WHITEPAPER | September 25, 2018

Commonalities in Vehicle Vulnerabilities

With the connected car becoming commonplace in the market, vehicle cybersecurity continues to grow more important every year. At the forefront of security research, IOActive has amassed real-world vulnerability data illustrating the general issues and potential solutions to the cybersecurity threats today’s vehicles face.

EDITORIAL | March 24, 2015

Lawsuit counterproductive for automotive industry

It came to my attention that there is a lawsuit attempting to seek damages against automakers revolving around their cars being hackable.

The lawsuit cites Dr. Charlie Miller’s and my work several times, along with several other researchers who have been involved in automotive security research.

I’d like to be the first to say that I think this lawsuit is unfortunate and subverts the spirit of our research. Charlie and I approached our work with the end goals of determining if technologically advanced cars could be controlled with CAN messages and informing the public of our findings. Obviously, we found this to be true and were surprised at how much could be manipulated with network messages. We learned so much about automobiles, their communications, and their associated physical actions.

Our intent was never to insinuate deliberate negligence on the part of the manufacturers. Instead, like most security researchers, we wanted to push the boundaries of what was thought to be possible and have fun doing it. While I do believe there is risk associated with vehicle connectivity, I think that a lawsuit can only be harmful as it has the potential to take funds away from what is really important:  securing the modern vehicle. I think any money automobile manufacturers must spend on legal fees would be more wisely spent on researching and developing automotive intrusion detection/prevention systems.

The automotive industry is not sitting idly by, but constantly working to improve the security of their past, present, and future vehicles. Security isn’t something that changes overnight, especially in the case of automobiles, which take even longer since there are both physical and software elements to be tested. Offensive security researchers will always be ahead of the people trying to formulate defenses, but that does not mean the defenders are not doing anything.

While our goals were public awareness and industry change, we did not want change to stem from the possible exploitation of public fears. Our hope was that by showing what is possible, we could work with the people who make the products we use and love on an everyday basis to improve vehicle security.

– cv

EDITORIAL | January 27, 2015

Life in the Fast Lane

Hi Internet Friends,
Chris Valasek here. You may remember me from educational films such as “Two Minus Three Equals Negative Fun”. If you have not heard, IOActive officially launched our Vehicle Security Service offering.
I’ve received several questions about the service and plan to answer them and many more during a webinar I am hosting on February 5, 2015 at 11 AM EST.
Some of the main talking points include: 
  • Why dedicate an entire service offering to vehicles and transportation?
  • A brief history of vehicle security research and why it has been relatively scarce
  • Why we believe that protecting vehicles and their supporting systems is of the utmost importance
  • IOActive’s goals for our Vehicle Security Service offering

Additionally, I’ll make sure to save sufficient time for Q&A to field your questions. I’d love to get as many questions as possible, so don’t be shy.

I look forward to your participation in the webinar on February 5,2015 11 AM EST. 

– cv
RESEARCH | September 18, 2014

A Dirty Distillation of Proposed V2V Readiness

Good Afternoon Internet
Chris Valasek here. You may remember me from such automated information kiosks as “Welcome to Springfield Airport”, and “Where’s Nordstrom?” Ever since Dr. Charlie Miller and I began our car hacking adventures, we’ve been asked about the upcoming Vehicle-to-Vehicle (V2V) initiative and haven’t had much to say because we only knew about the technology in the abstract. 

 

I finally decided to read the proposed documentation from the National Highway Traffic Safety Administration (NHTSA) titled: “Vehicle-to-Vehicle Communications: Readiness of V2V Technology for Application” (/wp-content/uploads/2014/09/Readiness-of-V2V-Technology-for-Application-812014.pdf). This is my distillation of a very small portion of the 327-page document. 

While there are countless pages of information regarding cost, crash statistics, consumer acceptance, policy, legal liability, and fuel economy, as a breaker of things, I was most interested in any technical information I could extract. In this blog post, I list some interesting bits I stumbled upon when reading the document. I skipped over huge portions I felt weren’t applicable to my investigation. Mainly anything that didn’t have to do with a purely technical implementation. In addition, any diagrams or pictures in this blog post were taken directly from “Vehicle-to-Vehicle Communications: Readiness of V2V Technology for Application”. 
 
