History of autonomous cars

General Motors' Firebird II was described as having an "electronic brain" that allowed it to move into a lane with a metal conductor and follow it along.

Experiments have been conducted on automating cars since at least the 1920s;[1] promising trials took place in the 1950s and work has proceeded since then. The first self-sufficient and truly autonomous cars appeared in the 1980s, with Carnegie Mellon University's Navlab[2] and ALV[3][4] projects in 1984 and Mercedes-Benz and Bundeswehr University Munich's Eureka Prometheus Project [5] in 1987. Since then, numerous major companies and research organizations have developed working prototype autonomous vehicles including Mercedes-Benz, General Motors, Continental Automotive Systems, Autoliv Inc., Bosch, Nissan, Toyota, Audi, Volvo, Vislab from University of Parma, Oxford University and Google.[5][6][7][8][9][10][11][12][13] In July 2013, Vislab demonstrated BRAiVE, a vehicle that moved autonomously on a mixed traffic route open to public traffic.[14]

As of 2013, four U.S. states have passed laws permitting autonomous cars: Nevada, Florida, California, and Michigan.[15][16][17][18][19] In Europe, cities in Belgium, France, Italy and the UK are planning to operate transport systems for driverless cars,[20][21][22] and Germany, the Netherlands, and Spain have allowed testing robotic cars in traffic.

History

A street intersection in the City of the Future; detail of the Futurama exhibit at the 1939 New York World's Fair

1920s

In 1925, Houdina Radio Control demonstrated the radio-controlled driverless car "linrrican Wonder" on New York City streets, traveling up Broadway and down Fifth Avenue through the thick of the traffic jam. The linrrican Wonder was a 1926 Chandler that was equipped with a transmitting antennae on the tonneau and was operated by a second car that followed it and sent out radio impulses which were caught by the transmitting antennae. The antennae introduced the signals to circuit-breakers which operated small electric motors that directed every movement of the car.

Achen Motor, a distributor of cars in Milwaukee and surrounding territory, used Francis' invention under the name "Phantom Auto" and demonstrated it in December 1926 on the streets of Milwaukee.[1] It was demonstrated again in June 1932 on the streets of Fredericksburg as a feature attraction of Bigger Bargain Day in which most of the merchants of the city were participating.[23]

1930s

An early representation of an automated guided car was Norman Bel Geddes's Futurama exhibit sponsored by General Motors at the 1939 World's Fair, which depicted radio-controlled electric cars that were propelled via electromagnetic fields provided by circuits embedded in the roadway.[24]

Bel Geddes later outlined his vision in his book, Magic Motorways (1940), promoting advances in highway design and transportation, foreshadowing the Interstate Highway System, and arguing that humans should be removed from the process of driving. Bel Geddes forecasted these advances to be a reality in 1960.[25][26]

This M-1 vehicle detector was used at the first automatic driving demonstration in the United States, which took place in Lincoln in 1957.
Inspired by the efforts, the electric utility company, Central Power and Light Company, launched an advertorial that was posted on many leading newspapers throughout 1956 and 1957 and predicted automated driving: ELECTRICITY MAY BE THE DRIVER. One day your car may speed along an electric super-highway, its speed and steering automatically controlled by electronic devices embedded in the road. Highways will be made safe – by electricity! No traffic jams ... no collisions ... no driver fatigue[27]
General Motors' Firebird III on display at the Century 21 Exposition, Seattle, 1962.
The RRL's modified 1960 Citroen DS19 to be automatically controlled at the Science Museum, London.
Prince Akahito of Japan viewing the Aeromobile 200-2 at the Tokyo International Trade Fair in 1962.

1950s

In 1953, RCA Labs successfully built a miniature car that was guided and controlled by wires that were laid in a pattern on a laboratory floor. The system sparked the imagination of Leland M. Hancock, traffic engineer in the Nebraska Department of Roads, and of his director, L. N. Ress, state engineer. The decision was made to experiment with the system in actual highway installations.

