Aniket2006/TimeSeries

AGROW Time Series Service

Time series forecasting for satellite indices using AutoNHITS.

Features

• —Historical data from Sentinel-1 (SAR) and Sentinel-2 (Optical)
• —AutoNHITS forecasting with weather integration
• —Returns JSON data for interactive Flutter charts

API Endpoints

POST /timeseries

Generate time series with historical data and forecasts.

Request:

{
  "center_lat": 26.1885,
  "center_lon": 91.6894,
  "field_size_hectares": 10.0,
  "metric": "VV"
}

Response:

{
  "success": true,
  "metric": "VV",
  "historical": [{"date": "2024-01-01", "value": -12.5}, ...],
  "forecast": [{"date": "2024-12-01", "value": -11.8, "confidence_low": -12.5, "confidence_high": -11.0}],
  "trend": "improving",
  "stats": {"min": -15.2, "max": -8.5, "mean": -11.5}
}

Supported Metrics

• —SAR: VV, VH (Sentinel-1)
• —Optical: B02-B12 (Sentinel-2)

Required Secrets

• —SH_CLIENT_ID
• —SH_CLIENT_SECRET