getTrackVelocities

Obtain updated track velocities and velocity covariance matrix

Syntax

positions = getTrackVelocities(tracks,modelName)

velocities = getTrackVelocities(tracks,velocitySelector)

[velocities,velocityCovariances] = getTrackVelocities(tracks,velocitySelector)

Description

positions = getTrackVelocities(tracks,modelName) returns a matrix of track velocities based on tracks and the model name.

velocities = getTrackVelocities(tracks,velocitySelector) returns a matrix of track velocities based on tracks and the velocity selector.

[velocities,velocityCovariances] = getTrackVelocities(tracks,velocitySelector) also returns the track velocity covariance matrices.

Examples

Find Velocity of 3-D Constant-Acceleration Object

Create an extended Kalman filter tracker for 3-D constant-acceleration motion.

tracker = trackerGNN("FilterInitializationFcn",@initcaekf);

Initialize the tracker with one detection.

detection = objectDetection(0,[10;-20;4],"ObjectClassID",3);
tracks = tracker(detection,0);

Add a second detection at a later time and at a different position.

detection = objectDetection(0.1,[10.3;-20.2;4],"ObjectClassID",3);
tracks = tracker(detection,0.2);

Obtain the velocity vector from the track state using the model name.

velocity1 = getTrackVelocities(tracks,"constacc")

velocity1 = 1×3

    1.0093   -0.6728         0

Obtain the velocity vector from the track state using the positin selector.

velocitySelector = [0 1 0 0 0 0 0 0 0; 0 0 0 0 1 0 0 0 0; 0 0 0 0 0 0 0 1 0];
velocity2 = getTrackVelocities(tracks,velocitySelector)

velocity2 = 1×3

    1.0093   -0.6728         0

Velocity and Covariance of 3-D Constant-Acceleration Object

Create an extended Kalman filter tracker for 3-D constant-acceleration motion.

tracker = trackerGNN("FilterInitializationFcn",@initcaekf);

Initialize the tracker with one detection.

detection = objectDetection(0,[10;-20;4],"ObjectClassID",3);
tracks = tracker(detection,0);

Add a second detection at a later time and at a different position.

detection = objectDetection(0.1,[10.3;-20.2;4.3],"ObjectClassID",3);
tracks = tracker(detection,0.2);

Obtain the velocity vector and covariance from the track state using the model name.

[velocity1,velocityCovariance1] = getTrackVelocities(tracks,"constacc")

velocity1 = 1×3

    1.0093   -0.6728    1.0093

velocityCovariance1 = 3×3

   70.0685         0         0
         0   70.0685         0
         0         0   70.0685

Obtain the velocity vector and covariance from the track state using the velocity selector.

velocitySelector = [0 1 0 0 0 0 0 0 0; 0 0 0 0 1 0 0 0 0; 0 0 0 0 0 0 0 1 0];
[velocity2,velocityCovariance2] = getTrackVelocities(tracks,velocitySelector)

velocity2 = 1×3

    1.0093   -0.6728    1.0093

velocityCovariance2 = 3×3

   70.0685         0         0
         0   70.0685         0
         0         0   70.0685

Input Arguments

tracks — Object tracks

array of objectTrack objects | array of structures

Object tracks, specified as an array of objectTrack objects or an array of structures containing sufficient information to obtain the track velocity information. At a minimum, these structures must contain a State column vector field and a positive-definite StateCovariance matrix field. For a sample track structure, see toStruct.

modelName — Motion model name

"constvel" | "constacc" | "singer" | "constturn"

Motion model name, specified as one of these options:

• "constvel" — The function obtains the velocity states based on the state definition in the constvel function.

• "constacc" — The function obtains the velocity states based on the state definition in the constacc function.

• "constturn" — The function obtains the velocity states based on the state definition in the constturn function.

• "singer" — The function obtains the velocity states based on the state definition in the singer function. The use of singer model requires the Sensor Fusion and Tracking Toolbox™.

velocitySelector — Velocity selection matrix

D-by-N real-valued matrix.

Velocity selector, specified as a D-by-N real-valued matrix of ones and zeros. D is the number of dimensions of the tracker. N is the size of the state vector. Using this matrix, the function extracts track velocities from the state vector. Multiply the state vector by velocity selector matrix returns velocities. The same selector is applied to all object tracks.

Output Arguments

velocities — Velocities of tracked objects

real-valued 1-by-D vector | real-valued M-by-D matrix

Velocities of tracked objects at last update time, returned as a 1-by-D vector or a real-valued M-by-D matrix. D represents the number of velocity elements. M represents the number of tracks.

velocityCovariances — Velocity covariance matrices of tracked objects

real-valued D-by-D-matrix | real-valued D-by-D-by-M array

Velocity covariance matrices of tracked objects, returned as a real-valued D-by-D-matrix or a real-valued D-by-D-by-M array. D represents the number of velocity elements. M represents the number of tracks. Each D-by-D submatrix is a velocity covariance matrix for a track.

More About

Velocity Selector for 2-Dimensional Motion

Show the velocity selection matrix for two-dimensional motion when the state consists of the position and velocity.

$$\left[\begin{array}{cccc}0& 1& 0& 0\\ 0& 0& 0& 1\end{array}\right]$$

Velocity Selector for 3-Dimensional Motion

Show the velocity selection matrix for three-dimensional motion when the state consists of the position and velocity.

$$\left[\begin{array}{cccccc}0& 1& 0& 0& 0& 0\\ 0& 0& 0& 1& 0& 0\\ 0& 0& 0& 0& 0& 1\end{array}\right]$$

Velocity Selector for 3-Dimensional Motion with Acceleration

Show the velocity selection matrix for three-dimensional motion when the state consists of the position, velocity, and acceleration.

$$\left[\begin{array}{ccccccccc}0& 1& 0& 0& 0& 0& 0& 0& 0\\ 0& 0& 0& 0& 1& 0& 0& 0& 0\\ 0& 0& 0& 0& 0& 0& 0& 1& 0\end{array}\right]$$

Extended Capabilities

C/C++ Code Generation

Generate C and C++ code using MATLAB® Coder™.

• In code generation, the tracks input must be specified as non-empty structures.

Version History

Introduced in R2018b

R2022b: Obtain velocity and covariance from tracks using motion model name input

You can now obtain velocities and associated covariances of tracks by specifying the motion model name as an input. For example,

[positions,covariances] = getTrackVelocities(tracks,"constvel")

returns velocities and velocity covariances in tracks based on the constant-velocity model in the constvel function.