Assessment of yield loss due to fall armyworm in maize using high-resolution multispectral spaceborne remote sensing

被引:0
作者
Mathyam, Prabhakar [1 ]
Kodigal, A. Gopinath [1 ]
Nakka, Ravi Kumar [1 ]
Merugu, Thirupathi [1 ]
Uppu, Sai Sravan [1 ]
Golla, Srasvan Kumar [1 ]
Gutti, Samba Siva [1 ]
Pebbeti, Chandana [1 ]
Adhikari, Suryakala [1 ]
Singh, Vinod Kumar [1 ]
机构
[1] ICAR Cent Res Inst Dryland Agr, Div Crop Sci, Hyderabad 500059, India
关键词
Areawide pest management; fall armyworm; damage; maize; remote sensing; FRUGIPERDA LEPIDOPTERA-NOCTUIDAE; LEAF-AREA INDEX; SPODOPTERA-FRUGIPERDA; APHID HEMIPTERA; DAMAGE; DEFOLIATION; IMPACT; PEST;
D O I
10.1080/01431161.2024.2394233
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The fall armyworm (FAW), Spodoptera frugiperda (J.E. Smith), invasion endangered the maize production worldwide, including India. The objective of this study was to quantify the FAW damage severity and its impact on leaf area index (LAI), biomass and grain yield of maize and to detect the field damage using high-resolution multispectral spaceborne remote sensing data. Maize growing fields in the Kurnool District of Andhra Pradesh and the Gadwal District of Telangana, India, were randomly surveyed to collect detailed ground-truth information. Foliar damage due to FAW was recorded, and the fields were categorized into various severity grades (healthy, low, medium and severe). FAW infestation caused significant change in LAI between the severity grades, which formed the basis for its damage detection using multispectral spaceborne remote sensing. Severe FAW infestation caused significant reduction in LAI, biomass and grain yield ranging between 36.9 and 39.9% compared to healthy grade. The infestation at the leaf collar (LC) stage caused significant yield loss of up to 26.5% compared to the tassel initiation (TI) and tasselling and silking (TS) stages. Canopy spectral reflectance from healthy and FAW-infested plants showed significant differences in the visible and near infrared (NIR) regions. A reflectance peak was observed in the NIR region of healthy plants compared to infested plants. Among various spaceborne vegetation indices, the Soil Adjusted Vegetation Index (SAVI) performed better in identifying the FAW infestation (R2 = 0.61**), biomass (R2 = 0.70**) and yield loss (R2 = 0.82**). These findings indicate the feasibility of utilizing multispectral remote sensing data for monitoring FAW infestation on a spatial scale, thus enabling the site-specific management.
引用
收藏
页码:6744 / 6758
页数:15
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