Leveraging Precision Agriculture and GGE Biplot Analysis to Improve Rice Yield in Diverse Agro-Climatic Conditions

GGE Biplot Analysis together with Precision Agriculture Practices is a useful tool for enhancing rice production under diverse environments. It utilizes modern agricultural data science tools for sustainability by addressing the emerging necessity of rice farming, to do so more efficiently and optimally regarding resource usage. The GGE biplot analysis looks into the interaction of crop genotypes with environmental variables that would indicate stable, high-yielding varieties. Precision agriculture techniques are driven by IoT and data analytics to optimize the use of such resources as water and fertilizers, minimizing environmental impact while maintaining productivity. Building on the challenges posed by climate variability and the demand for sustainable farming, the work herein introduces a data-centric framework integrating GGE biplot analysis with precision farming. The potential benefits include water savings of up to 20% and fertilizer application reductions to 15%, achieving those without yield losses. It shows that merging very advanced analytical tools, smart practices in farming, and activities to enhance productivity and sustainability in rice cultivation may indeed be on the right track.

Authors

Institutions

Publication Details

Published
2024-12-12
DOI
https://doi.org/10.1109/icses63760.2024.10910433
Primary Topic
Rice Cultivation and Yield Improvement
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Leveraging Precision Agriculture and GGE Biplot Analysis to Improve Rice Yield in Diverse Agro-Climatic Conditions

M. Senthil Kumar, Midhunchakkaravarthy Midhunchakkaravarthy
Rice Cultivation and Yield Improvement
article

Leveraging Precision Agriculture and GGE Biplot Analysis to Improve Rice Yield in Diverse Agro-Climatic Conditions

M. Senthil Kumar, Midhunchakkaravarthy Midhunchakkaravarthy
article en

Abstract

GGE Biplot Analysis together with Precision Agriculture Practices is a useful tool for enhancing rice production under diverse environments. It utilizes modern agricultural data science tools for sustainability by addressing the emerging necessity of rice farming, to do so more efficiently and optimally regarding resource usage. The GGE biplot analysis looks into the interaction of crop genotypes with environmental variables that would indicate stable, high-yielding varieties. Precision agriculture techniques are driven by IoT and data analytics to optimize the use of such resources as water and fertilizers, minimizing environmental impact while maintaining productivity. Building on the challenges posed by climate variability and the demand for sustainable farming, the work herein introduces a data-centric framework integrating GGE biplot analysis with precision farming. The potential benefits include water savings of up to 20% and fertilizer application reductions to 15%, achieving those without yield losses. It shows that merging very advanced analytical tools, smart practices in farming, and activities to enhance productivity and sustainability in rice cultivation may indeed be on the right track.

Lincoln University College (MY)
Zero hunger
Openalex Percentile: Top 84%
Rice Cultivation and Yield Improvement
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.