Step 1: Set Up the Environment
1. Install Required Packages
Ensure you have the following packages installed:
install.packages
(c("rgl",
"gganimate",
"magick"))
The magick
package will handle image processing for stitching frames.
2. Load the Libraries
Load the necessary libraries:
library
(rgl
)
library
(magick
)
library
(gganimate
)
Step 2: Create an rgl 3D Plot
1. Generate Data for 3D Visualization
Create a 3D dataset for plotting:
set.seed
(123)
x
<- rnorm
(100)
y
<- rnorm
(100)
z
<- rnorm
(100)
colors
<- rainbow
(100)
# Create a 3D scatter plot
plot3d
(x
, y
, z
, col
= colors
, size
=
5, type
=
"s")
2. Set Up Rotation or Camera Movements
Define the rotation sequence or camera viewpoints:
n_frames
<- 36
# Number of frames
angles
<- seq
(0,
360, length.out
= n_frames
)
Step 3: Save rgl Frames
1. Create a Temporary Directory for Frames
Create a directory to save the images:
dir.create
("rgl_frames")
2. Save Each Frame
Loop through the angles and save an image for each:
for
(i
in
seq_along(angles
))
{
rgl.viewpoint
(theta
= angles
[i
], phi
=
30, fov
=
60)
snapshot3d
(sprintf
("rgl_frames/frame_%03d.png", i
))
}
Step 4: Combine Frames Into an Animation
1. Use magick to Stitch Images
Load and combine the images:
frames
<- list.files
("rgl_frames", full.names
=
TRUE, pattern
=
"png")
animation
<- image_read
(frames
)
%>%
image_animate
(fps
=
10)
# Set frames per second
2. Save the Animation
Save the animation as a GIF:
image_write
(animation
,
"rgl_animation.gif")
Step 5: (Optional) Combine With gganimate
1. Create a Data Frame for gganimate
If you want to integrate gganimate
,
create a dataset representing each frame's data:
animation_data
<- data.frame
(
x
=
rep(x
, n_frames
),
y
=
rep(y
, n_frames
),
z
=
rep(z
, n_frames
),
frame
=
rep(1:n_frames
, each
=
length(x
))
)
2. Visualize With ggplot2 and gganimate
Use ggplot2
to create a
dynamic scatter plot:
library
(ggplot2
)
ggplot
(animation_data
, aes
(x
= x
, y
= y
, color
= z
, frame
= frame
))
+
geom_point
()
+
transition_manual
(frame
)
+
theme_minimal
()
Step 6: Clean Up
1. Remove Temporary Files
Delete the directory containing frames:
unlink
("rgl_frames", recursive
=
TRUE)
2. Review the Final Animation
Check the GIF and tweak the settings (e.g., angles, FPS) if needed.