filters.hag_nn

filters.hag_nn#

The Height Above Ground Nearest Neighbor filter takes as input a point cloud with Classification set to 2 for ground points. It creates a new dimension, HeightAboveGround, that contains the normalized height values.

Note

We expect ground returns to have the classification value of 2 in keeping with the ASPRS Standard LIDAR Point Classes.

Ground points may be generated by filters.pmf or filters.smrf, but you can use any method you choose, as long as the ground returns are marked.

Normalized heights are a commonly used attribute of point cloud data. This can also be referred to as height above ground (HAG) or above ground level (AGL) heights. In the end, it is simply a measure of a point’s relative height as opposed to its raw elevation value.

The filter finds the [count] ground points nearest the non-ground point under consideration. It calculates an average ground height weighted by the distance of each ground point from the non-ground point. The HeightAboveGround is the difference between the Z value of the non-ground point and the interpolated ground height.

Default Embedded Stage

This stage is enabled by default

Example #1#

Using the autzen dataset (here shown colored by elevation), which already has points classified as ground

we execute the following pipeline

[
    "autzen.laz",
    {
        "type":"filters.hag_nn"
    },
    {
        "type":"writers.laz",
        "filename":"autzen_hag_nn.laz",
        "extra_dims":"HeightAboveGround=float32"
    }
]

which is equivalent to the pdal translate command

$ pdal translate autzen.laz autzen_hag_nn.laz hag_nn \
    --writers.las.extra_dims="HeightAboveGround=float32"

In either case, the result, when colored by the normalized height instead of elevation is

Example #2#

In the previous example, we chose to write HeightAboveGround using the extra_dims option of writers.las. If you’d instead like to overwrite your Z values, then follow the height filter with filters.ferry as shown

[
    "autzen.laz",
    {
        "type":"filters.hag_nn"
    },
    {
        "type":"filters.ferry",
        "dimensions":"HeightAboveGround=>Z"
    },
    "autzen-height-as-Z.laz"
]

Example #3#

If you don’t yet have points classified as ground, start with filters.pmf or filters.smrf to label ground returns, as shown

[
    "autzen.laz",
    {
        "type":"filters.smrf"
    },
    {
        "type":"filters.hag_nn"
    },
    {
        "type":"filters.ferry",
        "dimensions":"HeightAboveGround=>Z"
    },
    "autzen-height-as-Z-smrf.laz"
]

Options#

count: The number of ground neighbors to consider when determining the height above ground for a non-ground point. [Default: 1]
max_distance: Use only ground points within max_distance of non-ground point when performing neighbor interpolation. [Default: None]
allow_extrapolation: If false and a non-ground point lies outside of the bounding box of all ground points, its HeightAboveGround is set to 0. If true, extrapolation is used to assign the HeightAboveGround value. [Default: false]

where: An expression that limits points passed to a filter. Points that don’t pass the expression skip the stage but are available to subsequent stages in a pipeline. [Default: no filtering]
where_merge: A strategy for merging points skipped by a where option when running in standard mode. If true, the skipped points are added to the first point view returned by the skipped filter. If false, skipped points are placed in their own point view. If auto, skipped points are merged into the returned point view provided that only one point view is returned and it has the same point count as it did when the filter was run. [Default: auto]