Engineering:Lane centering

From HandWiki
Short description: Mechanism designed to keep a car centered in the lane
Tesla Autopilot in use

In road-transport terminology, lane centering, also known as auto steer or autosteer, is an advanced driver-assistance system that keeps a road vehicle centered in the lane, relieving the driver of the task of steering. Lane centering is similar to lane departure warning and lane keeping assist, but rather than warn the driver, or bouncing the car away from the lane edge, it keeps the car centered in the lane.[1][2][3][4] Together with adaptive cruise control (ACC), this feature may allow unassisted driving for some length of time.[5][6][7] It is also part of automated lane keeping systems.

Starting in 2019, semi-trailer trucks have also been fitted with this technology.[8][9]

Comparison with other systems

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.[10] 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.[11]

In farming, "machine autosteer" is a technology which make automated steering and positioning of a machine in a landscape.[12]

Comparing standard systems assisting with lateral control[13]
Name SAE level Description ACSF category Automotive market name
Emergency steering function - ESF SAE L0 - no driving automation “automatically detect a potential collision and automatically activate the vehicle steering system for a limited duration, to steer the vehicle with the purpose of avoiding or mitigating a collision.” Reg 79
Lane departure warning - LDW SAE L0 - no driving automation warns “the driver of an unintentional drift of the vehicle out of its travel lane.” Reg 130.

Usually with lane departure avoidance (LDA)

Lane departure avoidance - LDA SAE L0 - no driving automation “corrects the steering angle to prevent departure from the chosen lane” although (limited duration). Reg 79
  • Corrective Steering Function (CSF),
  • ACSF B1,
  • Lane Keeping Assistance System (LKA/LKS): ISO 7000-3128
  • Lane Departure Prevention (LDP)
 B1 LKA/LKS
Emergency Lane Keeping System - ELKS  - combination of LDW and LDA, EU General Safety Regulation [Regulation (EU) 2019/2144] and European Commission Implementing Regulation [Regulation (EU) 2021/64] specification.
Lane guidance SAE L1 - assisted driving adaptive application of some steering to reduce the effort required by the driver in keeping their vehicle centered in the lane. B1 LKA or Lane Centring Assistance (LCA)
Lane keeping SAE L2 - partially automated driving keep the vehicle in the center of its current lane, reducing driver input B1 LKA or LCA
Lane change system SAE L2 - partially automated driving

after initial command or confirmation by the driver, automatically applies steering to move the vehicle to an adjacent lane

C Auto Lane Change or (Highway/Active) Lane Change Assist

History

The first commercially available lane centering systems were based on off-the-shelf systems created by Mobileye, such as Tesla Autopilot and Nissan ProPilot,[14] although Tesla switched to an in-house design when Mobileye ended their partnership.[15] A handful of companies like Bosch, Delphi, ZF and Mobileye provide sensors, control units, or algorithms to car makers, who then integrate and refine those systems.[16]

While not directly attributable to lane centering, crash rates on the Tesla Model S and Model X equipped with the Mobileye system were reduced by almost 40% while Tesla Autopilot was in use.[17][18][19]

Operation

Lane detection algorithm
An example implementation of the lane detection algorithm showing Canny edge detection and Hough transform outputs

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, Canny edge detector, Gabor filter and deep learning. 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 include how well they perform on turns, speed limitations, and whether the system resumes from a stop.[20][21]

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 obsolete lane markings left visible, can affect the accuracy of the system.[22]

GM's Super Cruise only works on known freeways that have been previously mapped,[23] as it uses a combination of these maps and a precise GNSS position provided by Trimble's RTX GNSS correction service to determine if Super Cruise can be enabled or not.[23] 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,[24] and thus allows hands-free driving.

2018 Mobileye EyeQ4

Mobileye 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.[25] 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.[26]

In 2018, the average selling price for the EyeQ4 chip to auto makers was about $450 U.S. dollars.[27]

Nissan uses the EyeQ4 chip for their hands-off ProPilot 2.0 system.[28]

Regulations

In the United States, in 2018, lane centering systems are not covered by any Federal Motor Vehicle Safety Standards, according to the NHTSA.[29]

Territories such as the European union, Japan, Russia, Turkey, Egypt and the United Kingdom follow UNECE 79 regulation.[30] 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[31]

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.

