Balancing the Inverted pendulum with LQR

Keywords: #ros2 #kiwi #lqr #inverted pendulum
I’m back, and as promised we’re now doing a dive on LQR. I had to do a ton of scope adjustments for this post, as it was difficult trying to estimate what the “stopping point” should be. The initial vision for this segment also included an introduction to Control Barrier functions, Control-Lyapunov to be specific. However this would have required a primer on not only stability, but also on convergence and initial guesses.

Balancing the Inverted pendulum

Keywords: #ros2 #kiwi #gazebo #docker #pid #inverted pendulum
I have (finally) gotten around to getting KIWI to balance in simulation. All in took me about an hour to write up the pid_controller and get it to stay upright. A little longer to nail down twist tracking via a /cmd_vel command. The core logic is remarkably simple, and I think serves as a great showcase of the “power of PID”. In the same way I think that people tend to overlook linear regression for their solutions as it’s not shiny enough, I really think people under-estimate how far a well-tuned PID can get you.

Playing with Build123d

Keywords: #ros2 #kiwi #cadquery #build123d
Alright, third post in a row where I switch to a new build system. I know it’s not a great look, but I swear this is the last time. With this new model in Build123d, I’m finally settled on a library that seems to scale gracefully (roughly linearly) as assemblies accumulate complexity. Why the switch?: Assemblies become unwieldy Previously I touched on the fluent programming style, and how it felt like a substantial change from the OOP style I’m used to.

Playing with CadQuery

Keywords: #ros2 #kiwi #openscad #cadquery
In the last post, I mentioned I was having reservations about OpenScad, and its suitability as CAD software for KIWI. The primary source of these reservations was simply that after making only minor headway, each operation had become so tedious. Simple things like a bracket for a servo was becoming far too much trial and error for my liking. Initially, I thought I’d be able to simply take some measurements of my part before I begin modelling, save them as variables “servo_width, servo_height” or something similar, then use these dimensions to define our extrusions/cuts for the servo mounts.

Bringing Kiwi to Sim

Keywords: #ros2 #kiwi #gazebo #docker #openscad
In our last post, we blocked out a primitive 3d model of our inverted pendulum. From here, the next step is to get the basic mesh into Gazebo, to allow us to begin testing in simulation. From Zero to Gazebo I suspect that everyone who has ever used ROS has had to deal with the horror of building/installing ROS. It can become a serious pain, and you wouldn’t believe the number of hours I’ve had to spend in the past dealing with missing/incorrect dependencies, or the source code refusing to compile.