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AirSim: open-source simulator for autonomous vehicles

github.com

21–30 of 57 posts

Re: AirSim: open-source simulator for autonomous vehicles

#21

In theory, could I use this (or something like it) to develop algorithms for controlling autonomous vehicles (aerial, ground, and/or aquatic), then if I ever get my experimentation to the point that I’m interested in doing so, building the vehicle itself and deploying it with a reasonable degree of confidence that it would actually work?

getting things like this to transfer well is not necessarily easy, it’s a major active area of research.

even if you somehow had a perfect physics model, there are problems like the fact that motors and joints behave differently as they wear down, etc.

it might be easier for wheeled vehicles — usually the examples of failure are complicated, error-prone things like bipedal walking, hands with lots of joints.

Re: AirSim: open-source simulator for autonomous vehicles

#22
If you're interested in this stuff but don't want to spend the time setting everything up, you should check out Amazon DeepRacer[0]. They have a whole environment set up to do reinforcement learning (although right now it's only their tracks). You can get your feet wet with the free tier.

[0] https://aws.amazon.com/deepracer/

Re: AirSim: open-source simulator for autonomous vehicles

#23
post #15

Super cool. I've always been a big fan of generating synthetic training data. As long as you can degrade/distort the data to match real world conditions, you can have your cake and eat it to: accurate inputs with perfect automated labels. At my last job, we read the contents of receipts and parsed them for purchase information. I was really interested in working there, so I built a docker-based CGI receipt-generator[…

In medical imaging synthetic training data get called phantom.

https://en.wikipedia.org/wiki/Computational_human_phantom

Re: AirSim: open-source simulator for autonomous vehicles

#25
post #24

Slightly worrying that the car simulation doesn't appear to have any cyclists or pedestrians.

Or pictures of people on the sides of sprinter vans.

Or bikes on trailers on the backs of cars.

Or pickup trucks stuffed to the gills with Lime scooters.

Or...

Re: AirSim: open-source simulator for autonomous vehicles

#26
post #25
post #24

Slightly worrying that the car simulation doesn't appear to have any cyclists or pedestrians.

Or pictures of people on the sides of sprinter vans. Or bikes on trailers on the backs of cars. Or pickup trucks stuffed to the gills with Lime scooters. Or...

It's good that it's open source then ;)
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