Hello everyone, my name is Rik and I’m Bitcraze’s new intern. I took up this internship as part of my MSc studies at the faculty of Aerospace Engineering at the Delft University of Technology. Over the past year I have worked with the AI-deck as part of my thesis work at the MAVLab, and I’m looking to contribute to Bitcraze with my practical knowledge of the platform.
For my MSc thesis I have primarily worked on the design of very small optical flow CNNs, capable of running on the GAP8 SoC, using a neural architecture search (NAS). I have implemented a pipeline on the AI-deck, feeding a stream of camera images into the CNN to determine optical flow on-board. One of the last remaining goals of my thesis work is to design an application which utilizes the resulting dense optical flow. In the meantime, the NAS is ever running to find the best possible architecture.
Image 1
Image 2
Optical flow color coding
Resulting optical flow
On-board optical flow estimation on the AI-deck. A copy of The Hitchhiker’s Guide to the Galaxy, a DS-2Turbo Distortion guitar effects pedal, and a water bottle that moves in the top-left direction between image captures.
With my practical knowledge I hope to contribute to making the AI-deck an easier platform to work with. Of course, working at Bitcraze is a great learning opportunity, too. I’m already learning a lot about embedded systems and programming. After several years of studying, it’s great to get my first relevant working experience. And maybe most important of all, so far it has been a lot of fun working at Bitcraze and I expect to have a lot more of it. And yes, the falafel is really good.
As you maybe remember, we decided to celebrate our 10 years anniversary with our very own conference. It’s going to be 3 days of online meeting, sharing and generally awesome meetups to connect, learn, and hopefully develop new knowledges and acquaintances.
We are working hard on creating the best experience possible for you ! The program is still only a skeleton with some very interesting bones, and we add more and more flesh to it as the dates grow nearer.
As you can see from the program below, each day is organized around a global theme. Let’s break them down:
The first day, Tuesday, is going to be dedicated to navigation systems. Guest speakers Klaus Kefferputz from Hochscule Auburg and Joseph La Delfa (the man behind Drone Chi). will each talk about how they use positioning systems, in two very different ways. We’ll also have a workshop about the different positioning systems we support, to get into the more nitty gritty side of things.
The next day, we’ll talk about the AI deck ! Our collaborators at PULP-platform and Greenwaves Technologies are the perfect guests to talk about our newest deck. The talks will be followed by a workshop about app layers and a general panel discussion about Bitcraze – and more particularly its future. We want to hear from you, so don’t hesitate to join us as we try to determine a way forward (for the next 10 years, we have some ideas but we’re curious what you think)!
And finally, the last day will revolve around swarms. It’s Wolfgang‘s specialization, so he is of course the first guest we turned to. Bart Duisterhof and Guido de Croon from Delft University of Technology will also talk about their autonomous swarm, (they are the team behind the sniffy bug!). A swarm workshop will follow, and we will close the conference with some fun surprises!
We’re really excited and lucky to welcome all those speakers to talk about drone development. The program is not entirely fixed yet, some surprise guests should turn up. You can also still add your input by filling out this short survey.
And last, but not least : you can register to the event here on EventBrite. You will be able to add it to your calendar and finally mark the dates ! Also checkout the BAM days event page occasionally for updates.
On September, 1st of 2011, Arnaud, Marcus and Tobias signed a paper in Lund registering their brand-new company: Bitcraze. We’re here, now, 10 years later, hardly believing this gamble paid off so greatly.
Bitcraze’s story actually begins in 2009, when the 3 met in their day job and started dreaming about what will become the Crazyflie. For a long time, they combined a 9-to-5 job with the development of the nanodrone. Monday meetings run from the end of the workday until 2am, and they were exhausted, but the hard work paid off when we know now how many Crazyflies took off after that!
Some things have been added since 2011, of course! For starters, 4 more people joined the team, each changing the face of the company, making it evolve. Lean and self-organized was the way to go, the more people there was. The product itself changed and grew: from the first batch of Crazyflies, that had to be soldered out of the box, we’re now at the 2.1 version. And as years flew by, Bitcraze added to its backpack with new decks and extensions, always wanting to test new things and generally make awesome stuff. From its first flight, we’re now at impressive autonomous swarm flights!