Current international regulations require assistance systems to monitor that the driver keeps their hands on the steering wheel, with escalating warnings and eventual disengagement if they fail to do so. In North America, some manufacturers have "hands-off" systems which instead monitor whether the driver is paying attention to the road ahead.[32]

Examples of level 2 automated cars

Because all of these vehicles also have adaptive cruise control 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 EV, which only has adaptive cruise control available on the "ultimate" edition.[33]

Examples of vehicles with lane centering ability
Manufact-
urer		 Sample of vehicles Branding for lane
centering		 Notes
Citroën C4 and ë-C4 lane-keeping assist
lane-centring assist[34]
Daimler Truck Freightliner Cascadia big-rig[9][35][36][37]
Actros[38]		 Lane Keep Assist
Active Drive Assist
Stellantis Maserati brand[39]
Ford 2021 F-150[40] Edge[41][42][43] Escape[44][45] Explorer[46] Focus[47][48][49] Mach-E[50] Ford Co-Pilot360: Lane Centering
GM 2018 Cadillac CT6,[51] 2021 Cadillac CT4,[52] 2021 Escalade,[53] 2021 Chevrolet Bolt EUV,[54] 2022 Chevy Silverado,[55] GMC Hummer EV[56] Super Cruise Only on approved freeways[57] Uses eye tracking system, which does not require driver to hold steering wheel.
Honda Insight[58] Odyssey[59][60] Pilot[61][62][63] Honda Sensing: Lane keeping Assist System[64][65] Between 45 mph (72 km/h) and 90 mph (140 km/h)[66]
Acura MDX[67] AcuraWatch Only at higher speeds[68]
Hyundai Palisade[69][70] Kona EV[71][72] Santa Fe[73][74][75] Elantra[76] Lane Following Assist[77] Also called Lane Keeping Assist, available at 60 km/h (37 mph) or above.[78]
Kia Kia Niro EV[79][80] Kia Telluride[81][82][83] Stinger[84] K900[85] Forte[86] Lane Following Assist[80] Speed 0 – 130 km/h, 81 mph[80]
Lincoln Aviator[87][88] Corsair Nautilus[89] Lincoln Co-Pilot360: Lane Centering
Mazda Lane Trace Can be activated at speeds above 60 km/h[90]
Mercedes A-Class[91] Driver Assistance Package
Nissan Leaf, Rogue[92][93] Altima[94][95][96] ProPilot Assist Under 31 mph (50 km/h), ProPilot lane centering will work when tracking another car in the lane.[97]
Subaru Forester,[98] Outback,[99][100] Legacy[101][102] Subaru Eyesight Depth perception based on stereo cameras.[103][104] One of the few systems here, besides Tesla, not based on Mobileye tech.[105][106]
Tesla Model S, X, 3, and Y[107] Autopilot, Autosteer Works at all speeds other than at certain margins above posted speed limits.[108]
Toyota Corolla[2][109] Rav4[110] Highlander[111] Lexus ES[112] Lane Tracing Assist[113] Part of second generation Toyota Safety Sense[114][115]
VW 2020 Atlas[116] Traffic Jam Assist Only works below 37 mph (60 km/h)
Audi A8[117] 2019 Traffic Jam Pilot[118] Level 3 Autonomy. Germany first. Not for U.S.A. in 2019. Top speed: 37.3 mph, 60 km/h[119]
Audi A6[120] Porsche Taycan[121] Tour Assist[122] Top speed 155 mph (249 km/h)
Volvo XC40[123] XC60[124][125] XC90[126] Pilot Assist II[127]

Nissan ProPilot

ProPilot in use in a Nissan Leaf

Nissan ProPilot is based on Mobileye technology[128] and assists with acceleration, steering and braking input under single lane highway driving conditions.[129] ProPilot keeps the car centered in the lane and will deactivate below 31 mph if not tracking a car in front of it.[97] Adaptive cruise control handles stop-and-go traffic if stopped for less than 4 seconds[130] and helps maintain a set vehicle speed and maintain a safe distance between the vehicle ahead. ProPilot, which can follow curves,[131] uses a forward-facing camera, forward-facing radar and other sensors. A traffic sign recognition 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.[132] During Euro NCAP 2018 testing, ProPilot failed some tests as did all other systems tested.[133][134] Consumer Reports indicates that ProPilot is especially helpful in stop and go traffic.[135]

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.[136][137] 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:

2018 evaluation by IIHS

Quote from David Zuby, chief research officer at the American Insurance Institute for Highway Safety:[138]

We're not ready to say yet which company has the safest implementation of Level 2 driver assistance, but it's important to note that none of these vehicles is capable of driving safely on its own...

