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AntoineRichard committed Sep 17, 2024
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2 changes: 1 addition & 1 deletion pyproject.toml
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Expand Up @@ -6,7 +6,7 @@ requires-python = ">=3.10"
keywords = ["lunar", "simulator", "rover", "locomotion", "IsaacSim"]
authors = [
{ name = "Antoine Richard", email = "[email protected]" },
{ name = "Junnosuke Kamohara", email = "xxx@gatech.edu" },
{ name = "Junnosuke Kamohara", email = "jkamohara3@gatech.edu" },
]

dependencies = [
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103 changes: 63 additions & 40 deletions wiki/deformation_engine/DeformationEngine.md
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# Deformation Engine

> [!WARNING]
> This wiki page is under construction
<center>
<img src="..//media/deformation_engine_img/deformation.png" width=500>
</center>

Here, the docs gives a brief explanation of deformation engine plugin. \
In hydra cfg file (see `cfg/environment/**.yaml`), you have specific lines for terrain deformation.

```yaml
deformation_engine:
enable: True
render_deform_inv: 10
delay: 2.0 # how many frames to hold before you apply deformation
terrain_width: ${....lunaryard_settings.lab_width}
terrain_height: ${....lunaryard_settings.lab_length}
terrain_resolution: ${....lunaryard_settings.resolution}
gravity: [0, 0, -49.0] #mg
force_depth_slope: 0.00014
force_depth_intercept: 0.008
wheel_params:
wheel_width: 0.09
wheel_radius: 0.1
deform_constraint:
deform_offset: 0.0
num_links: 4 # num_robots * num_target_links
footprint:
width: 0.25
height: 0.1
deform_constrain:
x_deform_offset: 0.0
y_deform_offset: 0.0
deform_decay_ratio: 0.01
force_distribution:
depth_distribution:
distribution: sinusoidal
wave_frequency: 2.0
wave_frequency: 4.14 # num_grouser/pi (no slip)
boundary_distribution:
distribution: trapezoidal
angle_of_repose: 1.047
angle_of_repose: 1.047 #pi/3
force_depth_regression:
amplitude_slope: 0.00006
amplitude_intercept: 0.008
mean_slope: -0.00046
mean_intercept: -0.0013
```
## Wheel parameters
You must specify the dimension of your wheels in meter.
## Footprint
This configuration specifies the dimensions of the robot's footprint. \
For now, we assume the footprint is rectangular since we are primarily focused on wheeled robots. \
Height and width correspond to the dimensions along the x and y axes (the robot's forward direction is along the x-axis).
```yaml
wheel_params:
wheel_width: 0.09
wheel_radius: 0.1
footprint:
width: 0.25
height: 0.1
```
### Deformation Constraint
Here you will specify parameter for constraint. \
`deform_offsest` is the distance between wheel origin and the center of deformation profile. \
`deform_decay_ratio` is decaying parameter of deformation. \
This is to limit deformation depth as rover traverse the same place many times.
### Deform Constraint
Here, you will specify the parameters for the constraint. \
`*_deform_offsest` refers to the distance between the projected wheel origin and the center of the deformation profile. \
`deform_decay_ratio` is the decay parameter for deformation. \
This is used to limit the deformation depth as the rover traverses the same location multiple times. \
Given the number of traversals $t$, the actual deformation value will be multiplied by scale factor $\text{ratio}^t$.
```yaml
deform_constraint:
deform_offset: 0.0
deform_constrain:
x_deform_offset: 0.0
y_deform_offset: 0.0
deform_decay_ratio: 0.01
```

## Force Distribution
Controls distribution of force over wheel footprint.
You have two options for this.
## Depth Distribution
This controls the xz distribution of the deformation profile.\
You have three options: uniform, sinusoidal, and trapezoidal.\
Typically, if your wheel has grousers, the wheel trace will exhibit a sinusoidal pattern.\
If your wheel has no grousers, the wheel trace is usually uniform.\
If the sand is cohesive, the trace tends to resemble a trapezoidal shape.

```yaml
force_distribution:
distribution: uniform
```

```yaml
---
force_distribution:
distribution: sinusoidal
wave_frequency: 2.0
---
force_distribution:
distribution: trapezoidal
wave_frequency: 2.0
```

## Boundary Distribution
Controls boundary shape (y axis vs z axis with FLU convention).
This controls the yz distribution of the deformation profile.\
The angle of repose is determined by the type of sand being used.

```yaml
boundary_distribution:
distribution: uniform
```

```yaml
---
boundary_distribution:
distribution: parabolic
```

```yaml
---
boundary_distribution:
distribution: trapezoidal
angle_of_repose: 1.047
```

## Force depth regression
To compute deformation depth from the contact force, we use a linear model.\
Each coefficient is determined by linear regression using DEM simulation data.\
Note that this model is quite simple, and it will be necessary to develop a higher-dimensional model for more accurate depth computation.

```yaml
force_depth_regression:
amplitude_slope: 0.00006
amplitude_intercept: 0.008
mean_slope: -0.00046
mean_intercept: -0.0013
```
2 changes: 1 addition & 1 deletion wiki/deformation_engine/_Footer.md
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Antoine Richard -- University of Luxembourg -- Space Robotics Group -- 2023-24
Junnosuke Kamohara -- Georgia Institute of Technology -- 2023-24 -- Work done while he was in Space Robotics Lab in Japan.
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