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Criteria maximization for water as well as fertilizer management system using neural network and hybrid PID control

Abstract Manual fertilization is still used to grow rice, wheat, and maize. Chemical fertilizers come from fertilizer waste and environmental impacts. PID control, which stands for proportional integral derivative, is the main control technique used to regulate agricultural water as well as fertiliz...

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Библиографические подробности
Главные авторы: S. N. Sivaraj, M. Vijayakarthick, N. Vinoth
Формат: Artigo
Язык:Inglês
Опубликовано: Nature Portfolio 2025-09-01
Серии:Scientific Reports
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Online-ссылка:https://doi.org/10.1038/s41598-025-14637-1
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