Split off Scenario abstract base class
parent
4129c9651a
commit
dfe3f3a348
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@ -22,7 +22,7 @@
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namespace gtsam {
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namespace gtsam {
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/**
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/**
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* Simple IMU simulator with constant twist 3D trajectory.
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* Simple IMU simulator.
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* It is also assumed that gravity is magically counteracted and has no effect
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* It is also assumed that gravity is magically counteracted and has no effect
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* on trajectory. Hence, a simulated IMU yields the actual body angular
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* on trajectory. Hence, a simulated IMU yields the actual body angular
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* velocity, and negative G acceleration plus the acceleration created by the
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* velocity, and negative G acceleration plus the acceleration created by the
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@ -31,11 +31,9 @@ namespace gtsam {
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class Scenario {
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class Scenario {
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public:
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public:
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/// Construct scenario with constant twist [w,v]
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/// Construct scenario with constant twist [w,v]
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Scenario(const Vector3& w, const Vector3& v,
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Scenario(double imuSampleTime = 1.0 / 100.0, double gyroSigma = 0.17,
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double imuSampleTime = 1.0 / 100.0, double gyroSigma = 0.17,
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double accSigma = 0.01)
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double accSigma = 0.01)
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: twist_((Vector6() << w, v).finished()),
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: imuSampleTime_(imuSampleTime),
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imuSampleTime_(imuSampleTime),
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gyroNoiseModel_(noiseModel::Isotropic::Sigma(3, gyroSigma)),
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gyroNoiseModel_(noiseModel::Isotropic::Sigma(3, gyroSigma)),
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accNoiseModel_(noiseModel::Isotropic::Sigma(3, accSigma)) {}
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accNoiseModel_(noiseModel::Isotropic::Sigma(3, accSigma)) {}
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@ -56,43 +54,58 @@ class Scenario {
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Matrix3 gyroCovariance() const { return gyroNoiseModel_->covariance(); }
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Matrix3 gyroCovariance() const { return gyroNoiseModel_->covariance(); }
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Matrix3 accCovariance() const { return accNoiseModel_->covariance(); }
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Matrix3 accCovariance() const { return accNoiseModel_->covariance(); }
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Vector3 angularVelocityInBody() const { return twist_.head<3>(); }
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/// Pose of body in nav frame at time t
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Vector3 linearVelocityInBody() const { return twist_.tail<3>(); }
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virtual Pose3 pose(double t) const = 0;
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/// Rotation of body in nav frame at time t
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/// Rotation of body in nav frame at time t
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Rot3 rotAtTime(double t) const {
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virtual Rot3 rotation(double t) const { return pose(t).rotation(); }
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return Rot3::Expmap(angularVelocityInBody() * t);
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}
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/// Pose of body in nav frame at time t
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virtual Vector3 angularVelocityInBody(double t) const = 0;
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Pose3 pose(double t) const { return Pose3::Expmap(twist_ * t); }
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virtual Vector3 linearVelocityInBody(double t) const = 0;
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virtual Vector3 accelerationInBody(double t) const = 0;
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/// Velocity in nav frame at time t
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/// Velocity in nav frame at time t
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Vector3 velocity(double t) const {
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Vector3 velocity(double t) const {
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const Rot3 nRb = rotAtTime(t);
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return rotation(t) * linearVelocityInBody(t);
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return nRb * linearVelocityInBody();
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}
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}
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// acceleration in nav frame
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// acceleration in nav frame
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// TODO(frank): correct for rotating frames?
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Vector3 acceleration(double t) const {
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Vector3 acceleration(double t) const {
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const Vector3 centripetalAcceleration =
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return rotation(t) * accelerationInBody(t);
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angularVelocityInBody().cross(linearVelocityInBody());
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const Rot3 nRb = rotAtTime(t);
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return nRb * centripetalAcceleration - gravity();
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}
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// acceleration in body frame frame
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Vector3 accelerationInBody(double t) const {
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const Vector3 centripetalAcceleration =
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angularVelocityInBody().cross(linearVelocityInBody());
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const Rot3 nRb = rotAtTime(t);
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return centripetalAcceleration - nRb.transpose() * gravity();
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}
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}
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private:
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private:
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Vector6 twist_;
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double imuSampleTime_;
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double imuSampleTime_;
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noiseModel::Diagonal::shared_ptr gyroNoiseModel_, accNoiseModel_;
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noiseModel::Diagonal::shared_ptr gyroNoiseModel_, accNoiseModel_;
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};
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};
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/**
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* Simple IMU simulator with constant twist 3D trajectory.