The Crazyflie celebrating its first year in 2012! (and yes, it flew with the candle on it)
In 10 years, we’ve also done things we would never have thought of. Did you know Marcus gave a 15 minutes speech at a conference … entirely in French ? Or that 3 different employees got a cut on their finger for the exact same reason (we’ll let you guess why!) ? We’re still amazed at how much we discovered, learned and shared in those 10 years.
For us, it’s a special moment, looking back at 10 years of awesome things, of hard work, and of passion. We plan on celebrating, of course! First with a few days’ getaway, the first occasion we’ve had in a while to be actually together and enjoy. But this milestone would not be happening without all the support of those around us: our family and friends of course, but also our contributors and our customers. That’s why we’ve decided to organize our own conference, to gather everyone for awesome days of meetup and celebrate with you!
Keep an eye out on our social media too, as this September we’ll look back a little down the road. We’ll post some fond memories (and maybe, just maybe, some embarrassing photos too!) and see how much we’ve accomplished in 10 years.
We like to describe the Crazyflie as a versatile open source flying development platform. It is something that enables you to do cool stuff. It is not a finished, polished end product in its own.
This approach makes determining the expectations and requirements for the platform and the surrounding ecosystem a bit tricky. It is dependent on what you as a user plan to create using our products. And since the ecosystem is growing we need a, scalable, way to handle these fuzzy expectations during development and maintenance.
We think testing is big part of solving this, testing in a systematic, scalable and reproducible way. This is the reason for setting up our first physical test lab, aimed at providing stability while moving forward with new products and features.
Testing today
Continuous integration
On each change proposal to our software we run tests. For the firmware in the device we build multiple different configuration and run unit-tests. For the Crazyflie client and the Python library we make sure we can build for Linux and Windows and that the code passes our style guidelines. If any test fail we go back and update the proposed changed and re-run the tests. This is our first level of defense against defects.
Release testing
For each release we follow a checklist of procedures and tests to make sure that quality does not degrade. We make sure all the examples in the Python library are working and that the Crazyflie can fly around as expected in our flight arena, using various positioning systems.
Limitations
The way we test today makes it very difficult to determine if we regress in, for example, flight capability or in radio communication quality. We either test different software packages in isolation, without hardware in the loop, or we test by having a human trying to estimate if any degradation has happened since the last release.
We run into scalability issues as our ecosystem grows, it is near impossible to test all the different combinations of products. And it is very hard for us to detect stability or quality regressions without having a more systematic approach to testing the software on relevant hardware.
Introducing the test lab
What we have done so far are two things:
Created an infrastructure for setting up a site for testing our software on real devices
Prepared a test lab in our printer room at our office in Malmö
This new Git repository contains the building blocks we need to setup our new test lab. You can check out the repository README.md file for information on how to run it.
The repository contains a way to specify a test site, which is a collection of devices to run the test suite against. You specify your site in a TOML file which contain information about each device, such as which decks are connected and the radio:// URI. This site specification is then used by the test framework when running the tests, making sure each test is run against all devices compatible with that test.
The infrastructure also has management scripts to perform tasks like flashing all devices in a site, or recovering them if they go into boot loader mode by accident. All aimed at being able to handle testing with the least amount of human intervention possible.
This acts as a safety net for us. We will quickly know if the communication performance degrades, or if we have messed up with our parameter or logging frameworks. And we can catch silly firmware bugs as early as possible.
Future
We want to keep adding test cases and other infrastructure to our testing framework. Going forward it would be really nice to be able to test positioning systems in some way. And of course, some type of test of flight, be it free flying tests or using some kind of harness.
It might be interesting to look into adding simulations (hardware in loop or not) to our testing setup. It is all a question of bandwidth, there are a lot of cool things to work on, and a limit on time and bodies.
You can help! You might even be able to help yourself while helping us! If you contribute tests that correspond to your use-case, then you can relax knowing that those tests will run each night, and that Bitcraze engineers will be notified the minute they fail.
Or you can define your own site and run the test-suite against all your devices to make sure nothing strange is going on.
Hopefully this infrastructure and lab will help all of us to do more cool stuff using the Bitcraze ecosystem!
