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NAME - ANNWESH BARIK
ROLLNO - 111CS0119
 Target tracking using Kalman Filter can be
described as the process of determining the
location of a target at current state
depending upon its location at previous state.
 It is one of the most important applications
of sequential state estimation, which naturally
admits Kalman filter as its main candidate.
 Design of Kalman filter algorithm to track the
target and show the resulting improvement in
tracking. This is of utmost importance for
high-performance real-time applications.
 Using MATLAB
 The Kalman filter, is an algorithm that uses a
series of measurements observed over time,
containing noise (random variations) and
other inaccuracies, and produces estimates of
unknown variables that tend to be more
precise than those based on a single
measurement alone.
ENV Coordinate System
Range = r
Azimuth = θ
Elevation = φ
Z= r*sin(φ)
X= r*cos(φ)*cos(θ)
Y= r*cos(φ)*sin(θ)
The two equations of Kalman Filter is as follows :
State Prediction :
Measurement Prediction :
To start the process, we need to know the
estimate of x0, and P0.
 M.S.Grewal, A.P. Andrews, "Kalman Filtering -
Theory ", Wiley, 2001
 An Approach for Switching of the Process
Noise Co-Variance of Kalman Filter for
ManeuveringTargets - S.M.Sahoo1, Sandipan
Sarkar2, H.K.Ratha3
 Thank you

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Maneuverable Target Tracking using Linear Kalman Filter

  • 1. NAME - ANNWESH BARIK ROLLNO - 111CS0119
  • 2.  Target tracking using Kalman Filter can be described as the process of determining the location of a target at current state depending upon its location at previous state.  It is one of the most important applications of sequential state estimation, which naturally admits Kalman filter as its main candidate.
  • 3.  Design of Kalman filter algorithm to track the target and show the resulting improvement in tracking. This is of utmost importance for high-performance real-time applications.  Using MATLAB
  • 4.  The Kalman filter, is an algorithm that uses a series of measurements observed over time, containing noise (random variations) and other inaccuracies, and produces estimates of unknown variables that tend to be more precise than those based on a single measurement alone.
  • 5. ENV Coordinate System Range = r Azimuth = θ Elevation = φ Z= r*sin(φ) X= r*cos(φ)*cos(θ) Y= r*cos(φ)*sin(θ)
  • 6. The two equations of Kalman Filter is as follows : State Prediction : Measurement Prediction : To start the process, we need to know the estimate of x0, and P0.
  • 7.
  • 8.
  • 9.
  • 10.  M.S.Grewal, A.P. Andrews, "Kalman Filtering - Theory ", Wiley, 2001  An Approach for Switching of the Process Noise Co-Variance of Kalman Filter for ManeuveringTargets - S.M.Sahoo1, Sandipan Sarkar2, H.K.Ratha3  Thank you