TEL AVIV, Israel — To map or not to map? That is the question facing autonomous driving technology developers.
Most use sensor data to compile detailed high-definition maps that chart roadway dimensions and features such as merging lanes, overpasses, signals and crosswalks. Others take a lighter approach, building maps that provide less detail.
While these maps inform the driving system about the fixed aspects of the road and potential hazards, some companies, most notably Tesla, go without them.
Imagry, an Israeli startup in Haifa (HY’-fuh), is moving ahead without high-definition maps, arguing its system better mimics human perception and is more efficient and less costly than other autonomous systems.
“It’s impractical to try to map the entire world in a resolution of a few centimeters,” Imagry CEO Eran Ofir told Automotive News.
Moreover, building and street construction, detours and other factors can make sections of maps inaccurate almost daily, he said.
Autonomous systems need the capability to operate independently, without the aid of external map data that could be outdated or subject to communications glitches that block access to cloud-based information, Ofir said.
It’s a contrarian viewpoint. More prominent autonomous technology players, including Waymo, Aurora Innovation and Mobileye, integrate at least some level of detailed mapping into their systems.
Imagry demonstrated its mapless self-driving technology last week during EcoMotion Week, a Tel Aviv conference and series of events focused on Israeli automotive technology. Its car drove through dense traffic in Haifa, avoiding double-parked vehicles, scooters and bicycles merging erratically from sidewalks, and other road hazards. The system is not entirely mapless, as it uses a basic navigation map system, such as Waze, to know its destination.
While it is possible to drive without highly detailed maps — that’s how humans do it — it’s safer for automated driving systems to have the extra information, said Amnon Shashua, CEO of Mobileye.
Detailed maps streaming into the vehicle provide backup information that is useful in tricky situations, such as encountering sections of roadway with no or obscured lane markings. The high-definition maps kick in and tell the car where it should be in the lane, Shashua said.
That’s why Mobileye works with the automakers that use its sensors and chips to collect data from millions of vehicles already on the road, building low-cost but detailed maps of most of the roadways in North America, Europe and other regions. Mobileye is using that information to support its development of hands-off, eyes-off automated driving systems and eventually fully autonomous systems for the robotaxi industry.
Waymo takes a more expensive approach, driving lidar-equipped vehicles through cities and elsewhere to derive even more detail about roadways.
“We’ve built an incredibly detailed set of mapping technologies that help our cars navigate places even where GPS struggles, like tunnels or between skyscrapers,” the company says on its website.
It merges that information with the sensors and perception tools onboard its robotaxis. The company said the high-definition maps provide data on what lies ahead, allowing the vehicle to drive smoother and more predictably.
Motional, the autonomous technology joint venture between Hyundai Motor Group and Aptiv that is working with Lyft to launch ride-hailing services in Las Vegas and Los Angeles, said high-definition mapping is one of the first steps it takes before operating in a city.
Balajee Kannan, vice president of autonomy at Motional, called it “critical to the safe operation of autonomous vehicles.”
But it does require “time and resources,” he said.
Longer term, Motional sees the vehicle operating “in a plug-and-play system,” in which raw sensor data from initial test drives can produce an accurate, highly detailed map quickly.
“There is no industry standard. There are multiple paradigms being worked on by multiple companies,” said Raj Rajkumar, an engineering and robotics professor at Carnegie Mellon University. “The best ideas will come out on top.”
At lower levels of automation — such as hands-free, foot-free driving systems — there’s little need for maps beyond the primary navigation system, he said.
The vehicle uses sensor and camera data to ensure it follows the car ahead at a safe distance and stays within the lane markings.
At higher levels of autonomy — with lane changes, entering and leaving highways, and more complex driving situations — a mapless system “can do a fairly reasonable job when the lane markers on the road are good and the lighting conditions are good,” Rajkumar said.
But he said high-definition maps with precise information about the size, positioning and directions of all the lanes, the location of infrastructure and buildings, and other detailed information would prove necessary, especially in inclement weather.
A look at the levels
Nonetheless, Imagry is moving forward with its system on two fronts. It plans to sell it to automakers looking for Level 3 and Level 4 autonomous driving for consumer vehicles and to operators of autonomous buses and shuttles. A Level 3 vehicle can handle all aspects of driving, but a human must supervise and be ready to take control. A Level 4 vehicle has sole custody of driving but can only operate under certain conditions.
The software-based system is designed to be used chiefly with cameras but also can integrate with additional sensors such as radar and lidar.
“Basically, the software is doing two things: perception and motion planning,” Ofir said.
The Imagry system takes video from eight cameras and feeds it into an array of neural networks — computers that learn to perform tasks by analyzing training examples. It is modeled on the human brain.
Each neural network is looking at something different.
“One is looking at traffic lights, one at traffic signs, one at pedestrians, one at lanes, one at moving vehicles, one at parked vehicles, and so on,” Ofir said.
The information creates a 3D rendering of the vehicle’s surroundings, which is used by software within the system to govern the vehicle’s motion planning. The system frees the car from operating only in a predetermined and mapped geography, as opposed to Waymo’s robotaxis in Phoenix and General Motors’ Super Cruise driver-assistance feature, which works only on a network of mapped highways, Ofir said. And it is robust enough to work in darkness and other difficult situations, he said.
Ofir said the system is platform and chipset agnostic and can work with any manufacturer. Going without high-definition maps dramatically reduces costs to the level at which automakers can afford to offer it in consumer vehicles, he said.
The company is seeking partnerships with automakers and suppliers. During EcoMotion, it announced a deal to integrate part of its technology into Continental’s automated driving platform. The software will power Continental’s automated parking, allowing a vehicle to cruise a parking lot, detect a space and park without the driver touching the steering wheel.
