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Research Article Open access CC BY 4.0

Apple Crop Health Detection Based on Vegetation Indices at Shalimar, Kashmir: North-Western Himalayas

Latief Ahmad, Ifra Ashraf, Sameera Qayoom, M. Ayoub Malik, Anurag Satpathi, Nivedita Bagga, Aiyesha Shabir, Raqeeb Ul Haq, Shoieb Rasool, Basharat Bashir, Afshan Tabasum

International Journal of Environment and Climate Change · pp. 49–67 · Published 17 Jul 2026

10.9734/ijecc/2026/v16i85562

Abstract

Apple orchard health monitoring is important for supporting timely crop management under the temperate conditions of Kashmir Valley. The present study evaluated the seasonal behaviour of four Sentinel-2-derived vegetation indices, namely the Normalized Difference Vegetation Index, Soil Adjusted Vegetation Index, Modified Soil Adjusted Vegetation Index and Enhanced Vegetation Index, in a 2 ha apple orchard at SKUAST-K, Shalimar, Kashmir, during the 2020 growing season. Sentinel-2 imagery acquired from April to September was processed using SNAP and QGIS, and mean vegetation index values were extracted for the orchard area. Monthly weather data, including average temperature and rainfall, were obtained from the on-campus meteorological observatory. Ground observations at 20 georeferenced points were used to support the interpretation of canopy development, phenological stage and visible plant health condition. All four vegetation indices showed a seasonal increase from April to July-August, followed by a decline during September-October, corresponding to canopy development, fruit maturation, harvest and senescence. Based on the monthly values presented in the study, temperature showed positive associations with the vegetation indices, with the strongest relationship observed for MSAVI, followed by NDVI and SAVI. Rainfall showed weak and non-significant associations with the indices during the study period. The results indicate that Sentinel-2-derived vegetation indices can reflect seasonal canopy dynamics in apple orchards under the studied conditions. MSAVI appeared particularly useful for representing canopy development, while field observations remained necessary for interpreting pest, disease and phenological effects.

Apple orchard Sentinel-2 vegetation indices canopy dynamics crop health monitoring QGIS

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