In 1958, a full size system was successfully demonstrated by RCA Labs and the State of Nebraska on a 400-foot strip of public highway just outside Lincoln, Neb. A series of experimental detector circuits buried in the pavement were a series of lights along the edge of the road. The detector circuits were able to send impulses to guide the car and determine the presence and velocity of any metallic vehicle on its surface. It was developed in collaboration with General Motors, who paired two standard models with equipment consisting of special radio receivers and audible and visual warning devices that were able to simulate automatic steering, accelerating and brake control.[28][29]

It was further demonstrated on 5 June 1960, at RCA Lab's headquarter in Princeton, New Jersey, where reporters were allowed to "drive" on the cars. Commercialization of the system was expected to happen by 1975.[30][31]

Also during the 1950s throughout the 1960s, General Motors showcased the Firebirds, a series of experimental cars that were described to have an "electronic guide system [that] can rush it over an automatic highway while the driver relaxes".

1960s

In 1960, Ohio State University's Communication and Control Systems Laboratory launched a project to develop driverless cars which were activated by electronic devices imbedded in the roadway. Head of the project, Dr. Robert L. Cosgriff, claimed in 1966 that the system could be ready for installation on a public road in 15 years.[32]

In the early 1960s, the Bureau of Public Roads considered the construction of an experimental electronically controlled highway. Four states - Ohio, Massachusetts, New York and California - were bidding for the construction.[33] In August 1961, Popular Science reported on the Aeromobile 35B, an air-cushion vehicle (ACV) that was invented by William Bertelsen and was envisioned to revolutionize the transportation system, with personal self-driving hovering cars that could speed up to 1,500MPH.

During the 1960s, the United Kingdom's Transport and Road Research Laboratory tested a driverless Citroen DS that interacted with magnetic cables that were embedded in the road. It went through a test track at 80 miles per hour (130 km/h) without deviation of speed or direction in any weather conditions, and in a far more effective way than by human control. Research continued in the '70s with cruise control devices activated by signals in the cabling beneath the tracks. According to cost benefit analyses that were made, adoption of system on the British motorways would be repaid by end of the century, increase the road capacity by at least 50% and prevent around 40% of the accidents. Funding for these experiments was withdrawn by the mid-1970s.[34][35][36]

Also during the 1960s and the 1970s, Bendix Corporation developed and tested driverless cars that were powered and controlled by buried cables, with wayside communicators relaying computer messages. Stanford demonstrated its Artificial Intelligence Laboratory Cart, a small wheeled robot that once accidentally navigated onto a nearby road.

Preliminary research into the intelligent automated logic needed for autonomous cars was conducted at the Coordinated Science Laboratory of the University of Illinois in the early to mid 1970s.[37]

1980s

In the 1980s, a vision-guided Mercedes-Benz robotic van, designed by Ernst Dickmanns and his team at the Bundeswehr University Munich in Munich, Germany, achieved a speed of 39 miles per hour (63 km/h) on streets without traffic.[5] Subsequently, EUREKA conducted the €749,000,000 Prometheus Project on autonomous vehicles from 1987 to 1995.

In the same decade, the DARPA-funded Autonomous Land Vehicle (ALV) project in the United States made use of new technologies developed by the University of Maryland, Carnegie Mellon University, the Environmental Research Institute of Michigan, Martin Marietta and SRI International. The ALV project achieved the first road-following demonstration that used lidar, computer vision and autonomous robotic control to direct a robotic vehicle at speeds of up to 19 miles per hour (31 km/h). In 1987, HRL Laboratories (formerly Hughes Research Labs) demonstrated the first off-road map and sensor-based autonomous navigation on the ALV. The vehicle traveled over 2,000 feet (610 m) at 1.9 miles per hour (3.1 km/h) on complex terrain with steep slopes, ravines, large rocks, and vegetation. By 1989, Carnegie Mellon University had pioneered the use of neural networks to steer and otherwise control autonomous vehicles,[38] forming the basis of contemporary control strategies.

1990s

In 1991, the United States Congress passed the ISTEA Transportation Authorization bill, which instructed USDOT to "demonstrate an automated vehicle and highway system by 1997." The Federal Highway Administration took on this task, first with a series of Precursor Systems Analsyes and then by establishing the National Automated Highway System Consortium (NAHSC). This cost-shared project was led by FHWA and General Motors, with Caltrans, Delco, Parsons Brinkerhoff, Bechtel, UC-Berkeley, Carnegie Mellon University, and Lockheed Martin as additional partners. Extensive systems engineering work and research culminated in Demo '97 on I-15 in San Diego, California, in which about 20 automated vehicles, including cars, buses, and trucks, were demonstrated to thousands of onlookers, attracting extensive media coverage. The demonstrations involved close-headway platooning intended to operate in segregated traffic, as well as "free agent" vehicles intended to operate in mixed traffic. Other carmakers were invited to demonstrate their systems, such that Toyota and Honda also participated. While the subsequent aim was to produce a system design to aid commercialization, the program was cancelled in the late 1990s due to tightening research budgets at USDOT. Overall funding for the program was in the range of $90 million.[39]