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*/
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class ExpmapScenario : public Scenario {
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public:
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/// Construct scenario with constant twist [w,v]
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ExpmapScenario(const Vector3& w, const Vector3& v,
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double imuSampleTime = 1.0 / 100.0, double gyroSigma = 0.17,
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double accSigma = 0.01)
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: Scenario(imuSampleTime, gyroSigma, accSigma),
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twist_((Vector6() << w, v).finished()),
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centripetalAcceleration_(twist_.head<3>().cross(twist_.tail<3>())) {}
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Pose3 pose(double t) const { return Pose3::Expmap(twist_ * t); }
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Vector3 angularVelocityInBody(double t) const { return twist_.head<3>(); }
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Vector3 linearVelocityInBody(double t) const { return twist_.tail<3>(); }
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Vector3 accelerationInBody(double t) const {
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const Rot3 nRb = rotation(t);
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return centripetalAcceleration_ - nRb.transpose() * gravity();
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}
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private:
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const Vector6 twist_;
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const Vector3 centripetalAcceleration_;
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};
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} // namespace gtsam
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} // namespace gtsam
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@ -30,7 +30,7 @@ static const Matrix3 kIntegrationErrorCovariance = intNoiseVar * I_3x3;
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/// Simple class to test navigation scenarios
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/// Simple class to test navigation scenarios
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class ScenarioRunner {
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class ScenarioRunner {
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public:
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public:
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ScenarioRunner(const Scenario& scenario) : scenario_(scenario) {}
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ScenarioRunner(const Scenario* scenario) : scenario_(scenario) {}
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/// Integrate measurements for T seconds into a PIM
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/// Integrate measurements for T seconds into a PIM
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ImuFactor::PreintegratedMeasurements integrate(
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ImuFactor::PreintegratedMeasurements integrate(
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@ -40,17 +40,17 @@ class ScenarioRunner {
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const bool use2ndOrderIntegration = true;
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const bool use2ndOrderIntegration = true;
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ImuFactor::PreintegratedMeasurements pim(
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ImuFactor::PreintegratedMeasurements pim(
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zeroBias, scenario_.accCovariance(), scenario_.gyroCovariance(),
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zeroBias, scenario_->accCovariance(), scenario_->gyroCovariance(),
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kIntegrationErrorCovariance, use2ndOrderIntegration);
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kIntegrationErrorCovariance, use2ndOrderIntegration);
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const double dt = scenario_.imuSampleTime();
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const double dt = scenario_->imuSampleTime();
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const double sqrt_dt = std::sqrt(dt);
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const double sqrt_dt = std::sqrt(dt);
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const size_t nrSteps = T / dt;
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const size_t nrSteps = T / dt;
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double t = 0;
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double t = 0;
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for (size_t k = 0; k < nrSteps; k++, t += dt) {
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for (size_t k = 0; k < nrSteps; k++, t += dt) {
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Vector3 measuredOmega = scenario_.angularVelocityInBody();
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Vector3 measuredOmega = scenario_->angularVelocityInBody(t);
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if (gyroSampler) measuredOmega += gyroSampler->sample() / sqrt_dt;
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if (gyroSampler) measuredOmega += gyroSampler->sample() / sqrt_dt;
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Vector3 measuredAcc = scenario_.accelerationInBody(t);
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Vector3 measuredAcc = scenario_->accelerationInBody(t);
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if (accSampler) measuredAcc += accSampler->sample() / sqrt_dt;
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if (accSampler) measuredAcc += accSampler->sample() / sqrt_dt;
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pim.integrateMeasurement(measuredAcc, measuredOmega, dt);
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pim.integrateMeasurement(measuredAcc, measuredOmega, dt);
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}
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}
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@ -64,10 +64,10 @@ class ScenarioRunner {
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// TODO(frank): allow non-zero bias, omegaCoriolis
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// TODO(frank): allow non-zero bias, omegaCoriolis
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const imuBias::ConstantBias zeroBias;
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const imuBias::ConstantBias zeroBias;
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const Pose3 pose_i = Pose3::identity();
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const Pose3 pose_i = Pose3::identity();
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const Vector3 vel_i = scenario_.velocity(0);
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const Vector3 vel_i = scenario_->velocity(0);
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const Vector3 omegaCoriolis = Vector3::Zero();
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const Vector3 omegaCoriolis = Vector3::Zero();
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const bool use2ndOrderCoriolis = true;
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const bool use2ndOrderCoriolis = true;
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return pim.predict(pose_i, vel_i, zeroBias, scenario_.gravity(),
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return pim.predict(pose_i, vel_i, zeroBias, scenario_->gravity(),
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omegaCoriolis, use2ndOrderCoriolis);
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omegaCoriolis, use2ndOrderCoriolis);
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}
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}
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@ -87,8 +87,8 @@ class ScenarioRunner {
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Pose3 prediction = predict(integrate(T)).pose;
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Pose3 prediction = predict(integrate(T)).pose;
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// Create two samplers for acceleration and omega noise
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// Create two samplers for acceleration and omega noise
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Sampler gyroSampler(scenario_.gyroNoiseModel(), 10);
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Sampler gyroSampler(scenario_->gyroNoiseModel(), 10);
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Sampler accSampler(scenario_.accNoiseModel(), 29284);
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Sampler accSampler(scenario_->accNoiseModel(), 29284);
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// Sample !
