The fuzzy numbers for tracking AV progress
Autonomous vehicle companies track — and publish, at least in California — a variety of performance metrics, including how many times an operator has to take control of the autonomous system, accidents, and distance traveled autonomously. These convenient figures have become de facto measures of progress, yet the view they offer into the state of AV technology is fuzzy at best.
The bottom line: As AV technology approaches commercialization, companies will have to engage in a dialogue with government and the public — using statistical performance measures as well as qualitative analyses and processes — to demonstrate that autonomous systems are thoughtfully and safely engineered.
- Disengagements: Absent contextual details, the number of times an operator takes control of the vehicle is a poor indicator of performance. Too few disengagements indicate a lack of instructive situations from which to learn. Too many, especially in similar situations, suggest the system is not learning enough. Rather than minimizing disengagements (because they are publicly reported), teams should monitor them to ensure their technology is being sufficiently challenged and learning the right lessons along the way.
- Accidents: Egregious accidents can focus needed attention on companies with unsafe cultures or practices. But in aggregate, the lack of reliable baseline numbers for human driving makes it difficult to draw meaningful conclusions for AVs. (The majority of accidents involving human drivers go unreported.) Accident reports might provide limited insight into one aspect of a system’s capabilities, but they don't reflect a system’s overall performance — or the industry’s.
- Distance: The number of miles driven is probably the most useful metric because real-world performance matters. While simulated miles are hugely valuable, the right road miles present a system with the challenges of unanticipated situations. But all experience is not equal: Less complicated miles, like those on uncongested freeways, are easy to accumulate though less instructive per mile than those in a challenging urban environment.
Chris Urmson is a co-founder and the CEO of Aurora.
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