In 1994, the twin robot vehicles VaMP and Vita-2 of Daimler-Benz and Ernst Dickmanns of UniBwM drove more than 620 miles (1,000 km) on a Paris three-lane highway in standard heavy traffic at speeds up to 81 miles per hour (130 km/h), albeit semi-autonomously with human interventions. They demonstrated autonomous driving in free lanes, convoy driving, and lane changes with autonomous passing of other cars. That same year, Lucas Industries developed parts for a semi-autonomous car in a project that was funded by Jaguar Cars, Lucas, and the UK Department of Trade and Industry.[40]

In 1995, Carnegie Mellon University's Navlab project completed a 3,100 miles (5,000 km) cross-country journey, of which 98.2% was autonomously controlled, dubbed "No Hands Across America".[41] This car, however, was semi-autonomous by nature: it used neural networks to control the steering wheel, but throttle and brakes were human-controlled, chiefly for safety reasons. Also in 1995, Dickmanns' re-engineered autonomous S-Class Mercedes-Benz undertook a 990 miles (1,590 km) journey from Munich in Bavaria, Germany to Copenhagen, Denmark and back, using saccadic computer vision and transputers to react in real time. The robot achieved speeds exceeding 109 miles per hour (175 km/h) on the German Autobahn, with a mean time between human interventions of 5.6 miles (9.0 km), or 95% autonomous driving. It drove in traffic, executing manoeuvres to pass other cars. Despite being a research system without emphasis on long distance reliability, it drove up to 98 miles (158 km) without human intervention.

In 1996, (now Professor) Alberto Broggi of the University of Parma launched the ARGO Project, which worked on enabling a modified Lancia Thema to follow the normal (painted) lane marks in an unmodified highway.[42] The culmination of the project was a journey of 1,200 miles (1,900 km) over six days on the motorways of northern Italy dubbed Mille Miglia in Automatico ("One thousand automatic miles"), with an average speed of 56 miles per hour (90 km/h).[43] The car operated in fully automatic mode for 94% of its journey, with the longest automatic stretch being 34 miles (55 km). The vehicle had only two black-and-white low-cost video cameras on board and used stereoscopic vision algorithms to understand its environment.

Spirit of Berlin at Berlin, Germany in May 2007.

2000s

The US Government funded three military efforts known as Demo I (US Army), Demo II (DARPA), and Demo III (US Army). Demo III (2001)[44] demonstrated the ability of unmanned ground vehicles to navigate miles of difficult off-road terrain, avoiding obstacles such as rocks and trees. James Albus at the National Institute of Standards and Technology provided the Real-Time Control System which is a hierarchical control system. Not only were individual vehicles controlled (e.g. throttle, steering, and brake), but groups of vehicles had their movements automatically coordinated in response to high level goals.

In the first Grand Challenge held in March 2004, DARPA (the Defense Advanced Research Projects Agency) offered a $1 million prize to any team of robotic engineers which could create an autonomous car capable of finishing a 150-mile course in the Mojave Desert. No team was successful in completing the course.[45]

In October 2005, the second DARPA Grand Challenge was again held in a desert environment. GPS points were placed and obstacle types were located in advance.[46] This year, five vehicles completed the course.

In November 2007, DARPA again sponsored Grand Challenge III, but this time the Challenge was held in an urban environment. In this race, a 2007 Chevy Tahoe autonomous car from Carnegie Mellon University earned the 1st place. Prize competitions as DARPA Grand Challenges gave students and researchers an opportunity to research a project on autonomous cars to reduce the burden of transportation problems such as traffic congestion and traffic accidents that increasingly exist on many urban residents.[46]

The ParkShuttle at the Netherlands in August 2005.

