Author

E. Zakir

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Open access Oct 2026

A Two-Layer Signal Validation and Temporal Analysis Framework for Environmental Sensor Fault Detection in a Small-Scale Vertical Farm

Reliable environmental sensing is essential for stable monitoring and control in vertical farms; however, high data-acquisition completeness does not ensure that measurements are valid, temporally consistent, or operationally meaningful. This study proposed an interpretable two-layer framework that distinguished direct...

Md. Ashikur Rahman, Md Nasim Reza, E. Zakir et al. · Agronomy · 0 citations

Review Open access Sep 2026

Remote Monitoring and Control of Environmental Conditions in Smart Vertical Farms

Vertical farming requires precise monitoring and control of environmental conditions to support consistent year-round crop production and efficient resource utilization. However, multilayer cultivation creates spatial, vertical, and temporal variations in temperature, humidity, CO2, airflow, and lighting, complicating...

E. Zakir, Md Nasim Reza, Md. Ashikur Rahman et al. · Agriculture · 0 citations