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// Sample !
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Matrix samples(9, N);
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Matrix samples(9, N);
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@ -114,7 +114,7 @@ class ScenarioRunner {
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}
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}
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private:
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private:
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Scenario scenario_;
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const Scenario* scenario_;
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};
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};
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} // namespace gtsam
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} // namespace gtsam
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@ -27,7 +27,7 @@ static const double degree = M_PI / 180.0;
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/* ************************************************************************* */
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/* ************************************************************************* */
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TEST(Scenario, Forward) {
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TEST(Scenario, Forward) {
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const double v = 2; // m/s
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const double v = 2; // m/s
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Scenario forward(Vector3::Zero(), Vector3(v, 0, 0));
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ExpmapScenario forward(Vector3::Zero(), Vector3(v, 0, 0));
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const Pose3 T15 = forward.pose(15);
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const Pose3 T15 = forward.pose(15);
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EXPECT(assert_equal(Vector3(0, 0, 0), T15.rotation().xyz(), 1e-9));
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EXPECT(assert_equal(Vector3(0, 0, 0), T15.rotation().xyz(), 1e-9));
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@ -38,7 +38,7 @@ TEST(Scenario, Forward) {
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TEST(Scenario, Circle) {
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TEST(Scenario, Circle) {
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// Forward velocity 2m/s, angular velocity 6 degree/sec around Z
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// Forward velocity 2m/s, angular velocity 6 degree/sec around Z
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const double v = 2, w = 6 * degree;
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const double v = 2, w = 6 * degree;
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Scenario circle(Vector3(0, 0, w), Vector3(v, 0, 0));
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ExpmapScenario circle(Vector3(0, 0, w), Vector3(v, 0, 0));
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// R = v/w, so test if circle is of right size
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// R = v/w, so test if circle is of right size
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const double R = v / w;
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const double R = v / w;
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@ -52,7 +52,7 @@ TEST(Scenario, Loop) {
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// Forward velocity 2m/s
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// Forward velocity 2m/s
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// Pitch up with angular velocity 6 degree/sec (negative in FLU)
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// Pitch up with angular velocity 6 degree/sec (negative in FLU)
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const double v = 2, w = 6 * degree;
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const double v = 2, w = 6 * degree;
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Scenario loop(Vector3(0, -w, 0), Vector3(v, 0, 0));
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ExpmapScenario loop(Vector3(0, -w, 0), Vector3(v, 0, 0));
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// R = v/w, so test if loop crests at 2*R
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// R = v/w, so test if loop crests at 2*R
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const double R = v / w;
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const double R = v / w;
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@ -30,14 +30,14 @@ static const double kAccelerometerSigma = 0.1;
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/* ************************************************************************* */
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/* ************************************************************************* */
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TEST(ScenarioRunner, Forward) {
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TEST(ScenarioRunner, Forward) {
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const double v = 2; // m/s
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const double v = 2; // m/s
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Scenario forward(Vector3::Zero(), Vector3(v, 0, 0), kDeltaT, kGyroSigma,
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ExpmapScenario scenario(Vector3::Zero(), Vector3(v, 0, 0), kDeltaT,
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kAccelerometerSigma);
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kGyroSigma, kAccelerometerSigma);
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ScenarioRunner runner(forward);
