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In road-transport terminology, lane centering, also known as auto steer or autosteer, is an
advanced driver-assistance system An advanced driver-assistance system (ADAS) is any of a groups of electronic technologies that assist drivers in driving and parking functions. Through a safe human-machine interface, ADAS increase car and road safety. ADAS uses automated technol ...
that keeps a
road vehicle A vehicle (from la, vehiculum) is a machine that transports people or cargo. Vehicles include wagons, bicycles, motor vehicles (motorcycles, cars, trucks, buses, mobility scooters for disabled people), railed vehicles (trains, trams), water ...
centered in the lane, relieving the driver of the task of steering. Lane centering is similar to
lane departure warning In road-transport terminology, a lane departure warning system (LDWS) is a mechanism designed to warn the driver when the vehicle begins to move out of its lane (unless a turn signal is on in that direction) on freeways and arterial roads. These ...
and
lane keeping assist In road-transport terminology, a lane departure warning system (LDWS) is a mechanism designed to warn the driver when the vehicle begins to move out of its lane (unless a turn signal is on in that direction) on freeways and arterial roads. These ...
, but rather than warn the driver, or bouncing the car away from the lane edge, it keeps the car centered in the lane. Together with
adaptive cruise control Adaptive cruise control (ACC) is an available cruise control Advanced driver-assistance systems, advanced driver-assistance system for road vehicles that automatically adjusts the vehicle speed to maintain a safe distance from vehicles ahead. As ...
(ACC), this feature may allow unassisted driving for some length of time. It is also part of
automated lane keeping systems Automated lane keeping systems (ALKS), also described as traffic jam chauffeur, is an autonomous driving system that doesn't require driver supervision on motorways. ALKS is an international standard set out in UN-ECE regulation 157 and amounts ...
. Starting in 2019
semi-trailer truck A semi-trailer truck, also known as a semitruck, (or semi, eighteen-wheeler, big rig, tractor-trailer or, by synecdoche, a semitrailer) is the combination of a tractor unit and one or more semi-trailers to carry freight. A semi-trailer ...
s have also been fitted with this technology.


Terminology

Lane departure warning generates a warning when the vehicle crosses a line, while lane keeping assist helps the vehicle to avoid crossing a line, standardized in ISO 11270:2014, and lane centering keeps the vehicle centered in the lane and almost always comes with steering assist to help the vehicle take gentle turns at highway speeds. In farming, "machine autosteer" is a technology which make automated steering and positioning of a machine in a landscape.


History

The first commercially available lane centering systems were based on off-the-shelf systems created by
Mobileye Mobileye Global Inc. is a company developing autonomous driving technologies and advanced driver-assistance systems (ADAS) including cameras, computer chips and software. Mobileye was acquired by Intel in 2017 and went public again in 2022. Mobi ...
, such as
Tesla Autopilot Tesla Autopilot is a suite of advanced driver-assistance system (ADAS) features offered by Tesla that amounts to SAE International Level 2 vehicle automation. Its features are lane centering, traffic-aware cruise control, automatic lane cha ...
and Nissan ProPilot, although Tesla switched to an in-house design when Mobileye ended their partnership. A handful of companies like Bosch, Delphi, ZF and Mobileye provide sensors, control units, and even algorithms to car makers, who then integrate and refine those systems. While not directly attributable to lane centering, crash rates on the
Tesla Model S The Tesla Model S is a Battery electric vehicle, battery-powered liftback car serving as the flagship model of Tesla, Inc. The Model S features a dual-motor, all-wheel drive layout, although earlier versions of the Model S featured a rear-moto ...
and Model X equipped with the Mobileye system were reduced by almost 40% while Tesla Autopilot was in use.


Operation

The lane detection system used by the lane departure warning system uses image processing techniques to detect lane lines from real-time camera images fed from cameras mounted on the automobile. Examples of image processing techniques used include the
Hough transform The Hough transform is a feature extraction technique used in image analysis, computer vision, and digital image processing. The purpose of the technique is to find imperfect instances of objects within a certain class of shapes by a voting pro ...
,
Canny edge detector The Canny edge detector is an edge detection operator that uses a multi-stage algorithm to detect a wide range of edges in images. It was developed by John F. Canny in 1986. Canny also produced a ''computational theory of edge detection'' explain ...
,
Gabor filter In image processing, a Gabor filter, named after Dennis Gabor, is a linear filter used for texture analysis, which essentially means that it analyzes whether there is any specific frequency content in the image in specific directions in a localiz ...
and
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
. A basic flowchart of how a lane detection algorithm works to produce lane departure warning is shown in the figures.


