 inage of different landcover types. Journal of Geomatics, 46, 7-12(2021).
[16] J W ROUSE, R H HAAS, J A SCHELL et al. Monitoring vegetation systems in the Great Plains with ERTS. NASA Spec. Publ, 351, 309-317(1974).
[17] Yanying BAI, Julin GAO, Baolin ZHANG. Monitoring of crops growth based on NDVI and EVI. Transactions of the Chinese Society for Agricultural Machinery, 50, 153-161(2019).
[18] G S BIRTH, G R MCVEY. Measuring the color of growing turf with a reflectance spectrophotometer 1. Agronomy Journal, 60, 640-643(1968).
[19] C J TUCKER. Red and photographic infrared linear combinations for monitoring vegetation. Remote Sensing of Environment, 8, 127-150(1979).
[20] A J RICHARDSON, J H EVERITT. Using spectral vegetation indices to estimate rangeland productivity. Geocarto International, 7, 63-69(1992).
[21] A R HUETE. A Soil-Adjusted Vegetation Index(SAVI). Remote Sensing of Environment, 25, 295-309(1988).
[22] J QI, A CHEHBOUNI, A R HUETE et al. A modified soil adjusted vegetation index. Remote Sensing of Environment, 48, 119-126(1994).
[23] Shuai FU, Yonghui ZHANG, Jialv LI et al. Influence of different vegetation indices and heights of UAVs on the accuracy of grassland coverage estimation. Pratacultural Science, 38, 11-19(2021).
[24] X LIN, J CHEN, P LOU et al. Improving the estimation of alpine grassland fractional vegetation cover using optimized algorithms and multi-dimensional features. Plant Methods, 17, 1-18(2021).
[25] Lin LIU, Xingming ZHENG, Tao JIANG et al. Extraction method of fractional vegetation cover from Unmanned Aerial Vehicle Remote Sensing:A review. Journal of Northeast Normal University (Natural Science Edition), 53, 151-160(2021).
[26] Xin HUANG, Jianhong LIU, Kejian SHEN et al. Grassland yield change in Qinghai Province based on MODIS data. Arid Land Geography, 43, 715-725(2020).
[27] Miaomiao LI, Bingfang WU, Changzhen YAN et al. Estimation of vegetation fraction in the upper basin of Miyun Reservoir by remote sensing. Resources Science, 26, 153-159(2004).
[28] L BREIMAN. Random forests. Machine Learning, 45, 5-32(2001).
[29] Jingyun YE, Bo WU, Xiaohong JIA et al. Estimation of above-ground biomass of sparse desert vegetation based on remote sensing techniques in hyper-arid area. Arid Land Geography, 45, 478-487(2022).
[30] Jian YUE, Guijin MU, Zihua TANG et al. Remote sensing estimation models for vegetation coverage in desert regions of Xinjiang based on NDVI. Arid Land Geography, 43, 153-160(2020).
[31] Xiuli XIA, Jie PAN, Xiaoqian GAO et al. Analysis of the directional characteristics of the reflection spectrum of black pine canopy. Spectroscopy and Spectral Analysis, 39, 2540-2545(2019).
[32] Yunmei LI, Renchao WANG, Xiuzhen WANG et al. Dynamics of rice canopy bidirectional reflectance. Journal of Zhejiang University(Agriculture and Life Sciences), 27, 39-44(2001).
[33] Xuehong ZHANG, Qingjiu TIAN, Runping SHEN. Analysis of directional characteristics of winter wheat canopy spectra. Spectroscopy and Spectral Analysis, 30, 1600-1605(2010).
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Kexin NING, Chenxi SUN, Huawei WAN, Yanmin SHUAI. Research on the Inversion Method of Desert Grassland Fractional Vegetation Cover based on Collaborative UAV-Satellite Remote Sensing[J]. Remote Sensing Technology and Application, 2024, 39(5): 1054
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Received: Aug. 15, 2023
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Published Online: Jan. 7, 2025
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