A Very Brief History
 
Although currently a hot topic in the automotive world, the planning, design, and testing of the V2V infrastructure started over 11 years ago. It has gone from special purpose lanes in San Diego to a wireless infrastructure designed to be transparent to the end user. For those not in the know, a pilot program was deployed in Ann Arbor, MI from August 2012 to February 2014. This isn’t a harebrained scheme to a long-standing problem, but has been thought about and fine-tuned for quite some time. 
 
Overview
 
The V2V system is designed (obviously) to reduce death, injuries, and economic loss from motor vehicle crashes. Many people, including me, didn’t realize this initial proposal is only designed to provide visual and audible warnings to the driver and DOES NOT include or plan for physical alterations of the automobile based on V2V communications. For example, the V2V system will not brake a car in the event of an impending accident, but only warn the driver to apply the brake (although V2V could be used by current in-car systems, such as Collision Avoidance, to augment their functionality). 
 
The main components: 
 
Forward Collision Warning (FCW) – Warns you if you’re about to smash into something in front of you.
 
Emergency Electronic Brake Lights – Warns you when the person in front of you is slowing down while you’re reading your Twitter feed. 
 
Do Not Pass Warning – Really for unintentional drift more than you trying to push the limit to pass that big rig on the left side of the dotted line.
 
Left Turn Assist (LTA) — Warns you if there is a car coming when making a left turn. 
 
Intersection Movement Assist (IMA) – Figuring out how not to smash into several different cars at a 4-way intersection is hard, let’s go shopping!
 
Blind Spot Warning + Lane Change Warning – Warns you if you’re about to smash into something while changing lanes. No more “Rubbin is racin” I guess. 
This picture gives you a better idea of some of the scenarios mentioned above. 
 
 
You’ll notice that none of the safety mechanisms mentioned earlier involve performing any physical actions on the automobile. The designers of the V2V system realize that false positives could be a huge problem with warnings. Just imagine how scared people would be if their automobile braked or steered without cause in an attempt to protect them. 
 
Notable Items: 
  • The document predicts it will take 37 years for V2V to penetrate an entire fleet.
  • Rear and Forward Collision Warnings appear to be capable of saving the most money.
  • NHSTA does not expect an immediate difference, due to lack of adoption, but hopes to gain ground as time goes on.
 
My Thoughts
 
All these features seem like they will greatly increase vehicle and passenger safety. My one concern is a whole V2V infrastructure is being developed without much thought given to the physical control of a vehicle. It seems like the next logical step is to not only warn drivers if they are about to collide, but to prevent it. Maybe this will always be left up to the manufacturer, maybe not. 
 
Components/Terms
 
On Board Equipment (OBE) – The device in your car that will communicate with the V2V infrastructure. It will either be OEM (put there by the manufacturer) or aftermarket (sold separately from the car, mobile phone, standalone device, and so on). 
 
Road Side Equipment (RSE) – These devices will connect to the vehicles around them. They can be on road curves that warn the car about its speed, traffic lights, stop signs, and so on. 
 
Dedicated Short-range Communications (DSRC) – The short-range wireless communications that RSE and OBE use to communicate.
 
Driver Vehicle Interface (DVI) – This interface will display the V2V warnings.
Basic Safety Message (BSM) – This is a message sent to and received from other OBE and RSE devices to make the V2V system work. For example, it could announce the current speed of the vehicle.
 
Security Credentials Management System (SCMS) – The systems that manage all of the credentials for V2V systems, such as the certificates used to authenticate BSMs. 
 
 
Communications
 
The most interesting portion of the document for me was the technical information about the underlying communications system. I think many people want to understand what kind of wireless communications will be implemented for the vehicles and devices with which they will interact. 
 
The V2V infrastructure will operate on the 5.8 – 5.9 GHz band (5850 – 5925 MHz) using seven (7) non-overlapping 10 MHz channels, with a 5 MHz guard band at the beginning of each frequency range. Channel 172 will be used to send public safety information. 
 
Since these devices, much like your AM/FM radio, can only be on one channel at a time, switching is necessary. Switching between the Control Channel (CCH) and Service Channel (SCH) occurs every 50 ms to transmit or receive DSRC messages emitted by other vehicles or RSE. There is a 4 ms front guard leaving only 46 percent of “potentially” available bandwidth for BSM transmissions. 
 