Limitations

Features that differentiate systems are how well they perform on turns, speed limitations and whether the system resumes from a stop. Current lane centering systems rely on visible lane markings. They typically cannot decipher faded, missing, incorrect or overlapping lane markings. Markings covered in snow, or old lane markings left visible, can hinder the ability of the system. GM's Super Cruise only works on known freeways that have been previously mapped, as it uses a combination of these maps and a precise
GNSS A satellite navigation or satnav system is a system that uses satellites to provide autonomous geo-spatial positioning. It allows satellite navigation devices to determine their location (longitude, latitude, and altitude/elevation) to high pre ...
position provided by Trimble's RTX GNSS correction service to determine if Super Cruise can be enabled or not. Most vehicles require the driver's hands to remain on the wheel, but GM's Super Cruise monitors the driver's eyes to ensure human attention to the road, and thus allows hands-free driving.


2018 Mobileye EyeQ4

Mobileye Mobileye Global Inc. is a company developing autonomous driving technologies and advanced driver-assistance systems (ADAS) including cameras, computer chips and software. Mobileye was acquired by Intel in 2017 and went public again in 2022. Mobi ...
claimed in 2018 that 11 automakers would incorporate their EyeQ4 chip that enables L2+ and L3 autonomous systems; this would collectively represent more than 50% of the auto industry. Level 2 automation is also known as "hands off": this system takes full control of the vehicle (accelerating, braking, and steering). Level 3 is also known as "eyes off": the driver can safely turn their attention away from driving, e.g. the driver can text or watch a movie. In 2018, the average selling price for the EyeQ4 chip to auto makers was about $450 U.S. dollars. Nissan uses the EyeQ4 chip for their hands-off ProPilot 2.0 system.


Regulations

In the United-States, in 2018, lane centering systems are not covered by any
Federal Motor Vehicle Safety Standards The Federal Motor Vehicle Safety Standards (FMVSS) are U.S. federal vehicle regulations specifying design, construction, performance, and durability requirements for motor vehicles and regulated automobile safety-related components, systems, and d ...
, according to the NHTSA. Territories such as the European union, Japan, Russia, Turkey, Egypt and the United Kingdom follow UNECE 79 regulation. In those territories following UNECE 79 regulation, automatically commanded steering functions are classified in several categories, for instance: * Category A function helps the driver at speed no greater than 10 km/h for parking maneuvering; * Category B1 function helps the driver to keep the vehicle within the chosen lane; * Category B2 function "keeps the vehicle within its lane by influencing the lateral movement of the vehicle for extended periods without further driver command/confirmation"; * Category C and D and E are related to specific manoeuvres such as lane change While all those functions are related to automated steering, lane centering is a concept close to the concept related to category B2, while LKA is closer to category B1.


Sample of level 2 automated cars

Because all of these vehicles also have
adaptive cruise control Adaptive cruise control (ACC) is an available cruise control Advanced driver-assistance systems, advanced driver-assistance system for road vehicles that automatically adjusts the vehicle speed to maintain a safe distance from vehicles ahead. As ...
that can work in tandem with lane centering, they meet the SAE standard for level 2 automation. Adaptive cruise control and lane centering are often only available in more expensive trim levels rather than just the base trim. An example is the
Hyundai Kona The Hyundai Kona ( ko, 현대 코나) is a subcompact crossover SUV produced by the South Korean manufacturer Hyundai. The first-generation Kona debuted in June 2017 and the production version was revealed later that year. It is positioned betwee ...
EV, which only has adaptive cruise control available on the "ultimate" edition.