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ScenarioRunner runner(&scenario);
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const double T = 0.1; // seconds
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const double T = 0.1; // seconds
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ImuFactor::PreintegratedMeasurements pim = runner.integrate(T);
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ImuFactor::PreintegratedMeasurements pim = runner.integrate(T);
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EXPECT(assert_equal(forward.pose(T), runner.predict(pim).pose, 1e-9));
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EXPECT(assert_equal(scenario.pose(T), runner.predict(pim).pose, 1e-9));
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Matrix6 estimatedCov = runner.estimatePoseCovariance(T);
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Matrix6 estimatedCov = runner.estimatePoseCovariance(T);
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EXPECT(assert_equal(estimatedCov, runner.poseCovariance(pim), 1e-5));
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EXPECT(assert_equal(estimatedCov, runner.poseCovariance(pim), 1e-5));
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@ -47,14 +47,14 @@ TEST(ScenarioRunner, Forward) {
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TEST(ScenarioRunner, Circle) {
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TEST(ScenarioRunner, Circle) {
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// Forward velocity 2m/s, angular velocity 6 kDegree/sec
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// Forward velocity 2m/s, angular velocity 6 kDegree/sec
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const double v = 2, w = 6 * kDegree;
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const double v = 2, w = 6 * kDegree;
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Scenario circle(Vector3(0, 0, w), Vector3(v, 0, 0), kDeltaT, kGyroSigma,
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ExpmapScenario scenario(Vector3(0, 0, w), Vector3(v, 0, 0), kDeltaT,
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kAccelerometerSigma);
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kGyroSigma, kAccelerometerSigma);
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ScenarioRunner runner(circle);
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ScenarioRunner runner(&scenario);
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const double T = 0.1; // seconds
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const double T = 0.1; // seconds
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ImuFactor::PreintegratedMeasurements pim = runner.integrate(T);
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ImuFactor::PreintegratedMeasurements pim = runner.integrate(T);
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EXPECT(assert_equal(circle.pose(T), runner.predict(pim).pose, 0.1));
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EXPECT(assert_equal(scenario.pose(T), runner.predict(pim).pose, 0.1));
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Matrix6 estimatedCov = runner.estimatePoseCovariance(T);
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Matrix6 estimatedCov = runner.estimatePoseCovariance(T);
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EXPECT(assert_equal(estimatedCov, runner.poseCovariance(pim), 1e-5));
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EXPECT(assert_equal(estimatedCov, runner.poseCovariance(pim), 1e-5));
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@ -65,14 +65,14 @@ TEST(ScenarioRunner, Loop) {
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// Forward velocity 2m/s
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// Forward velocity 2m/s
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// Pitch up with angular velocity 6 kDegree/sec (negative in FLU)
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// Pitch up with angular velocity 6 kDegree/sec (negative in FLU)
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const double v = 2, w = 6 * kDegree;
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const double v = 2, w = 6 * kDegree;
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Scenario loop(Vector3(0, -w, 0), Vector3(v, 0, 0), kDeltaT, kGyroSigma,
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ExpmapScenario scenario(Vector3(0, -w, 0), Vector3(v, 0, 0), kDeltaT,
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kAccelerometerSigma);
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kGyroSigma, kAccelerometerSigma);
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ScenarioRunner runner(loop);
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ScenarioRunner runner(&scenario);
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const double T = 0.1; // seconds
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const double T = 0.1; // seconds
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ImuFactor::PreintegratedMeasurements pim = runner.integrate(T);
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ImuFactor::PreintegratedMeasurements pim = runner.integrate(T);
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EXPECT(assert_equal(loop.pose(T), runner.predict(pim).pose, 0.1));
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EXPECT(assert_equal(scenario.pose(T), runner.predict(pim).pose, 0.1));
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Matrix6 estimatedCov = runner.estimatePoseCovariance(T);
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Matrix6 estimatedCov = runner.estimatePoseCovariance(T);
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EXPECT(assert_equal(estimatedCov, runner.poseCovariance(pim), 1e-5));
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EXPECT(assert_equal(estimatedCov, runner.poseCovariance(pim), 1e-5));
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