Timon
1da5c0d0a7
- Implemented `weather_api_comparison.py` to compare daily precipitation from multiple weather APIs for Arnhem, Netherlands and Angata, Kenya. - Integrated fetching functions for various weather data sources including Open-Meteo, NASA POWER, OpenWeatherMap, and WeatherAPI.com. - Added plotting functions to visualize archive and forecast data, including cumulative precipitation and comparison against ERA5 reference. - Created `90_rainfall_utils.R` for R to fetch rainfall data and overlay it on CI plots, supporting multiple providers with a generic fetch wrapper. - Included spatial helpers for efficient API calls based on unique geographical tiles. |
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| .vscode | ||
| laravel_app | ||
| old_sh | ||
| python_app | ||
| r_app | ||
| renv | ||
| webapps | ||
| .gitignore | ||
| .renvignore | ||
| .Rprofile | ||
| 10_planet_download.sh | ||
| 20_ci_extraction.sh | ||
| 30_growth_model.sh | ||
| 40_mosaic_creation.sh | ||
| 80_calculate_kpis.sh | ||
| 90_kpi_report.sh | ||
| CODE_MERGE_GUIDE_LARAVEL.md | ||
| r_app.Rproj | ||
| README.md | ||
| renv.lock | ||
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