Ever since we released the Lighthouse deck back in 2019, we’ve wanted to offer a bundle with the deck and the base stations. There’s multiple reasons for this, but the main reason was that we wanted users to be able to buy a full swarm (like the Loco Positioning Swarm) directly from us, without having to find the base stations separately. Initially this seemed easy to do, but it turned out to be a bit tricky. This post is about how we finally managed to get the Lighthouse Swarm Bundle finished and into the E-store.
The Lighthouse swarm bundle
When the Lighthouse deck was initially released it only had support for Lighthouse V1 base stations, but Ligthouse V2 was already out. Since the V1 base stations were already in short supply, we wanted to support V2 since this was what would be available in the future. We had started looking at V2 support, but there was still ongoing efforts from us (and others) to reverse engineer the protocol. After some prototyping we had some initial support, but there was still a lot of infrastructure work to be done before it could be released.
In parallell with this work we started trying to buy the Lighthouse V2 base stations. Normally there’s two options here, either buy from local distributors or buy directly from the manufacturer. Buying from local distributors wasn’t a good option for us since these will only have local power plugs and buying directly from the manufacturer often requires very large orders. So this process quickly stalled. But after a couple of months we got an offer to buy a bulk shipment of Ligthouse V2 base stations (without box or power adapters) which we finally decided to accept. And yeah, that’s me looking really happy next to a bunch of base stations…
Marcus looking happy about the base stations
With a bunch of base stations at the office, work with sourcing a power adapter and creating a box started. Unfortunately the number of COVID-19 cases started rising again shortly after receiving the base stations, so we started working more from home again. And with only 2 persons at the office at a time, it’s hard to work with hardware. Different team-members needs access to different resources, like the electronics labs, flight arena or packing orders. So getting box/adapter samples from manufacturers, doing testing and getting input on physical objects from other team-members quickly went from days to weeks.
Finally, after a couple of months of testing, evaluating and learning lots about adapters and cardboard, we had good candidates. But then, literally as we’re ordering the power adapters, it turns out the certification was not good for all the regions we wanted. Thankfully this time around we already had other options so we quickly decided on the second best option (now the best option) and ordered.
In the meantime work was underway finalizing the implementation of Lighthouse V2, including client support, firmware updates of the Lighthouse deck and documentation/videos. Finally in the beginning of 2021 we got documentation and the full implementation (although only for 2 base stations) in place (blog post).
After a bit more than a month of waiting, the power adapters and boxes finally showed up at our office. With all the supplies in place, we started preparing for the packing. Since you can buy base stations for multiple sources, we wanted to keep track of the base stations that we were sending out to be able to debug issues users might have with these units. Also, even though the base stations had already been factory tested, we wanted to quickly test them before shipping them out. So our flight arena was turned into a makeshift assembly line and we had some outside help come in to do the packing.
Finally, the end result! We’re really excited to be able to offer yet another swarm bundle, the Lighthouse swarm bundle. And we’re pretty happy about how the packaging turned out :-)
It feels like the day of yesterday, when Arnaud, Tobias and Marcus came together in a backyard shed and decided to go fully in developing the Crazyflie 1.0 and start a business. The result that came from that was Bitcraze, and after 10 years we are still here! Also in the course of the next months, we will be releasing more information about the history of Bitcraze on the blog or social media.
But more important we would like you to leave the 19th-21th of October open in your agenda for the grand party, because we will be organizing our own multi day convention: BAM days a.k.a. Bitcraze Awesome Meetup days.
Of-course we did everything we could to come to abbreviation BAM as you can see :)
This event will be fully online and will be filled with (guest) talks, workshops but most importantly: Fika time, which is coffee breaks in Swedish. We really want to put the emphasize on networking and the coffee breaks as we considered the most important part of any conference, seminar or convention. So in between the talks, which will be in a video chat format like Zoom or Google Meet, there will be equally long coffee breaks in spatial chat format as like Gathertown, Mozilla Hubs or MiBo. We are currently browsing to several online event portal alternatives to accommodate all of this to make sure that everything goes smoothly!
We are currently still building up the program and inviting speakers to give talks and workshops. Moreover, we probably will prepare workshops and demos ourselves as well! So please fill in this interest form if you want to receive more information the event, and give us some pointers of the content. Also check out the event page for any current information.
