CES 2019: Toyota Lifts the Veil on Its Guardian Driver-Assist System - IEEE Spectrum

2022-05-14 13:54:11 By : Mr. Kailiang Wang

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Toyota today revealed some of the inner workings of an automation package meant to help drivers rather than replace them. The company also said that if that package had been in operation, it could have prevented or mitigated a recent three-car accident in California.

The announcement came at CES 2019, which takes place this week in Las Vegas. [Disclosure: Toyota paid for the author’s expenses to attend CES.]

Toyota has often spoken of its two-stage research project for self-driving cars. In the long run, it plans to offer a truly driverless technology called Chauffeur. In the meantime, it will exploit that technology in a driver-assistance feature, called Guardian. Chauffeur is years from commercialization, but Guardian will be installed in some Toyota models “soon,” says Gill Pratt, who leads self-driving research at the Toyota Research Institute. 

Today’s reveal is Guardian’s use of a technique pioneered in the automation of fighter jets, in which the pilot steers a stick that feeds data not directly to the plane, but to a computer system. That system employs various data streams to fine-tune the pilot’s commands millisecond by millisecond, thus keeping the plane within its aerodynamic limits—its “flight envelope.” Some modern military jets couldn’t stay airborne very long without a computer as an intermediary.

Toyota refers to its automotive version of this idea as blended envelope control, emphasizing what it calls the smooth, “near-seamless blend” of the efforts of man and machine. And though staying airborne isn’t on the agenda, the company maintains that envelope control is much harder to sustain in a car than a fighter jet. A car must notice what’s going on in the immediate environment—say, a truck passing on the left—and predict what’s about to happen—say, a pedestrian who may or may not cross the road.

Besides serving as backup to a human driver, Guardian could also operate with another autonomous driving system, either from Toyota or some other company. Pratt said that though the system was called Toyota Guardian, the company envisaged providing it as a universal backup system: “Guardian for All,” he called it.

He wouldn’t name a company that had agreed to use Guardian as a backup for its own cars, either the conventional or the self-driving kind. Toyota does, however, have a partnership with Uber that involves installing Guardian on a Toyota Sienna test vehicle. Moreover, Toyota has explicitly targeted the technology for the “mobility as a service” market, which today centers on ride-hailing companies, such as Uber.

He showed a video in which a driver swerved repeatedly to stay within a curving path lined by plastic cones, knocking over the odd one. Then the driver re-ran the course with Guardian on and stayed within the lines without fail. The driver might almost forget the help he’s getting, and attribute the success to his own powers.

The point is to provide safety through redundancy, a key feature in most mission-critical systems, such as those in spacecraft. But putting a machine in between a driver and the car puts a lot on the software. If some glitch in the code arises, you could find yourself in a heap of trouble. And if the machine takes over too much of the work, the driver might grow complacent or lose their seat-of-the-pants flying (or driving) skills. Pilots call this the paradox of automation, and it appears to have played a part in the recent crash near Jakarta of a Boeing 737 operated by Lion Air.

To ensure safety, the early airplane automation systems paired the electronic system with legacy mechanical connections to actuators, like control flaps. But that meant renouncing the weight-saving advantages of flying “by wire.”

Another way of staying safe is by using the computer very sparingly at first. Engineers can then gradually ramp up the automation without risking much. That slow-and-steady approach would seem to be Toyota’s plan with Guardian.

Pratt says that the hard part about training robocars is in gathering enough of the right kind of experiences, particularly the dangerous-but-rare events known as corner cases. What makes such cases so hard to anticipate is their combination of several interacting problems.

Pratt recounted a recent corner case that involved a Toyota test car that had no self-driving system running when it was gathering highway data in the San Francisco Bay Area. The car found itself “in the thick” of a three-car accident, one that produced no injuries. Afterward, Toyota engineers were able to reconstruct the event in silico, then re-enact it on a test track using cars equipped with Guardian. Pratt says that the tests determined that Guardian could have mitigated or even prevented the accident.

Toyota’s own test car itself will soon be of a sleeker stamp than usual: A modified Lexus LS 500h that houses all the sensors in a single rooftop package. That cleaner line contrasts with today’s typical robocar, which sprouts more antennas than Sputnik. And the computing hardware will fit neatly into the car, unlike the junk-pile trunks of today’s testers. Among the sensors is a new radar designed to provide better near-range detection, and additional cameras to cover potential blind spots.

This story was updated on 7 January and on 12 January.  

Philip E. Ross is a senior editor at IEEE Spectrum. His interests include transportation, energy storage, AI, and the economic aspects of technology. He has a master's degree in international affairs from Columbia University and another, in journalism, from the University of Michigan.

It saves weight, energy, and space

The heart of any electric motor consists of a rotor that revolves around a stationary part, called a stator. The stator, traditionally made of iron, tends to be heavy. Stator iron accounts for about two-thirds of the weight of a conventional motor. To lighten the stator, some people proposed making it out of a printed circuit board.