Nissan ProPilot

Nissan ProPilot is based on
Mobileye Mobileye Global Inc. is a company developing autonomous driving technologies and advanced driver-assistance systems (ADAS) including cameras, computer chips and software. Mobileye was acquired by Intel in 2017 and went public again in 2022. Mobi ...
technology and assists with acceleration, steering and braking input under single lane highway driving conditions. ProPilot keeps the car centered in the lane and will deactivate below 31 mph if not tracking a car in front of it. Adaptive cruise control handles stop-and-go traffic if stopped for less than 4 seconds and helps maintain a set vehicle speed and maintain a safe distance between the vehicle ahead. ProPilot, which can follow curves, uses a forward-facing camera, forward-facing radar and other sensors. A
traffic sign recognition Traffic-sign recognition (TSR) is a technology by which a vehicle is able to recognize the traffic signs put on the road e.g. "speed limit" or "children" or "turn ahead". This is part of the features collectively called ADAS. The technology is b ...
system provides drivers with the most recent speed limit information detected by a camera on the windshield, in front of the rear-view mirror. In a review by ExtremeTech, ProPilot worked well in 1,000 miles of testing and only on some twisty sections did it require driver intervention. During Euro NCAP 2018 testing, ProPilot failed some tests as did all other systems tested.
Consumer Reports Consumer Reports (CR), formerly Consumers Union (CU), is an American nonprofit consumer organization dedicated to independent product testing, investigative journalism, consumer-oriented research, public education, and consumer advocacy. Founded ...
indicates that ProPilot is especially helpful in stop and go traffic.


Honda Sensing/AcuraWatch

Honda Sensing and AcuraWatch are a suite of advanced driver assistance features including Lane Keeping Assist System (LKAS) which helps keep the vehicle centered in a lane, by applying mild steering torque if the vehicle is deviating from the center of a detected lane with no turn-signal activation by the driver.Kim, Liz
“What is AcuraWatch?”
J.D. Power (jdpower.com). August 3, 2020. ''(Retrieved November 3, 2020.)''
Mild steering torque means the system will not work on tight turns; additionally, the system does not work at speeds below 45 mph. The Honda Sensing and AcuraWatch packages also include: *
Adaptive cruise control Adaptive cruise control (ACC) is an available cruise control Advanced driver-assistance systems, advanced driver-assistance system for road vehicles that automatically adjusts the vehicle speed to maintain a safe distance from vehicles ahead. As ...
*
Traffic-sign recognition Traffic-sign recognition (TSR) is a technology by which a vehicle is able to recognize the traffic signs put on the road e.g. "speed limit" or "children" or "turn ahead". This is part of the features collectively called ADAS. The technology is b ...
* Auto high beam


2018 evaluation by IIHS

Quote from David Zuby, chief research officer at the American
Insurance Institute for Highway Safety The Insurance Institute for Highway Safety (IIHS) is a U.S. nonprofit organization funded by auto insurance companies, established in 1959 and headquartered in Arlington, Virginia. It works to reduce the number of motor vehicle traffic collision ...
: The report indicated that only the Tesla Model 3 stayed within the lane on all 18 trials. Quote from the report:


See also

*
Advanced driver-assistance systems An advanced driver-assistance system (ADAS) is any of a groups of electronic technologies that assist drivers in driving and parking functions. Through a safe human-machine interface, ADAS increase car and road safety. ADAS uses automated technol ...
*
Autonomous car A self-driving car, also known as an autonomous car, driver-less car, or robotic car (robo-car), is a car that is capable of traveling without human input.Xie, S.; Hu, J.; Bhowmick, P.; Ding, Z.; Arvin, F.,Distributed Motion Planning for S ...


References


External links


Comma.ai open source lane centering system

Real-world analysis of fatal run-out-of-lane crashes using the national motor vehicle crash causation survey to assess lane keeping technologiesReal-World Analysis of Fatal Run-Out-of-Lane Crashes Using the National Motor Vehicle Crash Causation Survey to Assess Lane Keeping Technologies


News


Which Cars Have Autopilot for 2019?

Not much faith in lane-centering technology Oct 2019

Cars with Autopilot in May 2019

Why Level 3 automated technology has failed to take hold. July 21, 2019


Comparisons


Tesla's Autopilot battles BMW's driver-assistYoutube Dec 27, 2019
{{Autonomous cars and enabling technologies Advanced driver assistance systems * Warning systems