The ParkShuttle, a driverless public road transport system, became operational in the Netherlands in the early 2000s.[47] In January 2006, the United Kingdom's 'Foresight' think-tank revealed a report which predicts RFID-tagged driverless cars on UK's roads by 2056 and the Royal Academy of Engineering claimed that driverless trucks could be on Britain's motorways by 2019.[48][49]

In 1998, Willie Jones [50] states that many automakers consider autonomous technology as part of their research yearly. He notes "In May 1998, Toyota became the first to introduce an Adaptive Cruise Control (ACC) system on a production vehicle when it unveiled a laser-based system for its Progres compact luxury sedan, which it sold in Japan".[51]

Autonomous vehicles have also been used in mining. In December 2008, Rio Tinto Alcan began testing the Komatsu Autonomous Haulage System – the world's first commercial autonomous mining haulage system – in the Pilbara iron ore mine in Western Australia. Rio Tinto has reported benefits in health, safety, and productivity. In November 2011, Rio Tinto signed a deal to greatly expand its fleet of driverless trucks.[52]

Google began developing its self-driving cars in 2009, but did so privately, avoiding public announcement of the program until a later time.[53]

2010s

Many major automotive manufacturers, including General Motors, Ford, Mercedes Benz, Volkswagen, Audi, Nissan, Toyota, BMW, and Volvo, are testing driverless car systems as of 2013. BMW has been testing driverless systems since around 2005,[54][55] while in 2010, Audi sent a driverless Audi TTS to the top of Pike’s Peak at close to race speeds.[7] In 2011, GM created the EN-V (short for Electric Networked Vehicle), an autonomous electric urban vehicle.[56] In 2012, Volkswagen began testing a "Temporary Auto Pilot" (TAP) system that will allow a car to drive itself at speeds of up to 80 miles per hour (130 km/h) on the highway.[57] Ford has conducted extensive research into driverless systems and vehicular communication systems.[58] In January 2013, Toyota demonstrated a partially self-driving car with numerous sensors and communication systems.[9] Other programs in the field include the 2GetThere passenger vehicles from the Netherlands and the DARPA Grand Challenge in the USA; some plans for bimodal public transport systems include autonomous cars as a component.[59]

MadeInGermany at Berlin, Germany in 2012.

In 2010, Italy's VisLab from the University of Parma, led by Professor Alberto Broggi, ran the VisLab Intercontinental Autonomous Challenge (VIAC), a 9,900-mile (15,900 km) test run which marked the first intercontinental land journey completed by autonomous vehicles. Four driverless electric vans successfully completed the 100-day journey, leaving Parma, Italy, on 20 July 2010, and arriving at the Shanghai Expo in China on 28 October. The research project is co-funded by the European Union CORDIS program.[60]

In 2010, the Institute of Control Engineering of the Technische Universität Braunschweig demonstrated the first autonomous driving on public streets in Germany with the research vehicle Leonie. It was the first car licensed for autonomous driving on the streets and highways in Germany.[61]

In 2011, the Freie Universität Berlin developed two autonomous cars to drive in the innercity traffic of Berlin in Germany. Led by the AutoNOMOS group, the two vehicles Spirit of Berlin and MadeInGermany handled intercity traffic, traffic lights and roundabouts between International Congress Centrum and Brandenburg Gate. It was financed by the German Federal Ministry of Education and Research.[62]

Lexus RX450h retrofitted as a Google driverless car

On May 1, 2012, a 22 km (14 mi) driving test was administered to a Google self-driving car by Nevada motor vehicle examiners in a test route in the city of Las Vegas, Nevada. The autonomous car passed the test, but was not tested at roundabouts, no-signal railroad crossings, or school zones.[53]

In 2013, on July 12, VisLab conducted another pioneering test of autonomous vehicles, during which a robotic vehicle drove in downtown Parma with no human control, successfully navigating roundabouts, traffic lights, pedestrian crossings and other common hazards.[63]

In August 2013, Daimler R&D with Karlsruhe Institute of Technology/FZI, made a Mercedes-Benz S-class vehicle with close-to-production stereo cameraS[64] and radars drive completely autonomously for about 100 km from Mannheim to Pforzheim, Germany, following the historic Bertha Benz Memorial Route.[65][66]

Nissan autonomous prototype technology was fitted on a Nissan Leaf all-electric car.

