You can build a complete tracking simulation using the functions and objects supplied in this toolbox. The workflow for sensor fusion and tracking simulation consists of three (and optionally four) components. These components are
Use the tracking scenario generator to create ground truth for all moving and
stationary radar platforms and all target platforms (planes, ships, cars,
drones). The trackingScenario
class models the motion of all platforms in a
global coordinate system called scenario coordinates. These objects can
represent ships, ground vehicles, airframes, or any object that the radar
detects. See Orientation, Position, and Coordinate for a
discussion of coordinate systems.
Optionally, simulate an inertial navigation system (INS) that provides radar sensor platform position, velocity, and orientation relative to scenario coordinates.
Create models for each radar sensor with specifications and parameters using
the monostaticRadarSensor
, radarSensor
, or radarEmitter
objects. Using target platform pose and profile
information, generate synthetic radar detections for each radar-target
combination. Methods belonging to trackingScenario
retrieve the
pose and profile of any target platform. The trackingScenario
generator does not have knowledge of scenario coordinates. It knows the relative
positions of the target platforms with respect to the body platform of the
radar. Therefore, the detector can only generate detections relative to the
radar location and orientation.
If there is an INS attached to a radar platform, then the radar can transform detections to the scenario coordinate system. The INS allows multiple radars to report detections in a common coordinate system.
Process radar detections with a multi-object tracker to associate detections
to existing tracks or create tracks. Multi-object tracks include trackerGNN
, trackerTOMHT
, trackerJPDA
and trackerPHD
. If there is no INS, the tracker can only generate
tracks specific to one radar. If an INS is present, the tracker can create
tracks using measurements from all radars.
The flow diagram shows the progression of information in a tracking simulation.