Elsewhere, Imagry has launched a pilot program with an autonomous bus at the sprawling Sheba Tel HaShomer City of Health medical center in Ramat Gan, Israel. It uses a safety driver for now while Imagry works toward getting both cybersecurity and minimum miles compiled certifications to remove the driver. Imagry also has approval from the Israel Innovation Authority to operate an autonomous bus on a 5-mile public transit route in Nahariya this year.
Ofir said Imagry’s system would continue to improve from machine learning and constant advancements in computing power.
“Within two, three years’ time, we will see vehicles driving with the supercomputers able to do 1,000 tera operations or more per second,” he said. “I’m utterly convinced that with that amount of computing, the autonomous machine will drive much better than us.”
ivermectin for cov 19 – candesartan 8mg brand order tegretol 200mg online
order isotretinoin online – linezolid 600mg sale cheap zyvox
purchase amoxicillin online – valsartan order combivent 100 mcg usa
order zithromax online cheap – azithromycin 500mg us buy generic bystolic 20mg
prednisolone for sale online – prometrium over the counter buy prometrium for sale
cost gabapentin 600mg – buy clomipramine pills buy itraconazole 100mg
furosemide 40mg over the counter – furosemide 100mg without prescription generic betnovate 20 gm
buy augmentin 625mg online cheap – buy generic augmentin for sale order generic duloxetine 20mg
brand zanaflex – hydrochlorothiazide over the counter microzide online buy
order generic sildenafil – buy viagra pills tadalafil without a doctor’s prescription
cheap tadalafil without prescription – online cialis order sildenafil 50mg online
order cenforce 100mg sale – buy chloroquine 250mg pill order metformin 500mg online
atorvastatin 20mg ca – lisinopril 5mg ca zestril 5mg generic
omeprazole medication – order prilosec 10mg pill atenolol 50mg us
The Arnold Press is probably one of the rare exercises that hits
your rear-deltoids. Our rear-deltoids are partially responsible for pulling our shoulders back into position, as
are a few of our smaller sub-scapular muscular tissues
that additionally get put to work on this train. Research have shown a
hyperlink between time beneath pressure and the development of lean mass.
A frequent error I’ve observed just isn’t absolutely rotating the arms during concentrics.
The arm rotation separates the Arnold press from the other
urgent actions. Not doing it correctly beats the whole objective of this exercise.
The issue of the Arnold Press forces you to focus more in your posture and
type as you carry out this train. You need to maintain every movement easy and controlled so as to shield your joints.
By being extra conscientious in your training, you’ll discover improvements
in your posture even outside the health club. You
ought to exhale as you push the weights up and inhale
as you bring them down.
Beginning the train with the arms too high can reduce its effectiveness by shortening the vary of motion. Likewise,
starting with the arms too extensive apart or parallel to
the sides of the torso can pressure the rotator cuff.
Ensure that correct form is adopted and that the top, neck
and upper again stay vertically aligned if performing the Arnold press for this function – or any other objective, for the matter.
When performed rigorously and with a sluggish tempo, the Arnold press is superb for reinforcing proper rotation of the wrists
and aware positioning of the shoulders. Generally, when coaching for hypertrophy or comparable goals, a
bigger range of motion is always preferable. The Arnold press is one of the most effective workouts for focusing on everything
of the deltoid muscle group in a single motion.
As An Alternative of pushing the dumbbells up into the air whereas standing, the seated adaptation permits you to sit on a
bench throughout the complete motion. The
dumbbell Arnold press is an upper-body power train, and it is a variation of the dumbbell shoulder press.
Also generally recognized as the Arnold press or Arnold shoulder press, this train was created by and made in style by well-known bodybuilder Arnold Schwarzenegger.
The Arnold Press could be carried out standing, on a flat or incline bench, or seated on the floor.
Use your abdominal muscle tissue to add assist so that your arm muscular tissues are the one ones transferring.
Straightening your elbows an excessive quantity of places a
lot of strain in your bones and joints. Your lower again and spine must be
neutral and with out an excessive amount of tension in that
area. Following all these ideas will allow
you to master Arnold press. To grasp this train, you need
optimum Arnold press strategies, which you’ll be taught
by reading this text. “Most folks do it with their back supported with a bench, however when you don’t have that you are able to do it with out.
Those are the primary shoulder capabilities the Arnold press facilitates. To perform the Arnold press, the dumbbell begins in front of your face, palms pointing towards you. As you press up, you twist the dumbbells overhead, finishing the motion overhead along with your palms dealing with away. Utilizing correct kind is crucial to get good outcomes and for your security.
A excessive repetition scheme with gentle hundreds, which entails performing 15-plus repetitions per set with loads below 60 percent of your 1RM, optimizes native muscular endurance enhancements. Once More, a slight pause at the backside of the exercise will enhance time underneath tension and will prevent you from using your momentum to “cheat” and facilitate an easier subsequent rep. Look no additional for a full Arnold Press masterclass, inclusive of tips on type. Aside from sculpting you to appear to be your favourite childhood poster of Arnie, having an immaculate Arnold Press kind can do wonders in your size, range of motion, and definition.
As you decrease again down, rotate your arms inward so that they’re dealing with one another again on the bottom of the motion. This full vary of movement helps ensure that all three heads of the deltoid muscle are being worked during this exercise. This helps build power and stability in your shoulders with out putting too much stress on them. From there, you raise each arms above your head in a circular motion till they’re totally extended overhead with palms now facing outward before slowly returning them back all the way down to starting place.
References:
slang names
For Steroids
brand medrol – medrol 4 mg for sale buy generic triamcinolone over the counter
desloratadine 5mg usa – order dapoxetine online cheap priligy 30mg oral