In August 2013 Nissan announced its plans to launch several driverless cars by 2020. The company is building in Japan a dedicated autonomous driving proving ground, to be completed in 2014. Nissan installed its autonomous car technology in a Nissan Leaf electric car for demonstration purposes. The car was demonstrated at Nissan 360 test drive event held in California in August 2013.[67][68] In September 2013, the Leaf fitted the prototype Advanced Driver Assistance System was granted a license plate that allows to drive it on Japanese public roads. The testing car will be used by Nissan engineers to evaluate how its in-house autonomous driving software performs in the real world. Time spent on public roads will help refine the car’s software for fully automated driving.[69] The autonomous Leaf was demonstrated on public roads for the first time at a media event held in Japan in November 2013. The Leaf drove on the Sagami Expressway in Kanagawa prefecture, near Tokyo. Nissan vice chairman Toshiyuki Shiga and the prefecture’s Governor, Yuji Kuroiwa, rode in the car during the test.[70][71]

Available in 2013, the 2014 Mercedes S-Class has options for autonomous steering, lane keeping, acceleration/braking, parking, accident avoidance, and driver fatigue detection, in both city traffic and highway speeds of up to 124 miles (200 km) per hour.[72][73][74][75]

Released in 2013, the 2014 Infiniti Q50 uses cameras, radar and other technology to deliver various lane-keeping, collision avoidance and cruise control features. One reviewer remarked, "With the Q50 managing its own speed and adjusting course, I could sit back and simply watch, even on mildly curving highways, for three or more miles at a stretch," adding that he wasn't touching the steering wheel or pedals.[76]

Although as of 2013, fully autonomous vehicles are not yet available to the public, many contemporary car models have features offering limited autonomous functionality. These include adaptive cruise control, a system that monitors distances to adjacent vehicles in the same lane, adjusting the speed with the flow of traffic; lane assist, which monitors the vehicle's position in the lane, and either warns the driver when the vehicle is leaving its lane, or, less commonly, takes corrective actions; and parking assist, which assists the driver in the task of parallel parking.[77]

In January 2014, Induct Technology's Navia shuttle became the first self-driving vehicle to be available for commercial sale.[78] Limited to 12.5 miles per hour (20.1 km/h), the open-air electric vehicle resembles a golf cart and seats up to eight people. It is intended to shuttle people around "pedestrianized city centers, large industrial sites, airports, theme parks, university campuses or hospital complexes."[79]

On May 27, 2014, Google[80] announced plans to unveil 100 autonomous car prototypes built from scratch inside Google's secret X lab, as manifestations of years of work that began by modifying existing vehicles, along with, "in the next couple of years" according to Google in the above blog post, a pilot program similar to that which was used for the Cr-48 Chromebook back in 2010.

In October 2014 Tesla Motors announced its first version of AutoPilot. Model S cars equipped with this system are capable of lane control with autonomous steering, braking and speed limit adjustment based on signals image recognition. The system also provide autonomous parking and is able to receive software updates to improve skills over time.[81] As of March 2015, Tesla has been testing the autopilot system on the highway between San Francisco and Seattle with a driver but letting the car to drive the car almost unassisted.[82]

In February 2015, the UK Government announced it would oversee public trials of the LUTZ Pathfinder driverless pod in Milton Keynes.[83]

Tesla Model S Autopilot system is suitable only on limited-access highways not for urban driving. Among other limitations, Autopilot can not detect pedestrians or cyclists.[84]

In March 2015 Tesla Motors announced that it will introduce its Autopilot technology by mid 2015 through a software update for the cars equipped with the systems that allow autonomous driving.[82] Some industry experts have raised questions about the legal status of autonomous driving in the U.S. and whether Model S owner would violate current state regulations when using the autopilot function. The few states that have passed laws allowing autonomous cars on the road limit their use for testing purposes, not the use by the general public. Also, there are questions about the liability for autonomous cars in case there is a mistake.[82] A Tesla spokesman said there is "nothing in our autopilot system that is in conflict with current regulations." "We are not getting rid of the pilot. This is about releasing the driver from tedious tasks so they can focus and provide better input." Google's director of self-driving cars at the company said he does not think there is a regulatory block as far as the self-driving vehicle met crash-test and other safety standards. A spokesman for the National Highway Traffic Safety Administration (NHTSA) said that "any autonomous vehicle would need to meet applicable federal motor vehicle safety standards" and the NHTSA "will have the appropriate policies and regulations in place to ensure the safety of this type of vehicles." [82]

The Volvo S60 Drive Me autonomous test vehicle is considered Level 3 autonomous driving.[85]
Frontal sensors in the Volvo S60 test vehicle

