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SmartCane - Agricultural Intelligence Platform

A multi-stage satellite imagery processing system for crop health analysis and harvest predictions in sugarcane farming operations.

Overview

SmartCane processes 4-band satellite imagery (RGB + NIR) into actionable crop health insights using a sophisticated data pipeline spanning Python, R, and PHP. The system integrates satellite data from Planet Labs with field-level analysis, automated reporting, and harvest forecasting.

Core Features

  • Weekly Satellite Monitoring: 4-band GeoTIFF imagery acquisition and processing
  • Chlorophyll Index (CI) Analysis: Crop health assessment with multi-temporal smoothing
  • Field-Level KPI Calculation: Uniformity metrics, gap detection, weed risk assessment
  • Harvest Forecasting: ML-powered yield predictions with growth trajectory analysis
  • Automated Reporting: Weekly Word/HTML reports with field-specific alerts and recommendations

Last Updated: February 2026

Maintained By: Resilience BV

Repository: https://github.com/TimonWeitkamp/smartcane_experimental_area