Multiple Target Tracking using data coming from a real device

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健一
健一 2023-10-27
编辑： 健一 2023-11-4
I'm planning to develop a multiple target tracking system using data coming from a real radar device. Outputs of the device are 1. range data, 2 azimuth data. In other words, those are point cloud data output at frame rate and not labeled. In this case, which MATLAB functions should I use to realize the goal?
The tools I have are as follows.
  • DSP System Toolbox
  • Phased Array System Toolbox
  • RF Toolbox
  • Radar Toolbox
  • Sensor Fusion and Tracking Toolbox
  • Signal Processing Toolbox
I appreciate if someone gives me a hint to solve this question.
  2 个评论
Walter Roberson
Walter Roberson 2023-10-27
What is the interface to the radar? When you ask for a radar scan, what are the outputs?
健一
健一 2023-10-27
Thank you for your response.
The outputs are just 2 items as shown below.
  • Range data [meter]
  • Azimuth data [radian]
Do I have to get other information to draw trajectories of multiple targets?

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采纳的回答

Prashant Arora
Prashant Arora 2023-11-2
Hi,
You may find the examples linked below useful. These show how to track objects using data from TI mmWave Radars.
Applications - MATLAB & Simulink (mathworks.com)
In general, the workflow to use azimuth, range data would be
  1. If possible, remove environment clutter from prior knowledge. A variety of techniques can be used here depending on the application. Typically, you can use doppler from radar to separate static and dynamic reflections. Another example is limiting the region of interest in your data.
  2. If your radar generates multiple returns from objects, you may need to cluster them (as shown in examples above) or use an extended object tracker. For an example on extended object tracker, refer to
Extended Object Tracking With Radar For Marine Surveillance - MATLAB & Simulink (mathworks.com)
3. To bring your "azimuth, range" data to tracker objectDetection format, check out the following example.
Convert Detections to objectDetection Format - MATLAB & Simulink (mathworks.com)
Hope this helps.
Thanks,
Prashant
  1 个评论
健一
健一 2023-11-4
编辑：健一 2023-11-4
Thank you very much for the response.
Those 2 examples are very helpful for me. I will try to write a code following the examples.
Regards,
Ken

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recent works
recent works 2023-10-27
To develop a multiple target tracking system using data from a real radar device in MATLAB, you have a good set of toolboxes that can help you with various aspects of radar signal processing and target tracking. Here's a high-level overview of how you can use these toolboxes to achieve your goal:
Data Preprocessing:
  • DSP System Toolbox and Signal Processing Toolbox: You can use these toolboxes to preprocess and filter the raw radar data, which includes range and azimuth data. You may need to perform filtering, noise reduction, and data calibration to improve the quality of the data.
Radar Signal Processing:
  • Phased Array System Toolbox and RF Toolbox: These toolboxes can help you model and simulate phased-array antennas and radar systems. You can use them to create radar waveform designs, simulate radar scenarios, and perform beamforming and angle estimation.
Radar Data Extraction:
  • Radar Toolbox: Use this toolbox to extract essential radar parameters from the data, such as target range, azimuth, and Doppler information. You can also explore clutter and interference rejection techniques.
Multiple Target Tracking:
  • Sensor Fusion and Tracking Toolbox: This toolbox is crucial for multiple target tracking. It provides various tracking algorithms and tools for data association, track initialization, and state estimation. You can choose from a variety of tracking filters (e.g., Kalman filter, particle filter) and data association methods (e.g., nearest neighbor, probabilistic data association) to implement your tracking system.
Visualization and Validation:
  • Use MATLAB's built-in functions and plotting capabilities to visualize the tracking results and validate the performance of your tracking system. You can also use the tools provided by the aforementioned toolboxes to generate plots and displays.
  1 个评论
健一
健一 2023-10-27
Thank you for your response. I see that the tools I have are good sets for multiple target tracking.
May I ask you to show which example code written in the MATLAB help document is suitable to grasp the way how to write a code for multiple target tracking using range and azimuth data output per frame.
As far as I know, example codes use data generated by the scenario generator and the output from it includes a variety of types of information that cannot output from actual radar devices. This leads me to trouble now.

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