sits_filter

data

filter

Given a set of time series, filter them with one of
the available filtering algorithms:<ul>
<li>Whittaker smoother - see <code><a rd-options="" href="/link/sits_whittaker?package=sits&version=0.13.0-3" data-mini-rdoc="sits::sits_whittaker">sits_whittaker</a></code></li>
<li>Savitsky-Golay filter - see <code><a rd-options="" href="/link/sits_sgolay?package=sits&version=0.13.0-3" data-mini-rdoc="sits::sits_sgolay">sits_sgolay</a></code></li>
<li>Envelope filter - see <code><a rd-options="" href="/link/sits_envelope?package=sits&version=0.13.0-3" data-mini-rdoc="sits::sits_envelope">sits_envelope</a></code></li>
<li>Interpolation filter - see <code><a rd-options="" href="/link/sits_interp?package=sits&version=0.13.0-3" data-mini-rdoc="sits::sits_interp">sits_interp</a></code></li>
</ul>

A set of tools for working with satellite image time series, both as individual data or as part of data cubes.
Builds data cubes from collections in AWS, Brazil Data Cube, and Digital Earth Africa.
Provides different visualisation methods for image time series.
Provides smoothing methods for noisy time series.
Includes functions for smoothing based on Bayesian inference.
Enables different clustering methods, including dendrograms and self-organized maps (SOM).
Matches noiseless patterns with noisy time series using the time-weighted dynamic time warping (TWDTW) method for shape recognition.
Provides machine learning methods for time series classification, including support vector machines (SVM), random forests and deep learning.
Minimum recommended requirements: 8 GB RAM and 1 CPU dual-core.

Gilberto Camara

sits

Satellite Image Time Series Analysis for Remote Sensing Data Cubes

Rolf Simoes

Felipe Souza

Lorena Santos

Alexandre Carvalho

Pedro Andrade

Karine Ferreira

Alber Sanchez

Gilberto Queiroz

sits_filter function

Given a set of time series, filter them with one of
the available filtering algorithms:<ul>
<li>Whittaker smoother - see <code><a rd-options='' href='sits_whittaker'>sits_whittaker</a></code></li>
<li>Savitsky-Golay filter - see <code><a rd-options='' href='sits_sgolay'>sits_sgolay</a></code></li>
<li>Envelope filter - see <code><a rd-options='' href='sits_envelope'>sits_envelope</a></code></li>
<li>Interpolation filter - see <code><a rd-options='' href='sits_interp'>sits_interp</a></code></li>
</ul>

General function for filtering — sits_filter

General function for filtering

sits_filter: General function for filtering

Description

Usage

Arguments

Value