Exploiting the gyroscope to update tilt measure ... - STMicroelectronics
Apr 11, 2016 - measured by other sensors such as an accelerometer and magnetometer. Time interval Ts is critical to get accurate results. The actual value ...Missing:
DT0060 Design tip Exploiting the gyroscope to update tilt measure and e-compass By Andrea Vitali
Main components LSM6DS3
iNEMO inertial module: 3D accelerometer and 3D gyroscope
LSM6DS3H
iNEMO inertial module: 3D accelerometer and 3D gyroscope
LSM6DS33
iNEMO inertial module: 3D accelerometer and 3D gyroscope
LSM6DS0
iNEMO inertial module: 3D accelerometer and 3D gyroscope
LSM330
iNEMO inertial module: 3D accelerometer and 3D gyroscope
Purpose and benefits This design tip explains how to exploit gyroscope data to update tilt measurements (Roll and Pitch angles) and e-compass (Yaw angle). A quaternion implementation is also shown, which does not suffer from singularity problem, also known as gymbal-lock. Benefits:
Enhanced functionality with respect to simple 6-axis Acc+Mag data fusion which cannot be performed when high-g motion or magnetic anomalies are present.
Reduction of firmware footprint with respect to using the full-blown data fusion provided by osxMotionFX library, see Open.MEMS in design Support Material paragraph.
Short essential implementation, which enables easy customization and enhancement by end-user (osxMotionFX is available only in binary format, not as source code)
Easy to use on every microcontroller (osxMotionFX can only be run on STM32 and only when the proper license has been issued by Open.MEMS license server).
Description of Euler angle implementation Step 1: Compute angle derivatives Phi’ / Theta’ / Psi’ based on current angles Phi / Theta / Psi and on gyroscope data Wx / Wy / Wz (see figure 1 for reference): Roll derivative: Phi’ = Wx + Wy * Sin(Phi) * Tan(Theta) + Wz * Cos(Phi) * Tan(Theta) Pitch derivative: Theta’ = Wy * Cos(Phi) – Wz * Sin(Phi) Yaw derivative: Psi’ = Wy * Sin(Phi) / Cos(Theta) + Wz * Cos(Phi) / Cos(Theta)
April 2016
DT0060 Rev 1
1/5 www.st.com
Note: if Theta = +/-90 deg, then Cos(Theta) is zero and Tan(Theta)=Sin(Theta)/Cos(Theta) is +/-Infinity. These singularities make it impossible to compute derivatives for Roll and Yaw. This is also known as gymbal-lock: when Theta = +/-90 deg, Phi and Psi will describe a rotation around the same vertical axis and one degree of freedom is lost. Because of these singularities, the quaternion implementation should be preferred. Step 2: Compute updated angles Phi / Theta / Psi based on angles derivatives: Roll: Phi(t+Ts) = Phi(t) + Phi’ * Ts Pitch: Theta(t+Ts) = Theta(t) + Theta’ * Ts Yaw: Psi(t+Ts) = Psi(t) + Psi’ * Ts Step 3: Mix with other angles, e.g. computed by Acc+Mag data fusion (optional step) The Roll and Yaw range may have spurious discontinuities: e.g. 0 and 360 deg represent the same angle, when averaged the output is 180 which is clearly wrong (should be 0 or 360); as another example, -180 and +180 deg represent the same angle, when averaged the output is 0 which is clearly wrong (should be -180 or +180). Correct weighted average is computed as follows: While (Abs(Angle1-Angle2)>180) Angle1=Angle1 – 360*Sign(Angle1-Angle2) MixedAngle = Angle1 * alpha + Angle2 * (1-alpha), where 0
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