Although the idea of replacing a hunk of iron with a lightweight, ultrathin, easy-to-make, long-lasting PCB was attractive from the outset, it didn’t gain widespread adoption in its earliest applications inside lawn equipment and wind turbines a little over a decade ago. Now, though, the PCB stator is getting a new lease on life. Expect it to save weight and thus energy in just about everything that uses electricity to impart motive force.

The layered components of an Infinitum Electric axial-flux motor are shown here, in exploded form.INFINITUM ELECTRIC

This saving of energy is critically important: Software may be eating the world, but electricity is increasingly what makes the world go round. Electric motors consume a little over half of the world’s electricity today. Some 800 million motors are now sold annually worldwide, according to the market research group Imarc, a number that has been increasing by 10 percent each year. Electric motors are making serious inroads into cars, trains, and aircraft, as well as industrial equipment and heating, ventilating, and air-conditioning systems. Transportation, construction, and HVAC together account for about 60 percent of all U.S. greenhouse gas emissions; more efficient electric motors will help cut emissions in these sectors.

Despite the benefits of the PCB stator, people were slow to embrace the design because of a few misconceptions.

First, there was the mistaken belief that PCBs were good only for delicate applications. But in 2011, CORE Outdoor Power developed a leaf blower and a weed trimmer, both of which used a PCB stator and yet were rugged as well as quiet.

Second, there was a sense that PCB stators could be used only for low-power machines. But in 2012 Boulder Wind Power put a PCB stator in a 12-meter-diameter direct-drive generator for a wind turbine that output 3 megawatts of power and just over 2 million newton meters of torque. It was one of the smoothest-running high-power generators ever built.

Neither company endured. Boulder Wind Power ran out of funding before it could secure commercial contracts. CORE Outdoor Power couldn’t compete in a crowded market where there were cheaper options. Still, their pioneering achievements demonstrated the feasibility of PCB stators.

Axial-flux motors easily fit onto the axle of a car [top] and the fan drive of an HVAC system [bottom].INFINITUM ELECTRIC

Fast-forward to today. My company, Infinitum Electric, of Austin, Texas, has developed a PCB stator motor that fits a wide variety of purposes. Our motor generates as much power as a traditional alternating-current induction motor but has half the weight and size, makes a fraction of the noise, and emits at least 25 percent less carbon. It is now finding applications in HVAC, manufacturing, heavy industry, and electric vehicles. Here’s how it works.

The Infinitum Electric motor is what’s known as an axial-flux motor, a design in which the stator’s electromagnetic wiring stands parallel to a disk-shaped rotor containing permanent magnets. When alternating current flows through, it makes the rotor spin. The motor also has an air core—that is, there is no iron to mediate the magnetic flux and nothing in between the motor’s magnetic parts but thin air. Put all these things together and the result is an air-core axial-flux permanent-magnet motor.

In the past, attempts to build such a motor faced serious practical obstacles. A complex manufacturing process was needed to build the stator, the copper windings were bulky, and the coil support structure was intricate. As a result, the air gap was so wide that only a substantial magnet mass could create the necessary magnetic flux.

At Infinitum Electric, we did away with those copper windings and instead use photolithographic techniques to etch thin copper traces interleaved with epoxy-glass laminate, which insulates each coil from neighboring coils. Eliminating the iron core and minimizing copper together save 50 to 65 percent of the weight and 50 to 67 percent of the volume of the motor, when compared to an equivalent conventional iron-core motor. And conveniently, the copper and the laminate expand and contract similarly as the temperature rises and falls, avoiding stress that might otherwise slowly pull the components apart.

The absence of a stator core allows us to put two identical rotors facing each other on either side of the stator, with each rotor carrying powerful permanent magnets. This arrangement creates a constant magnetic flux. As in other axial-flux motors, that flux is parallel to the axis of rotation, rather than radial. Because the magnetic air gap is narrow, we need only a small magnet, which is why we can wring a lot of power from a given mass and volume.

Our motor generates as much power as a traditional AC induction motor but has half the weight and size, makes a fraction of the noise, and emits at least 25 percent less carbon.

What’s more, PCBs are manufactured by an automated process, which means they’re much more uniform and reliable than hand-wound machines. We made them even more reliable by simplifying their topology, which has to do with the motor’s phases.

An electrical phase is an alternating voltage that forms a sinusoidal wave that is shifted in time relative to the voltage in another phase. The various phases are synchronized so that the sum of the currents is always zero. When a multiphase voltage system is applied to a motor that has a separate winding for each phase, the circulation of several currents generates a magnetic field that rotates in space. The interaction of this rotating field and the field produced by rotor magnets is what turns the rotor.

Previous PCB stators mixed the copper traces from different phases in the same layer, which created the potential for short circuits. We instead have each layer carry only one electrical phase, and we minimize the number of connections between layers. That arrangement provides a continuous path for the electric current and reduces the risk of electrical failures.