DSRC messages will be broadcast (omnidirectional for up to 300 meters) on a standardized network (IEEE 1609.4) over a standardized wireless layer IEEE 802.11p. The chart below shows all of the system standards currently anticipated for the first generation V2V system.
 
 
 
 
 
 
 
 
 
 
 
 
BSM messages also have a certain format, which is partially listed below. Please see the original document for more detailed information. Each message should have a packet size of 200 – 500 bytes with a maximum required range of 50 – 300 meters. 
 

Note: This is a partial snippet of the BSM Part II contents.
 
One main take away was that BSM messages are NOT encrypted; therefore, they could be viewed over the air by interested parties. The messages are, however, authenticated via a signing mechanism (discussed in the next section). 
 
Notable Items:
 
NHSTA is unsure if current WiFi infrastructure will interfere with the communications based on the devices. The claim is that more research is required. 
 
NHSTA claims the system will NOT collect or store any data identifying individuals or individual vehicles, nor will it create the ability for the government to do so.
 
NHSTA claims it would be extremely difficult for third parties to use the system to track a vehicle.
 
“NHTSA is aware of concerns that the V2V system could broadcast or store BSM data (such as GPS or path history) that, if captured by a third party, might facilitate very-localized vehicle tracking. In fact, the broadcast of unencrypted GPS, path history, and other data characteristics in or derived from the BSM appears to introduce only very limited potential risks to individual privacy.”
“It is theoretically possible that a third party could try to capture the transitory locational data in order to track a specific vehicle. However, we do not see a scenario in which one wishing to track a vehicle would choose the V2V system as the means.”
 
“To date, NHTSA’s V2V research has not included research specific to this issue, as researchers assumed that the possibility of cyber-attacks on motor vehicles was an existing vector of risk – not a new one created by V2V technologies.”
 
My Thoughts:
 
This is an amazingly complex system that is going to send, receive, and analyze data in real-time.
 
It will be interesting to see if people figure out how to use BSM messages to track vehicles or enumerate personal information due to their lack of encryption.
It looks like you could use BSM messages to gather information and track a vehicle, but I’m unsure of the practicality of doing so.
 
I don’t really know enough about radio/wireless to comment much more, but I’d love to hear other people’s thoughts. 
 
Security
 
The V2V system, while sending a majority of the information in cleartext, does have mechanisms that are designed for security. After much internal debate, it was decided that a Public Key Infrastructure (PKI) would be implemented to prove authenticity when sending and receiving messages. I think we’re all familiar with the PKI system, since we use it every day on the Internet to do our banking, chatting, and general internetting. Because this is a blog post, I only sampled a small set of the information available in the document. Also, I’m far from a crypto expert and will do my best to briefly explain the system that is being implemented. Please excuse or correct any errors you see with a quick tweet to @nudehaberdasher.
 
As stated before, BSMs are NOT encrypted, but verified with a digital signature, meaning that each message must be signed before it is sent and checked upon receipt. This trust system is a requirement, since thousands of messages will be authenticated in real-time when driving a vehicle that uses the V2V system. 
 
Like our Internet PKI system, there is a Certificate Authority (CA) but, to quote the paper: 
“We note that the interactions between the components shown in Figure <not-shown> are all based on machine-to-machine performance. No human judgment is involved in creation, granting, or revocation of the digital certificates.”
 
This means that there will not be human involvement when putting new devices on the V2V system. 
 
A simplified version of the system can be seen below.
 
 
Obviously, the system is much more complex, involving preinstalled certificates, which are supposed to last five minutes each, a signing authority, and even a misbehavior authority responsible for revoking certificates for a variety of reasons. A comparison between the V2V PKI system and the PKI system we currently use on the Internet is illustrated below. 
 
“Initial deployment is assumed to last for three years, and requires that OBEs on newly manufactured vehicles download a three-year batch of certificates. These batches would include reusable, overlapping five-minute certificates valid for one week. The term “overlapping” in this context refers to the fact that any certificate can be used at any time during the validity period. The batches would be good for one week and at this point are assumed to be around 20 certificates per week, which equates to 1,040 for one year of certificates. As the frequency of the certificate download batch changes for full deployment, the number and therefore size of the certificate batches also changes accordingly.”
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
It looks as if there are two options for preinstalled certificates, which will be placed there by OEMs and aftermarket solution providers:
 
