How Autonomous Cars Could Impact Energy Use

The complex algorithms used by self-driving vehicle technology use massive amounts of energy, which could lead to a steep rise in carbon emissions as autonomous cars become more commonplace.

2 minute read

February 2, 2023, 8:00 AM PST

By Diana Ionescu @aworkoffiction


Photo of cars on two-way separated highway with illustrated lines between them indicating tech-driven decisions

carlos castilla / Autonomous cars

A new study from the Massachusetts Institute of Technology (MIT) warns that, without changes in technology, the growth of autonomous vehicles will spur massive energy consumption. As Rima Sabina Aouf reports in Dezeen, “The study found that with a mass global takeup of autonomous vehicles, the powerful onboard computers needed to run them could generate as many greenhouse gas emissions as all the data centres in operation today.”

As Aouf explains, “The high emissions are the result of the huge computing workload placed on each self-driving vehicle.” The vehicles use ‘deep neural networks’ to constantly make inferences that drive decisions. According to the study, “One billion vehicles would make 21,600 trillion inferences. To put that into perspective, the researchers say all of Facebook's data centres worldwide currently make a few trillion inferences each day.”

Study co-author Soumya Sudhakar says that “If we just keep the business-as-usual trends in decarbonisation and the current rate of hardware efficiency improvements, it doesn't seem like it is going to be enough to constrain the emissions from computing onboard autonomous vehicles.” 

Autonomous car manufacturers can get ahead of the problem by working to improve the efficiency of their hardware and algorithms. “In a scenario where 95 per cent of global vehicles are autonomous in 2050, the study suggests that the technology's efficiency must double about every 1.1 years, such that each autonomous vehicle is consuming less than 1.2 kilowatts of energy for computing.”

Tuesday, January 31, 2023 in Dezeen

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Cover CM Credits, Earn Certificates, Push Your Career Forward

Logo for Planetizen Federal Action Tracker with black and white image of U.S. Capitol with water ripple overlay.

Planetizen Federal Action Tracker

A weekly monitor of how Trump’s orders and actions are impacting planners and planning in America.

June 25, 2025 - Diana Ionescu

Map of Western U.S. indicating public lands that would be for sale under a Senate plan in yellow and green.

Map: Where Senate Republicans Want to Sell Your Public Lands

For public land advocates, the Senate Republicans’ proposal to sell millions of acres of public land in the West is “the biggest fight of their careers.”

June 19, 2025 - Outdoor Life

Person wearing mask walking through temporary outdoor dining setup lined with bistro lights at dusk in New York City.

Restaurant Patios Were a Pandemic Win — Why Were They so Hard to Keep?

Social distancing requirements and changes in travel patterns prompted cities to pilot new uses for street and sidewalk space. Then it got complicated.

June 19, 2025 - Diana Ionescu

Route 66 motel neon sign.

Albuquerque Route 66 Motels Become Affordable Housing

A $4 million city fund is incentivizing developers to breathe new life into derelict midcentury motels.

30 minutes ago - High Country News

Green public transit bus at stop in Silver Spring, Maryland.

DC Area County Eliminates Bus Fares

Montgomery County joins a growing trend of making transit free.

1 hour ago - The Washington Post

Close-up of full beer glass with purple train-themed design sitting on bar between two frosty tall cans.

Platform Pilsner: Vancouver Transit Agency Releases... a Beer?

TransLink will receive a portion of every sale of the four-pack.

June 30 - Cities Today

Urban Design for Planners 1: Software Tools

This six-course series explores essential urban design concepts using open source software and equips planners with the tools they need to participate fully in the urban design process.

Planning for Universal Design

Learn the tools for implementing Universal Design in planning regulations.