farm_ai/land_degradation/ndvi_linear_trend

Computes the pixel-wise NDVI linear trend over the input raster. The workflow computes the NDVI from the input raster, calculates the linear trend over chunks of data, combining them into the final raster.

graph TD inp1>raster] out1>ndvi_raster] out2>linear_trend] tsk1{{ndvi}} tsk2{{chunked_linear_trend}} tsk1{{ndvi}} -- index_raster/input_rasters --> tsk2{{chunked_linear_trend}} inp1>raster] -- raster --> tsk1{{ndvi}} tsk1{{ndvi}} -- index_raster --> out1>ndvi_raster] tsk2{{chunked_linear_trend}} -- linear_trend_raster --> out2>linear_trend]

Sources

  • raster: Input raster.

Sinks

  • ndvi_raster: NDVI raster.

  • linear_trend: Raster with the trend and the test statistics.

Tasks

  • ndvi: Computes an index from the bands of an input raster.

  • chunked_linear_trend: Computes the pixel-wise linear trend of a list of rasters (e.g. NDVI).

Workflow Yaml

name: ndvi_linear_trend
sources:
  raster:
  - ndvi.raster
sinks:
  ndvi_raster: ndvi.index_raster
  linear_trend: chunked_linear_trend.linear_trend_raster
tasks:
  ndvi:
    workflow: data_processing/index/index
    parameters:
      index: ndvi
  chunked_linear_trend:
    workflow: data_processing/linear_trend/chunked_linear_trend
    parameters:
      chunk_step_y: 512
      chunk_step_x: 512
edges:
- origin: ndvi.index_raster
  destination:
  - chunked_linear_trend.input_rasters
description:
  short_description: Computes the pixel-wise NDVI linear trend over the input raster.
  long_description: The workflow computes the NDVI from the input raster, calculates
    the linear trend over chunks of data, combining them into the final raster.
  sources:
    raster: Input raster.
  sinks:
    ndvi_raster: NDVI raster.
    linear_trend: Raster with the trend and the test statistics.