scikit-kinematics primarily contains functions for working with 3D kinematics, e.g quaternions and rotation matrices. This includes utilities to read in data from the following IMU-sensors:
- XSens
- xio
- YEI
Compatible with Python 2 and 3.
numpy, scipy, matplotlib, pandas, sympy, easygui
http://work.thaslwanter.at/skinematics/html/
Author: Thomas Haslwanter Date: 14-11-2016 Ver: 0.3.7 Licence: BSD 2-Clause License (http://opensource.org/licenses/BSD-2-Clause)
Copyright (c) 2016, Thomas Haslwanter All rights reserved.
You can install thlib with
pip install scikit-kinematics
and upgrade to a new version with
pip install scikit-kinematics -U
Analysis of signals from IMUs (intertial-measurement-units).
- imyus.import_data ... Read in Rate and stored 3D parameters from a variety of IMUs
- sensors.xio ... Import data recorded with xio-systems
- sensors.xsens ... Import data recorded with XSens-systems
- sensors.yei ... Import data recorded with YEI-systems
- imus.calc_QPos ... Calculate orientation and position, from angular velocity and linear acceleration
- imus.kalman_quat ... Calculate orientation from IMU-data using an Extended Kalman Filter.
- imus.IMU ... Class for working with data from IMUs
- imus.IMU.calc_orientation ... calculate orientation
- imus.IMU.calc_position ... calculate position
- imus.IMU.setData ... set the properties of an IMU-object
- imus.MadgwickAHRS ... Class for calculating the 3D orientation with the Madgwick-algorithm
- imus.MahonyAHRS ... Class for calculating the 3D orientation with the Mahony-algorithm
Analysis of signals from video-based marker-recordings of 3D movements
- markers.analyze3Dmarkers ... Kinematic analysis of video-basedrecordings of 3D markers
- markers.movement_from_markers ... Calculation of joint-movements from 3D marker positions
Note that all these functions work with single quaternions and quaternion vectors, as well as with arrays containing these.
- quat.Quaternion ... class, including overloading for multiplication and
- division (e.g. "quatCombined = quat1 * quat2"), import and export
- quat.quatconj ... Conjugate quaternion
- quat.quatinv ... Quaternion inversion
- quat.quatmult ... Quaternion multiplication
- quat.deg2quat ... Convert number or axis angles to quaternion vectors
- quat.quat2deg ... Convert quaternion to corresponding axis angle
- quat.quat2rotmat ... Convert quaternion to corresponding rotation matrix
- quat.quat2vect ... Extract the vector part from a quaternion
- quat.rotmat2quat ... Convert a rotation matrix to the corresponding quaternion
- quat.vect2quat ... Externd a quaternion vector to a unit quaternion.
- quat.vel2quat ... Calculate orientation from a starting orientation and angular velocity.
- rotmat.R1 ... 3D rotation matrix for rotation about the 1-axis
- rotmat.R2 ... 3D rotation matrix for rotation about the 2-axis
- rotmat.R3 ... 3D rotation matrix for rotation about the 3-axis
- rotmat.rotmat2Fick ... Calculation of Fick angles
- rotmat.rotmat2Helmholtz ... Calculation of Helmholtz angles
- rotmat.R1_s() ... symbolix matrix for rotation about the 1-axis
- rotmat.R2_s() ... symbolix matrix for rotation about the 2-axis
- rotmat.R3_s() ... symbolix matrix for rotation about the 3-axis
For example, you can e.g. generate a Fick-matrix, with
>>> R_Fick = R3_s() * R2_s() * R1_s()
Routines for working with vectors These routines can be used with vectors, as well as with matrices containing a vector in each row.
- vector.normalize ... Vector normalization
- vector.project ... Projection of one vector onto another one
- vector.GramSchmidt ... Gram-Schmidt orthogonalization of three points
- vector.qrotate ... Quaternion indicating the shortest rotation from one vector into another.
- vector.rotate_vector ... Rotation of a vector
- viewer.ts ... interactive viewer for time series data