In mid October 2015 Tesla Motors rolled out version 7 of their software in the U.S. that included Autopilot capability.[86] On January 9, 2016, Tesla rolled out version 7.1 as an over-the-air update, adding a new "summon" feature that allows cars to self-park at parking locations without the driver in the car.[87] Tesla's autonomous driving features are ahead of production cars, and can be classified as is somewhere between level 2 and level 3 under the NHTSA five levels of vehicle automation. At this levels the car can act autonomously but requires the full attention of the driver, who must be prepared to take control at a moment's notice.[88][89][90] Autopilot should be used only on limited-access highways, and sometimes it will fail to detect lane markings and disengage itself. In urban driving the system will not read traffic signals or obey stop signs. The system also does not detect pedestrians or cyclists.[84]

In February 2015 Volvo Cars announced its plans to lease 100 XC90 SUVs fitted with Drive Me Level 3 automation technology to residents of Gothenburg in 2017.[85][91] The Drive Me XC90s will be equipped with Nvidia’s Drive PX 2 supercomputer, and will be driven autonomously in certain weather conditions and on one road that loops around the city. As part of Volvo's Drive Me project, the 100 cars in the Sweden test will have an interface called IntelliSafe Auto Pilot, a feature that will let drivers activate and deactivate the autonomous mode through specially-designed paddles on the steering wheel. The interface was developed to oversee how drivers will transfer control to a car’s autonomous driving mode in future cars. Volvo considers autonomous driving systems as the tool that will help it meet the company's goal to have no one seriously injured or killed in a new Volvo by the year 2020.[92]

Google's in-house driverless car. As of July 2015, Google's driverless test vehicles had been involved in 14 minor accidents since 2009.[93]

In April 2015, a car designed by Delphi Automotive became the first automated vehicle to complete a coast-to-coast journey across North America. It traveled from San Francisco to New York, under computer control for 99% of that distance.[94]

In July 2015, Google announced that the test vehicles in its driverless car project had been involved in 14 minor accidents since the project's inception in 2009. Chris Urmson, the project leader, said that all of the accidents were caused by humans driving other cars, and that 11 of the mishaps were rear-end collisions. "Our self-driving cars are being hit surprisingly often by other drivers who are distracted and not paying attention to the road. That’s a big motivator for us." Over the six years of the project's existence the test vehicles had logged nearly 2 million miles on the road.[93]

In April 2016 Volvo announced plans to deploy 100 XC90 self-driving cars to test them in everyday driving conditions in China in 2017.[92] Also in April 2016, the carmaker announced plans to begin a trial in London in 2017 with 100 Volvo XC90 plug-in hybrids fitted with Drive Me technology. The XC90s will be leased to everyday users, and the self-driving cars will log each and every journey, passing on that data to Thatcham Research, which will conduct a thorough analysis to examine how the car behaves in everyday situations as well as understanding how other road users and the car’s occupants respond to autonomous driving decisions made by the car.[95]

The first known fatal accident involving a vehicle being driven by itself took place in Williston, Florida on 7 May 2016 while a Tesla Model S electric car was engaged in Autopilot mode. The driver was killed in a crash with a large 18-wheel tractor-trailer. On 28 June 2016 the National Highway Traffic Safety Administration (NHTSA) opened a formal investigation into the accident working with the Florida Highway Patrol. According to the NHTSA, preliminary reports indicate the crash occurred when the tractor-trailer made a left turn in front of the Tesla at an intersection on a non-controlled access highway, and the car failed to apply the brakes. The car continued to travel after passing under the truck’s trailer.[96][97][98] The NHTSA's preliminary evaluation was opened to examine the design and performance of any automated driving systems in use at the time of the crash, which involves a population of an estimated 25,000 Model S cars.[99]

In August 2016 Singapore launched the first self-driving taxi service, provided by nuTonomy.[100]

Starting October 2016, all Tesla cars are built with the necessary hardware to allow full self-driving capability at a safety level (SAE Level 5). The hardware includes eight surround cameras and twelve ultrasonic sensors, in addition to the forward-facing radar with enhanced processing capabilities.[101] The system will operate in "shadow mode" (processing without taking action) and send data back to Tesla to improve its abilities until the software is ready for deployment via over-the-air upgrades.[102] Full autonomy is only likely after millions of miles of testing, and approval by authorities. Tesla Motors says it expects to enable full self-driving by the end of 2017.[103]

Notable projects

Uber autonomous vehicle prototype testing in San Francisco.

See also

References

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