The report indicated that only the Tesla Model 3 stayed within the lane on all 18 trials.

Quote from the report:

The evidence for safety benefits of active lane-keeping systems isn't as pronounced as for ACC. Still, the potential to prevent crashes and save lives is large. IIHS research shows that preventing lane-departure crashes could save nearly 8,000 lives in a typical year...

See also

References

  1. ↑ "Hands on With Nissan ProPilot Assist: Self-Driving for Affordable Cars - ExtremeTech". ExtremeTech. December 19, 2017. https://www.extremetech.com/extreme/260689-hands-nissan-propilot-assist-self-driving-affordable-cars. 
  2. ↑ 2.0 2.1 Levin, Doron. "Toyota Corolla Lane-Centering Tech – A Step Toward To Self-Driving – Cures Annoying 'Ping-Pong'". Forbes. https://www.forbes.com/sites/doronlevin/2018/04/13/toyota-corolla-lane-centering-tech-a-step-toward-to-self-driving-cures-annoying-ping-pong/. 
  3. ↑ "Lane Centering performance is bad". ClubLexus. https://www.clublexus.com/forums/rx-4th-gen-2016-present/835344-lane-centering-performance-is-bad.html. [self-published source]
  4. ↑ "Today's lane keeping assistance tech steers the way to self-driving cars". Roadshow. https://www.cnet.com/roadshow/news/todays-lane-keeping-assistance-technology-steers-the-way-to-self-driving-cars/. 
  5. ↑ R R (April 26, 2017), Self driving car / life hack active lane assist, https://www.youtube.com/watch?v=hI9wrMpxmP0, retrieved February 25, 2018 
  6. ↑ "Hyundai Motor Company Planning to Apply Its Semi-Self-Driving Technology Called 'HDA2' Earlier than Initial Plan". Korea IT News. http://english.etnews.com/20170717200001. ""... it allows drivers to let go of their hands and feet and not to focus on their driving when they are driving on freeways."" 
  7. ↑ "The 2019 Nautilus: Lincoln's Cadillac Super Cruise fighter?". September 21, 2018. https://www.autonews.com/article/20180921/BLOG06/180929947/the-2019-nautilus-lincoln-s-cadillac-super-cruise-fighter. ""... the Nautilus with semi-autonomous technology that can maneuver the vehicle down the freeway without the need for a driver to touch the brake, gas pedal or steering wheel for short periods."" 
  8. ↑ "Current active safety systems available for trucks | Fleet Maintenance". December 3, 2019. https://www.fleetmaintenance.com/equipment/safety-and-technology/article/21115683/current-active-safety-systems-available-for-commercial-trucks. 
  9. ↑ 9.0 9.1 Lekach, Sasha (January 7, 2019). "Daimler's semi-autonomous truck puts self-driving features on the road". https://mashable.com/article/daimler-semi-autonomous-truck-cascadia-ces-2019/. 
  10. ↑ "What Makes Lane Departure Warning Different?". June 23, 2020. https://www.motortrend.com/news/lane-departure-warning/. 
  11. ↑ ISO 11270:2014, Intelligent transport systems — Lane keeping assistance systems (LKAS) — Performance requirements and test procedures
  12. ↑ "Controlled Traffic Farming". http://controlledtrafficfarming.com/Info/Machine-Autosteer.aspx. Retrieved April 4, 2022. 
  13. ↑ Driver Attentiveness to the Driving Task During ADAS Use, May 2023, DOI:10.13140/RG.2.2.31985.04961 https://www.researchgate.net/publication/372279571_Driver_Attentiveness_to_the_Driving_Task_During_ADAS_Use
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  16. ↑ "From Audi to Volvo, most "self-driving" cars use the same hardware". May 26, 2016. https://arstechnica.com/cars/2016/05/from-audi-to-volvo-most-self-driving-cars-use-the-same-hardware/. 
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  22. ↑ Richards, Gary (March 6, 2014). "Roadshow: Driverless cars will alert motorists to missing lane markings". San Jose Mercury News. http://www.mercurynews.com/mr-roadshow/ci_25267512/roadshow-driverless-cars-will-alert-motorists-missing-lane?source=rss. 
  23. ↑ 23.0 23.1 "Hands Off With Cadillac Super Cruise, the Masterful One-Trick Pony of Self-Driving". https://www.extremetech.com/extreme/256479-cadillac-super-cruise-review-self-driving. 
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