Research architecture
From sensing crops to designing crops.
A four-layer architecture for crop intelligence — digitize the physical crop, understand its mechanisms, predict its future, and design what it should become.
- Digitize
- Understand
- Predict
- Design
Featured tools
Interactive computing, built to run in your browser.
Launch these crop analyses, field data capture, and scientific visualization tools directly.
01
Sensor Recorder
Capture device orientation, solar geometry, and GPS coordinates for leaf field measurements.
02
AI Data Visualizer
Upload and analyze crop datasets interactively with publication-ready scientific plotting.
03
Root Preprocessor
Clean, segment, and preprocess root system imagery to extract morphology phenotypes.
Work together
Have a crop-science problem worth making computable?
I welcome research exchange, open-source collaboration, and carefully scoped commercial projects.
