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基于无人机影像VDVI指数的不同草地类型地上生物量估算

Estimation of aboveground biomass of different grassland types based on VDVI index of UAV visible image
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摘要 【目的】对天然草地地上生物量进行快速、高效及无损伤估算。【方法】本研究利用无人机对青藏高原高寒草原及高寒草甸2种不同类型的天然草地进行航拍调查,通过构建无人机可见光波段差异性植被指数(VDVI,Visible Band Difference Vegetation Index),分析VDVI与不同草地类型地上生物量之间的关系并对研究区地上生物量进行无人机遥感估算。【结果】VDVI指数与两种草地类型地上生物量均具有较高的相关性,高寒草原地上生物量估算精度达到70.68%,最优估产模型为y=-17070x2+2120.4x+4.9506;高寒草甸地上生物量估算精度达到80.76%,最优估产模型为y=332.15x2+39.712x+14.638。【结论】小型可见光无人机结合VDVI指数被证明可用于高寒草原和高寒草甸生物量快速无损估算,可为高寒草地高效估产提供实用帮助。 【Objective】The study was implemented in order to estimate the aboveground biomass of natural grassland efficiently and non-destructively.【Method】In this study,an unmanned aerial vehicle(UAV)was used to take photos of alpine steppe and alpine meadow.Then,by constructing the visible-band differential vegetation index(VDVI),the relationship between VDVI and aboveground biomass was analyzed,and the aboveground biomass in the study area was estimated.【Result】The results showed that the VDVI index had a high correlation with the aboveground biomass of the two grassland types.The estimation accuracy of aboveground biomass in alpine grassland reached 70.68%,and the optimal estimation model was y=-17070x2+2120.4x+4.9506.The estimation accuracy of aboveground biomass in an alpine meadow reached 80.76%,and the optimal estimation model was y=332.15x2+39.712x+14.638.【Conclusion】In summary,UAVs combined with the VDVI index have been proven to be used for rapid and non-destructive estimation of aboveground biomass,which can provide a method for rapid and efficient estimation of aboveground biomass in alpine grassland.
作者 花蕊 董瑞 包达尔罕 蔡新成 甘瑞勋 蔡斌 余涛 楚彬 唐庄生 花立民 HUA Rui;DONG Rui;Baodaerhan;CAI Xin-cheng;GAN Rui-xun;CAI Bin;YU Tao;CHU Bin;TANG Zhuang-sheng;HUA Li-min(College of Prataculture Science,Gansu Agricultural University,Key Laboratory of Grassland Ecosystem of the Ministry of Education,Engineering and Technology Research Center for Alpine Rodent Pest Control,National Forestry and Grassland Administration,Lanzhou 730070,China)
出处 《草原与草坪》 CAS CSCD 2024年第5期124-131,共8页 Grassland and Turf
基金 甘肃省教育厅优秀研究生“创新之星”项目(2021CXZX-343) 甘肃省高等学校青年博士基金项目(2021QB-028) 甘肃农业大学公招博士项目(GAU-KYQD-2020-19) 甘肃农业大学伏羲青年英才项目“草地鼠害无人机监测技术研发”(GAUfx-04Y06)。
关键词 无人机 地上生物量 VDVI 高寒草甸 高寒草原 UAV aboveground biomass VDVI alpine meadow alpine grassland
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