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Very slooooow simulation

asked 2017-03-03 09:38:03 -0500

sebudge gravatar image

I am trying to simulate a small UAV flying over a terrain, with a lidar (ray) sensor and a camera. I have been successful with a straight flight, but the simulation is very slow. The sensors have a rate of 10 Hz, but the images and lidar data are generated with several seconds 10-20 between frames. This is slow, but tolerable. When I try a banked turn, the simulation slows to a frame every 20-30 minutes. I am using the .sdf file and plugin below. The plugin was generated using a Matlab script to create the banked turn. The heightmap (mtn_height.jpg) is at a resolution of 2049x2049 pixels and the texture (texture_trimmed.png) is of resolution 3993x3992 pixels.

Why is this so slow? I realize this is a lot of computation, but I am amazed that the banked turn takes so much longer than the straight flight over the same terrain. Is there some way to speed this up? Am I using a very inefficient method?

I thought I read that the ray sensor could be sped up using a GPU. Is this available, and if so, how do I get and use it?


<sdf version="1.6"> <world name="animated_box_world"> <scene> <ambient>1.0 1.0 1.0 1</ambient> <background>0.5 0.5 0.5 1</background> <shadows>false</shadows> </scene> <physics name="default_physics" default="0" type="ode"> <real_time_update_rate>1000</real_time_update_rate> <max_step_size>0.0005</max_step_size> <real_time_factor>0.3</real_time_factor> </physics>

<model name="heightmap"> <static>true</static> <link name="height"> <collision name="collision"> <geometry> <heightmap> <uri>file://media/materials/textures/wasatch_calls_fort_canyon/mtn_height.jpg</uri> <size>1000 1000 530</size> <pos>0 0 100</pos> </heightmap> </geometry> </collision> <visual name="visual_abcedf"> <cast_shadows>false</cast_shadows> <geometry> <heightmap> <use_terrain_paging>false</use_terrain_paging> <texture> <diffuse>file://media/materials/textures/wasatch_calls_fort_canyon/texture_trimmed.png</diffuse> <normal>file://media/materials/textures/flat_normal.png</normal> <size>1000</size> </texture> <uri>file://media/materials/textures/wasatch_calls_fort_canyon/mtn_height.jpg</uri> <size>1000 1000 530</size> <pos>0 0 100</pos> </heightmap> </geometry> </visual> </link> </model>

<model name="texelcamera"> <link name="link"> <pose frame="">0 0 0 0 1.57079 0</pose> <inertial> <inertia> <ixx>1</ixx> <ixy>0</ixy> <ixz>0</ixz> <iyy>1</iyy> <iyz>0</iyz> <izz>1</izz> </inertia> <mass>0.1</mass> <pose frame="">0 0 0 0 -0 0</pose> </inertial> <self_collide>0</self_collide> <kinematic>0</kinematic> <sensor name="camera" type="camera"> <pose frame="texsensor">0 0 0 0 0 0</pose> <camera name="__default__"> <horizontal_fov>0.35</horizontal_fov> <image> <width>1024</width> <height>350</height> <format>BGR_INT8</format> </image> <clip> <near>0.1</near> <far>2000</far> </clip> </camera> <always_on>true</always_on> <update_rate>10</update_rate> <visualize>true</visualize> </sensor> <sensor name="laser" type="ray"> <pose frame="texsensor">0 0 0 0 0 0</pose> <ray> <scan> <horizontal> <samples>210</samples> <resolution>1</resolution> <min_angle>-0.175</min_angle> <max_angle>0.175</max_angle> </horizontal> <vertical> <samples>1</samples> <min_angle>0</min_angle> <max_angle>0</max_angle> </vertical> </scan> <range> <min>0.08</min> <max>2000 ... (more)

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is it slow because of a low real time factor or low FPS? Real time factor: 1. increase max_step_size 2. Reduce ode <iters> from default 50 to something lower (sacrifices accuracy) FPS: 1. turn off camera visualization by setting <visualize> to false. 2. reduce heightmap resolution 3. reduce texture resolution

iche033 gravatar imageiche033 ( 2017-03-03 11:42:07 -0500 )edit

is it slow because of a low real time factor or low FPS? Real time factor: 1. increase max_step_size, 2. Reduce ode <iters> from default 50 to something lower (sacrifices accuracy). FPS: 1. turn off camera visualization by setting <visualize> to false, 2. reduce heightmap resolution, 3. reduce texture resolution.

iche033 gravatar imageiche033 ( 2017-03-03 11:42:53 -0500 )edit

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answered 2017-03-06 09:43:36 -0500

sebudge gravatar image

updated 2017-03-09 09:15:56 -0500

As usual, the answer for my immediate problem was simple.

I changed the sensor type to "gpu_ray" and the physics tags to the following.

<sdf version="1.6"> <physics type="ode"> <max_step_size>0.05</max_step_size> <real_time_factor>0.2</real_time_factor> <real_time_update_rate>1</real_time_update_rate> <ode> <solver> <type>quick</type> <iters>2</iters> <sor>1.4</sor> </solver> <constraints> <cfm>0</cfm> <erp>1</erp> <contact_max_correcting_vel>0</contact_max_correcting_vel> <contact_surface_layer>0</contact_surface_layer> </constraints> </ode> </physics> </sdf>

With the changes, everything worked fine, and the entire simulation executed in about 5 minutes (as opposed to better than one day before it crashed).

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answered 2017-03-07 22:10:23 -0500

bybee.taylor gravatar image

updated 2017-03-07 22:28:33 -0500

I've been commenting out portions of your world file to see if anything blatantly improves the simulation.

From what I've seen this evening in doing so is that when the "ray sensor" is enabled, the simulation gets hung at the first update; that is, at 20 Hz, time = 0.05 sec. I wonder if all the tags for that ray sensor (perhaps in conjunction with the other sensors) are set appropriately, see http://sdformat.org/spec?ver=1.6&elem... for reference.

Also removing the plugin seems to improve speed.

Perhaps creating a custom plugin that triggers each sensor simultaneously and moves them appropriately is the correct thing to do here, rather than relying on the tags from the world file to synchronize things with a separate plugin to control motion. I don't know if the following is possible, but if you could only worry about going to certain positions and taking snapshots without worrying about the motion and physics that may improve things (i.e. removing references to time in the Gazebo simulation).

Some tutorials for plugins are found at: http://gazebosim.org/tutorials?cat=wr...

Specifically, maybe something like the plugin described here would work with just adding a ray sensor: http://gazebosim.org/tutorials?tut=sy...

Also, to do a GPU Ray to my knowledge, you'll need a custom plugin for that sensor, such as http://gazebosim.org/tutorials?tut=ro.... For reference, http://answers.gazebosim.org/question...

Also, try changing the Physics engine in your world file to the following.

<physics type="ode">
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Asked: 2017-03-03 09:38:03 -0500

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Last updated: Mar 09