Multi-Regime GRU-Scheduled PID Control for Greenhouse VPD Regulation With Real-Time PLC Deployment

Vapor pressure deficit is a physiologically meaningful climate variable governing plant transpiration and water transport in greenhouse cultivation. However, accurate regulation in evaporative-cooled greenhouses is challenging due to nonlinear temperature–humidity coupling, time-varying dynam...

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Bibliografiske detaljer

Principais autores:	Natthanan Wanna, Kriengkrai Nabudda, Suphasit Sitthaphanit, Natakorn Thasnas
Format:	Artigo
Sprog:	Inglês
Udgivet:	IEEE 2026-01-01
Serier:	IEEE Access
Fag:	Adaptive PID control gain scheduling gated recurrent unit greenhouse climate control admissible-region-constrained control precision agriculture
Online adgang:	https://ieeexplore.ieee.org/document/11506363/
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