And in the mean time, make sure to keep the 19th to the 21th of October free in your agenda so that you can come and celebrate our 10 year anniversary with us!
Hi all! I am Jonas Danielsson and I started at Bitcraze on the first of March. I am a software developer with experience of Linux-, open source- and embedded development. Sometimes all at once.
Jonas and Bosse out hiking
I have worked with embedded systems of different sizes since 2007 and look forward to getting to know the Crazyflie and all of its ecosystem.
I am interested in and care a lot about software- and product maintenance. At Bitcraze I hope to be involved both in developing new features, fixing bugs and finding ways of keeping the product and code in nice shape. To find ways of working that allow us to add a bunch of cool stuff as fast as we want to, without endangering the cool stuff we already have.
Also, I am interested in getting to know the Crazyflie community and to work together with you to create the best development experience we can achieve. Do not be afraid to reach out with ideas or suggestions on how we can improve!
Hi, fellow Crayzflie’ers! I am Wolfgang Hönig and I am a visiting researcher at Bitcraze until early April. I am excited to be part of the team and will be working on making the Crazyflie (and its ecosystem) even more accessible, more robust, and versatile for other researchers and users.
Wolfgang in California.
I started working with the Crazyflie (1) back in 2014 as preparation for grad school. It was the only affordable, small, and open-source robot that I could find and helped me a lot to gain practical knowledge for controls, state estimation, and realtime systems. Now, 7 years later, it is still an exceptional product for the same reasons. During my PhD at the ACT Lab at the University of Southern California, I developed crazyflie_cpp, crazyflie_ros and, together with James A. Preiss, the Crazyswarm. The Crazyswarm in particular has helped me (& many other researchers) to validate robotics research (I worked mostly on multi-robot motion planning). After my PhD, I joined ARCL at Caltech as a postdoctoral researcher, where we used the Crazyflies for research in novel techniques that combine machine learning, motion planning, and controls (see GLAS and Neural-Swarm). Starting May 2021, I’ll be leading my own research group at TU Berlin.
At Bitcraze, I am looking forward to a close collaboration with the team. So far, we are planning to improve the low-level communication over the radio (joint work with Arnaud) and data collection and improvements to the state estimator by using the unique flight arena that has a motion capture, Lighthouse, and Loco Positioning system (joint work with Kimberly). If you are a researcher and have any other ideas, feel free to reach out via email or a comment!
With the raging pandemic in the world, 2021 will most likely not be an ordinary year. Not that any year in the Bitcraze universe has been boring and without excitement so far, but it is unusually hard to make predictions about 2021. Any how, we will try to outline what we see in the crystal ball for the coming year.
Products
What products are cooking in the Bitcraze pot and what tasty new gadgets can we look forward to this year?
Lighthouse
We did hope that we would be able to release the first official version of the Lighthouse system in 2020, but unfortunately we did not make it. It has turned out to be more complex than anticipated but we do think we are fairly close now and that it will be finished soonish, including support for lighthouse V2.
Once the official version has been achieved, we are planning to assemble an full lighthouse bundle, which includes everything you need to start flying in the lighthouse positioning system. This will also include the Basestations V2 as developed by Valve corporation, so stay tuned!
New platforms and improvements
We released the AI-deck last year in early release, but the AIdeck will be soon upgraded with the latest version of the GAP8 chip. For most users this will not change much but for those that really push the deep learning to the edge will be quite happy with this improvement. More over, we are planning to by standard equipped the gray-scale camera instead of the RGB Bayer filter version, due to feedback of the community. We are still planning to offer the color camera on the side as a separate product for those that do value the color information for their application.
Also we noticed the released of several upgraded versions of sensors for the decks that we already are offering today. Pixart and ST have released a new TOF and motion sensor so we will start experimenting with those soon which hopefully lead to a new Multiranger or Flowdeck. Also we are aware of the new DWM3000 chip which would be a nice upgrade to the LPS system, so we will start exploring that as well, however we are not sure if we will be able to release the new version of LPS in 2021 already.
One of the field that we have wanted to improve for a while but have not gotten to so far is the communication with the Crazyflie. The Crazyradio is using a quite old chip and the communication protocol has hardly been touched in years. There now exists a much more powerful nRF52 radio chip with USB port so it can give us the opportunity to make a new Crazyradio and, at the same time, rework the communication protocols to make them more reliable, easier to use and to expand.
