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Microclimate-Controlled Smart Growth Cabinets for High-Throughput Plant Phenotyping
Michael Vernon1,2, Ghazanfar Abbas Khan2,3, Lawrence D Webb2,3
1School of Engineering, Deakin University, Geelong, VIC 3216, Australia.
Sensors (Basel, Switzerland)
|December 31, 2025
Summary
A new microclimate-controlled smart growth cabinet (MCSGC) platform enables dynamic climate simulation for plant phenotyping. This cost-effective, scalable system supports AI-driven crop improvement for climate resilience.
Area of Science:
- Plant Science
- Agricultural Technology
- Climate Change Research
Background:
- Climate change necessitates crop varieties resilient to extreme conditions.
- Systematic plant phenotyping under controlled, dynamic environments is crucial for identifying resilient crops.
- Existing growth cabinets (GC) are limited by cost, static environments, and scalability, hindering large-scale climate change research.
Purpose of the Study:
- To introduce a novel microclimate-controlled smart growth cabinet (MCSGC) platform.
- To address the limitations of current growth cabinets in cost, scalability, and environmental dynamism.
- To facilitate advanced plant phenotyping for climate resilience research.
Main Methods:
- Development of a modular, cost-effective (<$10,000 AUD) MCSGC platform.
- Implementation of programmable environmental 'recipes' for dynamic microclimate simulation.
- Integration of interconnected, scalable multi-cabinet systems for parallel experiments.
- Automated data collection and synchronization for AI-driven analysis.
Main Results:
- Precise climate control achieved, with 97.42% of data within ±2 °C during dynamic simulation.
- Demonstrated adaptability across diverse crops including *Cannabis sativa*, *Beta vulgaris*, and *Lactuca sativa*.
- High-throughput data generation with 456 images and 164,160 sensor readings per experiment without manual intervention.
- Validation of environmental parameters suitable for broad crop cultivation (14.6-31.04 °C, 0-1241 µmol·m-2·s-1 PAR).
Conclusions:
- The MCSGC platform overcomes critical limitations of existing growth cabinets.
- It enables cost-effective, large-scale, dynamic climate simulations for plant phenotyping.
- The system supports advancements in crop improvement, AI applications, and climate resilience research.
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