Merge pull request #346 from borglab/feature/improved-imu-example-python
Improved Python IMU examplerelease/4.3a0
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0b5a1b8003
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@ -5,7 +5,9 @@ All Rights Reserved
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See LICENSE for the license information
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A script validating the ImuFactor inference.
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A script validating and demonstrating the ImuFactor inference.
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Author: Frank Dellaert, Varun Agrawal
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"""
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from __future__ import print_function
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@ -76,8 +78,14 @@ class ImuFactorExample(PreintegrationExample):
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initial.insert(BIAS_KEY, self.actualBias)
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for i in range(num_poses):
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state_i = self.scenario.navState(float(i))
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initial.insert(X(i), state_i.pose())
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initial.insert(V(i), state_i.velocity())
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poseNoise = gtsam.Pose3.Expmap(np.random.randn(3)*0.1)
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pose = state_i.pose().compose(poseNoise)
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velocity = state_i.velocity() + np.random.randn(3)*0.1
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initial.insert(X(i), pose)
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initial.insert(V(i), velocity)
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# simulate the loop
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i = 0 # state index
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@ -88,6 +96,12 @@ class ImuFactorExample(PreintegrationExample):
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measuredAcc = self.runner.measuredSpecificForce(t)
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pim.integrateMeasurement(measuredAcc, measuredOmega, self.dt)
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poseNoise = gtsam.Pose3.Expmap(np.random.randn(3)*0.1)
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actual_state_i = gtsam.NavState(
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actual_state_i.pose().compose(poseNoise),
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actual_state_i.velocity() + np.random.randn(3)*0.1)
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# Plot IMU many times
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if k % 10 == 0:
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self.plotImu(t, measuredOmega, measuredAcc)
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@ -133,6 +147,9 @@ class ImuFactorExample(PreintegrationExample):
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pose_i = result.atPose3(X(i))
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plot_pose3(POSES_FIG, pose_i, 0.1)
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i += 1
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gtsam.utils.plot.set_axes_equal(POSES_FIG)
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print(result.atimuBias_ConstantBias(BIAS_KEY))
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plt.ioff()
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4
gtsam.h
4
gtsam.h
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@ -2913,6 +2913,8 @@ class PreintegratedImuMeasurements {
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void integrateMeasurement(Vector measuredAcc, Vector measuredOmega,
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double deltaT);
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void resetIntegration();
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void resetIntegrationAndSetBias(const gtsam::imuBias::ConstantBias& biasHat);
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Matrix preintMeasCov() const;
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double deltaTij() const;
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gtsam::Rot3 deltaRij() const;
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@ -2972,6 +2974,8 @@ class PreintegratedCombinedMeasurements {
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void integrateMeasurement(Vector measuredAcc, Vector measuredOmega,
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double deltaT);
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void resetIntegration();
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void resetIntegrationAndSetBias(const gtsam::imuBias::ConstantBias& biasHat);
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Matrix preintMeasCov() const;
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double deltaTij() const;
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gtsam::Rot3 deltaRij() const;
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