Evidence map›Paper›PMID 41286607›Full record

ArticleBMC plant biology2025

Sensor-based assessment of fertilizer strategies in soybean: linking SPAD, NDVI, plant height, and thermal imaging with biomass accumulation.

Süreyya Betül Rufaioğlu, Murat Tunç

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Article in BMC plant biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Süreyya Betül RufaioğluDepartment of Soil Science and Plant Nutrition, Agriculture Faculty, Harran University, Sanliurfa, Türkiye. sureyyarufaioglu@harran.edu.tr.ORCID http://orcid.org/0009-0006-0225-7629
Murat TunçDepartment of Field Crops, Agriculture Faculty, Harran University, Sanliurfa, Türkiye.ORCID http://orcid.org/0009-0008-8406-4824

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aimed to investigate the temporal effects of different fertilization strategies on the physiological, morphological, and biomass-related traits of soybean under controlled greenhouse conditions. Individual and combined applications of urea, zinc (Zn), and microbial inoculants were evaluated using a multi-sensor approach. Optical parameters (SPAD, NDVI), plant height, and thermal imaging were monitored across days after onset (DAO), and post-harvest biomass traits were measured to establish integrative relationships. The findings demonstrated that SPAD values increased by 18-27% and NDVI by up to 22%, with combined treatments (Urea + Microbial, Zn + Microbial) showing the most pronounced improvements. Urea + Microbial increased plant height by 15% and fresh biomass by 28% compared to the control. Thermal imaging revealed a 1.8-2.5 °C reduction in canopy temperature under combined treatments, indicating enhanced stomatal regulation and water-use efficiency. Strong positive correlations (r = 0.71-0.84) between SPAD/NDVI and post-harvest biomass confirmed the reliability of early-stage sensor measurements for predicting yield-related traits. Importantly, the integration of microbial inoculants with mineral fertilizers enhanced both physiological resilience and water-use efficiency, while the identification of tentative threshold values for SPAD (~ 35) and NDVI (~ 0.60) provides practical benchmarks for fertilization decisions and automation in precision agriculture. Overall, this study highlights the utility of combining optical and thermal sensing with morphological and biomass assessments to optimize fertilization strategies in soybeans. The results provide novel insights into the role of micronutrient (Zn) and microbial management in crop monitoring and underline the potential of sensor-based approaches to improve nutrient efficiency and support sustainable agricultural production.

Indexed as

FertilizersGlycine maxBiomassUreaZincFertilizersUreaZincFertilizer managementNDVIOptical sensorPrecision agricultureSoybeanSPADThermal imaging

Identifiers

PMID41286607
PMCPMC12642187

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.