r3f
r3f: Rotation of 3-dimensional Reference Frames - Published in JOSS (2025)
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Published in Journal of Open Source Software
Keywords
Repository
A library for three-dimensional, reference-frame conversions
Basic Info
- Host: gitlab.com
- Owner: davidwoodburn
- License: mit
- Default Branch: main
Statistics
- Stars: 2
- Forks: 1
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
Rotation of 3-dimensional Frames
python
import r3f
or for specific functions (like rpy_to_dcm)
python
from r3f import rpy_to_dcm
Functions
This library includes four sets of functions: general array checks, attitude-representation conversions, reference-frame conversions, and rotation matrix (direction cosine matrix) utilities.
All twenty possible conversions among the following five attitude
representations are provided: rotation vector, rotation axis and angle, roll and
pitch and yaw (RPY) Euler angles, direction cosine matrix (DCM), and quaternion
(quat). However, some of the conversions are built using other conversions. In
the following table, the low-level conversions are marked with an x and the
conversions build using the other conversions are marked with an o:
| | vector | ax, ang | RPY | DCM | quat | | ------- | ------- | ------- | ------- | ------- | ------- | | vector | - | x | o | o | o | | ax, ang | x | - | o | x | x | | RPY | o | x | - | x | x | | DCM | o | x | x | - | x | | quat | o | x | x | x | - |
The roll, pitch, and yaw angles are applied in a zyx sequence of passive rotations. The quaternions follow a Hamilton convention. Here is an example:
```python roll = 20np.pi/180 pitch = 45np.pi/180 yaw = 10*np.pi/180 C = r3f.rpytodcm([roll, pitch, yaw])
C = [[ 0.69636424 0.1227878 -0.70710678] [ 0.07499469 0.96741248 0.24184476] [ 0.71375951 -0.2214413 0.66446302]] ```
In addition to the conversion from the z, y, x sequence of Euler angles to a
DCM, the function dcm is also provided for creating a DCM from a generic set
of Euler angles in any desired sequence of axes. The conversion back from the
rotation matrix to any of 12 possible Euler angle rotations is provided by the
euler function. Although this dcm function could be used, two additional
functions are provided for generating rotation matrices: dcm_inertial_to_ecef
and dcm_ecef_to_navigation. By default, all angles are treated as being in
radians, but if the degs parameter is set to True, then they are treated as
being in degrees.
This library includes all twelve possible conversions among the following four
frames: ECEF (Earth-centered, Earth-fixed), geodetic (latitude, longitude, and
height above ellipsoid), local-level tangent, and local-level curvilinear. By
default, all local-level coordinates are interpreted as having a North, East,
Down (NED) orientation, but if the ned parameter is set to False, the
coordinates are interpreted as having an East, North, Up (ENU) orientation. Here
is an example:
```python lat = 45*np.pi/180 lon = 0.0 hae = 1000.0 [xe, ye, ze] = r3f.geodetictoecef([lat, lon, hae])
xe = 4518297.985630118 ye = 0.0 ze = 4488055.515647106 ```
The rotation matrix utility functions are an mgs function, a rodrigues
function, and an rodrigues_inv function. The mgs function will work to make
a rotation matrix normalized and orthogonal, a proper rotation matrix. The two
Rodrigues's rotation functions are meant for converting a vector to the matrix
exponential of the skew-symmetric matrix of that vector and back again.
Passive Rotations
Unless specifically otherwise stated, all rotations are interpreted as passive. This means they represent rotations of reference frames, not of vectors.
Vectorization
When possible, the functions are vectorized in order to handle processing
batches of values. A set of scalars is a 1D array. A set of vectors is a 2D
array, with each vector in a column. So, a (3, 7) array is a set of seven
vectors, each with 3 elements. If the axis parameter is set to 0, the
transpose is true. A set of matrices is a 3D array with each matrix in a stack.
The first index is the stack number. So, a (5, 3, 3) array is a stack of five
3x3 matrices. Roll, pitch, and yaw are not treated as a vector but as three
separate quantities. The same is true for latitude, longitude, and height above
ellipsoid. A quaternion is passed around as an array.
Robustness
In general, the functions in this library check that the inputs are of the correct type and shape. They do not generally handle converting inputs which do not conform to the ideal type and shape. Generally, the allowed types are int, float, list, and np.ndarray.
Constants
The defined constants are
| Name | Value | Definition |
| ------ | -------------------- | --------------------------------- |
| A_E | 6378137.0 | Earth's semi-major axis (m) |
| F_E | 298.257223563 | Earth's flattening constant |
| B_E | 6356752.314245 | Earth's semi-minor axis (m) |
| E2 | 6.694379990141317e-3 | Earth's eccentricity squared (ND) |
| W_EI | 7.2921151467e-5 | sidereal Earth rate (rad/s) |
Functions
The defined functions for attitude-representation conversion are
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axis_angle_to_vector -
vector_to_axis_angle -
rpy_to_vector -
vector_to_rpy -
dcm_to_vector -
vector_to_dcm -
quat_to_vector -
vector_to_quat -
rpy_to_axis_angle -
axis_angle_to_rpy -
dcm_to_axis_angle -
axis_angle_to_dcm -
quat_to_axis_angle -
axis_angle_to_quat -
dcm_to_rpy -
rpy_to_dcm -
dcm -
euler -
rotate -
quat_to_rpy -
rpy_to_quat -
quat_to_dcm -
dcm_to_quat -
dcm_inertial_to_ecef -
dcm_ecef_to_navigation
The functions for reference-frame conversions are
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geodetic_to_ecef -
ecef_to_geodetic -
tangent_to_ecef -
ecef_to_tangent -
curvilinear_to_ecef -
ecef_to_curvilinear -
tangent_to_geodetic -
geodetic_to_tangent -
curvilinear_to_geodetic -
geodetic_to_curvilinear -
curvilinear_to_tangent -
tangent_to_curvilinear
A few additional rotation matrix utility functions are
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is_ortho -
mgs -
rodrigues -
rodrigues_inv
Installation
For instructions on using pip, visit https://pip.pypa.io/en/stable/getting-started/.
To install from pypi.org,
bash
pip install r3f
Or, from the directory of the cloned repo, run
bash
pip install .
Owner
- Name: David Woodburn
- Login: davidwoodburn
- Kind: user
- Repositories: 7
- Profile: https://gitlab.com/davidwoodburn
JOSS Publication
r3f: Rotation of 3-dimensional Reference Frames
Tags
reference frames coordinate framesCommitters
Last synced: 4 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| David Woodburn | d****n@i****m | 65 |
| Mehmet Hakan Satman | m****n@g****m | 2 |
| Daniel S. Katz | 4****z@u****m | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 4 months ago
Packages
- Total packages: 1
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Total downloads:
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- Total dependent packages: 1
- Total dependent repositories: 1
- Total versions: 37
- Total maintainers: 1
pypi.org: r3f
A library for three-dimensional, reference-frame conversions
- Homepage: https://gitlab.com/davidwoodburn/r3f
- Documentation: https://r3f.readthedocs.io/
- License: MIT
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Latest release: 2.1.10
published 7 months ago