Option 1: Three-year reusable, non-overlapping five-minute certificates
 
Option 2: Three-year batches of reusable, overlapping, 260 five-minute certificates valid for one week
 
Certificates will be managed by the SCMS and communications with devices will go as follows: 
  • UPLOAD – a request for new certificates
  • DOWNLOAD – new certificates
  • UPLOAD – a misbehavior report
  • DOWNLOAD – a full/partial CRL
  • Conduct other data functions or system updates
Certificate renewal, updates, and revocation still seem to be up in the air. Certificate downloads could happen through cellular, WiFi, or DSRC. The most likely scenario will be DSRC due to cost and availability issues. New certificates could be updated in-full on a daily basis, or the system could use incremental updates to save time and bandwidth. 
 
While the design of the system seems to be pretty well developed, the details of the implementation and ownership still seem to be undecided. It looks like only time will tell who will own and administer this system and in what fashion it will be administered. 
 
Notable Items:
 
“As no decisions about ownership or operation have been made, we do not advocate for public or private ownership, but include the basic functions we expect the SCMS Manager would perform in our discussions and analyses.”
 
“Most SCMS functions listed above are fairly well developed. One critical function, which has not yet been fleshed out adequately for DOT to assess, is the Misbehavior Authority (MA) — the central function responsible for processing misbehavior reports generated by OBE and producing and publishing the CRL.”
 
“Global detection processes have not yet been defined.”
 
Research into the PKI system will continue into 2016. 
 
“Publication of the seed is sufficient to revoke all certificates belonging to the revoked device, but without the seed an eavesdropper cannot tell which certificates belong to a particular device. (Note: the revocation process is designed such that it does not give up backward privacy.)”
 
Internal Blacklist – This would be used by the SCMS to make sure that an OBE asking for new certificates is not on the revoked list. If a vehicle or device is on the list, no certificate updates will be issued.
 
My Thoughts:
 
Be it that devices with valid certificates and valid certificate updates will be the hands of an ‘attacker’, I’m interested to see how well the certificate revocation functionality works. 
 
Without any decision on certificate revocation, will it be implemented? If so, will it be done correctly and robustly? 
 
How fast can certificates be revoked? 
 
Sending spoofed, legitimately signed messages for even five minutes at a busy intersection could cause a massive disruption. 
 
Private keys are going to be in infrastructure devices, meaning there’s a good chance they won’t be ‘private’ for long. 
 
Crypto people do your crypto thing on this. 
 
Conclusion
 
I think the V2V technology is very interesting but still has many questions to answer, due to its massive technical complexity and huge economic cost. Additionally, I don’t think people have much to be worried about in the first iteration since there are only audible and visual warnings to the driver, without any direct effect on the vehicle. 
 
I hope that, when developing these systems, planning and design would be considered around vehicle control and not only warnings, as it seems like true V2V accident avoidance is the next logical step. Additionally, there is probably a good chance that current vehicle bus infrastructure is used to provide warnings to the driver, which means there is yet another remote entry point to the vehicle which potentially uses the vehicle’s network for communication. From an attacker’s perspective, all remote communication systems that interact with the car will be seen as attack surfaces. 
 
My last thought is that a true V2V infrastructure is further away than many people think. While we may have fringe devices in the coming years, full fleet adoption isn’t expected until 2037, so we can all go back to worrying about our robot overlords taking over in 2029. 
Chris Valasek @nudehaberdasher
 
Special Thanks: Charlie Miller (@0xcharlie) and Zach Lanier (@quine
RESEARCH | August 14, 2014

Remote survey paper (car hacking)

Good Afternoon Interwebs,
Chris Valasek here. You may remember me from such nature films as “Earwigs: Eww”.
Charlie and I are finally getting around to publicly releasing our remote survey paper. I thought this went without saying but, to reiterate, we did NOT physically look at the cars that we discussed. The survey was designed as a high level overview of the information that we acquired from the mechanic’s sites for each manufacturer. The ‘Hackability’ is based upon our previous experience with automobiles, attack surface, and network structure.
Enjoy!
RESEARCH | July 31, 2014

Hacking Washington DC traffic control systems

This is a short blog post, because I’ve talked about this topic in the past. I want to let people know that I have the honor of presenting at DEF CON on Friday, August 8, 2014, at 1:00 PM. My presentation is entitled “Hacking US (and UK, Australia, France, Etc.) Traffic Control Systems”. I hope to see you all there. I’m sure you will like the presentation.