People and Collaborations
Last year we have started several collaborations with show drone orientated business, which we are definitely moving forward with in 2021. For shows stability and performance is very important so with the feedback of those that work with that on a regular basis will be crucial for the further development and reliability of our products.
Moreover we would like to continue our close collaboration with researchers at institutes and universities, to help them out with achieving their goals and contribute their work to our opensource firmware and software. Here we want to encourage the community to make their contributions easy to use by others, therefore increasing the reproducibility of the implementations, which is a crucial aspect of research. Also we are planning to have more of our online tutorial like the one we had in November.
We also will be working with closely together with one of our very active community members, Wolfgang Hönig! He has done a lot of great work for the Crazyswarm project from his time at University of Southern California (USC) and has spend the last few years at Caltech. He will be working together with us for a couple of months in the spring so we will be very happy to have him. Moreover, we will also have 2 master students from LTH working with us on the topic hardware simulation in the spring. We are making sure that we can all work together in the current situation, either sparsely at the office or fully online.
In 2021, we will also keep our eyes open for new potential Bitcrazers! We believe that everybody can add her/his own unique addition to the team and therefore it is important for us to keep growing and get new/fresh ideas or approaches to our problem. Usually we would meet new people at conferences but we will try new virtual ways to get to know our community and hopefully will meet somebody that can enhance our crazy group.
Working from home
Due to the pandemic we are currently mainly working from home and from the looks of it, this will continue a while. Even though we think we have managed to find a way to work remotely that is fairly efficient, it is still not at the same level as meeting in real-life, so there is always room for improvement. Further more the lack of access to electronics lab, flight lab and other facilities when working from home, does not speed work up. We will try to do our best though under the current circumstances and are looking forward to an awesome 2021!
2020 was not an ordinary year, and through its different roller coaster motions, we’re proud of what we’ve accomplished. As 2021 grows nearer, it’s time to look back at this year and appreciate our accomplishments.
Community
The Crazyflie is still gaining a lot of interests in universities, and we’re always happy to discover what awesome things our users are doing with our products. One of our proudest moment was that a paper published in Science magazine used a Crazyflie in their research framework!
We actually made a montage of the different research videos where the Crazyflie, and we feel blessed to be part of those amazing feats. We were also quite surprised to see how the Crazyflie is implemented in different fields. Here is the video if you want to know more:
We’ve had stellar blogposts from guests this year, that you can read if you missed:
Of course, “community” this year means something different. We were sorry to not participate in the conventions and fairs where we usually meet a lot of interesting people, and had to find ways to do things differently. We now have a Discord server where people can join and discuss all things Bitcraze related!
Hardware
In the beginning of the year, we started right by releasing the Active Marker deck. Thanks to our collaboration with Qualisys, this new motion capture sensor can estimate the full body pose of the Crazyflie without unique marker positions or known starting positions.
A great deal of work was dedicated to the release of the AI deck in early access. Thanks to our newest deck, super-edge-computing is now possible on your Crazyflie !
Software
We improved our app API. We have seen it used more and more. Being able to add code to the Crazyflie without having to fork the code has proven to be quite useful and popular.
At the beginning of the year we finally managed to decode and use the Lighthouse V2 signals in order to get the Crazyflie to fly autonomously using lighthouse V2 basestations. Our focus for the end of year was to improve the Lighthouse V2, and thanks to some hard work, we managed to improve the calibration compensation for the newest version of Valve’s base station.
The client got a new facelift, as well as the python lib, and we released no less than 4 different new releases.
Documentation
We tried as much as we can to improve our documentation, and working from home proved how much it is needed. Kimberly wrote some step-by-step guides that help you discover more hands-on how to use our python library and the motion commander.
We also tried a new way to connect with you, while improving our existing tutorials, by having an online tutorial. It proved quite successful and it was a great way to talk about all the possibilities (and difficulties!) of a swarm.
The way we work
The biggest change was, as many of you, to learn to work from home. We managed quite well, learning to adapt our process. We now are experts in flying at home, and even though our flying arena is deserted, our kitchens are now more alive than ever.
