Step 3 New landmarks

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Parent: Basic EKF for SLAM

Source: SLAM for dummies

Overview

  • Landmarks that are new are not dealt with until step 3.
    • Delaying the incorporation of new landmarks until the will decrease the computation cost needed for this step
    • the covariance matrix, P, and the system state, X, are smaller by then.
  • Update state vector x and covariance matrix P with new landmarks
  1. Add new landmark to state vector X
  2. Add new row and column to covariance matrix
    1. Covariance for new landmark
    2. Robot-landmark covariance