I am frustrated with Sensys Networks (vulnerable devices vendor) lack of cooperation, but I realize that I should be thankful. This has prompted me to further my research and try different things, like performing passive onsite tests on real deployments in cities like Seattle, New York, and Washington DC. I’m not so sure these cities are equally as thankful, since they have to deal with thousands of installed vulnerable devices, which are currently being used for critical traffic control.

The latest Sensys Networks numbers indicate that approximately 200,000 sensor devices are deployed worldwide. See http://www.trafficsystemsinc.com/newsletter/spring2014.html. Based on a unit cost of approximately $500, approximately $100,000,000 of vulnerable equipment is buried in roads around the world that anyone can hack. I’m also concerned about how much it will cost tax payers to fix and replace the equipment.

One way I confirmed that Sensys Networks devices were vulnerable was by traveling to Washington DC to observe a large deployment that I got to know.

When I exited the train station, the fun began.

INSIGHTS | April 30, 2014

Hacking US (and UK, Australia, France, etc.) Traffic Control Systems

Probably many of you have watched scenes from “Live Free or Die Hard” (Die Hard 4) where “terrorist hackers” manipulate traffic signals by just hitting Enter or typing a few keys. I wanted to do that! I started to look around, and while I couldn’t exactly do the same thing (too Hollywood style!), I got pretty close. I found some interesting devices used by traffic control systems in important US cities, and I could hack them 🙂 These devices are also used in cities in the UK, France, Australia, China, etc., making them even more interesting.
After getting the devices, it wasn’t difficult to find vulnerabilities (actually, it was more difficult to make them work properly, but that’s another story).

The vulnerabilities I found allow anyone to take complete control of the devices and send fake data to traffic control systems. Basically anyone could cause a traffic mess by launching an attack with a simple exploit programmed on cheap hardware ($100 or less).
I even tested the attack launched from a drone flying at over 650 feet, and it worked! Theoretically, an attack could be launched from up to 1 or 2 miles away with a better drone and hardware equipment, I just used a common, commercially available drone and cheap hardware. Since it seems flying a drone in the US is not illegal and anyone will be able to get drones on demand soon, I would be worried about attacks from the sky in the US.
It might also be possible to create self-replicating malware (worm) that can infect these vulnerable devices in order to launch attacks affecting traffic control systems later. The exploited device could then be used to compromise all of the same devices nearby.
 
What worries me the most is that if a vulnerable device is compromised, it’s really, really difficult and really, really costly to detect it. So there could already be compromised devices out there that no one knows about or could know about. 
 
Let me give you an idea of how affected some cities are. The following is from documentation from vulnerable vendors:
  • 250+ customers in 45 US states and 10 countries
  • Important US cities have deployments: New York, Washington DC, San Francisco, Los Angeles, Boston, Seattle, etc.
  • 50,000+ devices deployed worldwide (most of them in the US)
  • Countries include US, United Kingdom, China, Canada, Australia, France, etc. For instance, some UK cities with deployments: London, Shropshire, Slough, Bournemouth, Aberdeen, Blackburn with Darwen Borough Council, Belfast, etc. 
  • Australia has a big deployment on one of the most important and modern freeways.


As you can see, there are 50,000+ devices out there that could be hacked and cause traffic messes in many important cities.

Going onsite
I knew that the devices I have are vulnerable, but I wanted to be 100% sure that I wasn’t missing anything with my tests. Real-life deployments could have different configurations (different hardware/software versions)  

and it seemed that the vendor provided wrong information when I reported the vulnerabilities, so maybe what I found didn’t affect real-life deployments. I put my “tools” in my backpack and went to Seattle, New York, and Washington DC to do some “passive” onsite tests (“no hacking and nothing illegal” :)). Luckily, I could confirm that what I found applied to real-life deployments. BTW, many thanks to Ian Amit for the pictures and videos and for daring to go with me to DC :).

Vulnerabilities
As you may have already realized, I’m not going to share specific nor technical details here (for that, you will have to wait and go to Infiltrate 2014 in a couple of weeks. What I would like to mention is that the vendor was contacted a long time ago (September 2013) through ICS-CERT (the initial report to ICS-CERT was sent on July 31st, 2013). I was told by ICS-CERT that the vendor said that they didn’t think the issues were critical nor even important. For instance, regarding one of the vulnerabilities, the vendor said that since the devices were designed that way (insecure) on purpose, they were working as designed, and that customers (state/city governments) wanted the devices to work that way (insecure), so there wasn’t any security issue. Yes that was the answer, I couldn’t believe it. 
 
Regarding another vulnerability, the vendor said that it’s already fixed on newer versions of the device. But there is a big problem, you need to get a new device and replace the old one. This is not good news for state/city governments, since thousands of devices are already out there, and the time and money it would take to replace all of them is considerable. Meanwhile, the existing devices are vulnerable and open to attack.
 
Another excuse the vendor provided is that because the devices don’t control traffic lights, there is no need for security. This is crazy, because while the devices don’t directly control traffic control systems, they have a direct influence on the actions and decisions of these systems.
I tried several times to make ICS-CERT and the vendor understand that these issues were serious, but I couldn’t convince them. In the end I said, if the vendor doesn’t think they are vulnerable then OK, I’m done with this; I have tried hard, and I don’t want to continue wasting time and effort. Also, since DHS is aware of this (through ICS-CERT), and it seems that this is not critical nor important to them, then there isn’t anything else I can do except to go public.
 
This should be another wake up call for governments to evaluate the security of devices/products before using them in critical infrastructure, and also a request to providers of government devices/products to take security and security vulnerability reports seriously.
 
Impact
 
By exploiting the vulnerabilities I found, an attacker could cause traffic jams and problems at intersections, freeways, highways, etc. 
Electronic signs
It’s possible to make traffic lights (depending on the configuration) stay green more or less time, stay red and not change to green (I bet many of you have experienced something like this as a result of driving during non-traffic hours late at night or being on a bike or in a small car), or flash. It’s also possible to cause electronic signs to display incorrect speed limits and instructions and to make ramp meters allow cars on the freeway faster or slower than needed. 
 
These traffic problems could cause real issues, even deadly ones, by causing accidents or blocking ambulances, fire fighters, or police cars going to an emergency call.
I’m sure there are manual overrides and secondary controls in place that can be used if anomalies are detected and could mitigate possible attacks, and some traffic control systems won’t depend only on these vulnerable devices. This doesn’t mean that attacks are impossible or really complex; the possibility of a real attack shouldn’t be disregarded, since launching an attack is simple. The only thing that could be complex is making an attack have a bigger impact, but complex doesn’t mean impossible.
 

Traffic departments in states/cities with vulnerable devices deployed should pay special attention to traffic anomalies when there is no apparent reason and closely watch the device’s behavior.
 
“In 2012, there were an estimated 5,615,000 police-reported traffic crashes in which 33,561 people were killed and 2,362,000 people were injured; 3,950,000 crashes resulted in property damage only.” US DoT National Highway Traffic Safety Administration: Traffic Safety Facts
 
“Road crashes cost the U.S. $230.6 billion per year, or an average of $820 per person” Association for Safe International Road Travel: Annual US Road Crash Statistics
 
If you add malfunctioning traffic control systems to the above stats, the numbers could be a lot worse.
INSIGHTS | April 8, 2014

Car Hacking 2: The Content

Does everyone remember when those two handsome young gentlemen controlled automobiles with CAN message injection (https://www.youtube.com/watch?v=oqe6S6m73Zw)? I sure do. However, what if you don’t have the resources to purchase a car, pay for insurance, repairs to the car, and so on? 
 
Fear not Internet! 
 
Chris and Charlie to the rescue. Last week we presented our new automotive research at Syscan 2014. To make a long story short, we provided the blueprints to setup a small automotive network outside the vehicle so security researchers could start investigating Autosec (TM pending) without requiring the large budget needed to procure a real automobile. (Update: Andy Greenberg just released an article explaining our work, http://www.forbes.com/sites/andygreenberg/2014/04/08/darpa-funded-researchers-help-you-learn-to-hack-a-car-for-a-tenth-the-price/)
 
 
Additionally, we provided a solution for a mobile testing platform (a go-cart) that can be fashioned with ECUs from a vehicle (or purchased on Ebay) for testing that requires locomotion, such as assisted braking and lane departure systems. 
 
 
For those of you that want the gritty technical details, download this paper. As always, we’d love feedback and welcome any questions.