Another advantage of the new layout is the freedom it gives designers to connect coils either in series or in parallel. Connecting the coils in series is appropriate for three-phase industrial applications and next-generation electric vehicles. Connecting in parallel is better for low-voltage applications, such as in an auxiliary EV motor.

Like other permanent-magnet motors, our axial-flux motor requires a variable frequency drive to smoothly start and accelerate the motor to the desired speed. The VFD also controls the speed and torque as required by the application.

A short path for magnetic flux is made possible by sandwiching rotors [gray] with magnets [red and blue] around a thinly printed circuit board stator [green].

However, the air-core design gives the motor exceptionally low impedance (typically just 5 to 7 percent as much as in a conventional iron-core motor), because air cannot contain as much magnetic energy as iron can. There is thus very little magnetic energy available to smooth out the variations in the voltage supplied to the motor by the VFD. To remedy this deficiency, we added another element: an integrated variable frequency drive that is fine-tuned to operate with a low-impedance motor. Our VFD uses high-efficiency silicon carbide MOSFETs, which reduce losses and contribute to overall system efficiency.

The VFD also monitors performance, and the results can be reported via the cloud, if the user wishes. The motor’s software can also be updated in this fashion. Such remote monitoring offers a variety of ways to conserve energy, manage performance, and predict when maintenance may be needed.

The thinness of the PCB furnishes a high surface-to-volume ratio, which makes for more efficient cooling, thus allowing us to push two to three times as much current for a given amount of copper. The cooling can be done by blowing air over fins on the outside of the motor and across the electronic compartments.

Removing the iron core eliminates loss due to the cyclical magnetization and demagnetization of the iron, while also avoiding energy-wasting eddy currents in the metal. Our air-core motor can thus operate at a high efficiency over loads ranging from 25 percent to 100 percent of the rated power. Skipping the iron core also means the magnets on the rotors face a constant reluctance and a constant magnetic field as the rotor turns. This arrangement eliminates eddy-current losses in the magnets and the rotors, which therefore can be made of standard, unlaminated, low-carbon steel plates.

In a typical electric motor, both the stator and rotor are made of ferromagnetic materials. Once electric currents are applied and rotating magnetic fields are established, these fields produce two forces: one that produces useful torque and causes the rotor to rotate, and another that pulls the rotor radially towards the stator. This radial force does nothing useful, and it aggravates noise and vibration, because the slots in the stator—needed to accommodate the copper coils—generate pulses.

Here’s why that happens: A magnetic flux produces a force that at first points in the same direction the rotor is moving in; then, as the rotor turns, the alignment of the rotor poles changes in relation to the stator slots until the force points in the opposite direction. This alternating force produces torque ripples, which can cause metal fatigue in the motor and in the machinery that it is driving.

But there is no such alternating magnetic force in the Infinitum motor. This advantage, together with other efficiencies, is why its noise averages about 5 decibels lower than that of conventional motors. That may not seem like much of a reduction, but this component of motor noise tends to be at a particularly bothersome pitch.

The motor design is based on a printed circuit board [top], the thinness of which allows for a package that is far more compact than an equivalent motor based on a conventional iron core [bottom].INFINITUM ELECTRIC

By combining the lightness of an air-core motor with the high torque density of an axial-flux machine, the Infinitum motor is well suited for building ventilation and HVAC systems. That’s particularly useful now that the pandemic has put a priority on purifying indoor air. Heat pumps, which heat and cool in one system, are another application in which the motor can save energy, ease installation, and reduce noise. According to recent tests conducted by the U.S. General Services Administration and the U.S. Department of Energy, Infinitum Electric motors could save up to US $8 million annually if deployed in the GSA’s HVAC plants.

Electric vehicles are another big market for this new motor. EVs are projected to make up 31 percent of the global fleet by 2050, according to the U.S. Energy Information Administration.

Our company is working with a leading automotive supplier to develop an oil-cooled motor for a long-range hybrid vehicle. Oil cooling works much more efficiently in our design than in a conventional motor because the coolant can be readily applied to the entire surface of the PCB. With oil cooling, we have realized a threefold increase in power density over our own air-cooled motor, bringing the power density into the 8 kilowatt/kilogram to 12 kW/kg range. That makes the oil-cooled version suitable for use in electric aviation, another promising market.

We’re also working with companies that specialize in material handling, such as forklifts, conveyor systems, and the mixing equipment that’s used to make food and beverages. Caterpillar Venture Capital has invested in Infinitum Electric to develop a new line of alternators that are one-third the size and weight of existing models and quieter and more efficient as well. The alternator market is estimated at $17 billion a year and growing.

We estimate that if every motor in the world were replaced by an Infinitum Electric motor, it would reduce carbon emissions by 860 million tonnes per year. That’s the equivalent of eliminating the emissions from 200 million cars annually. As motors become ubiquitous, even small improvements in efficiency have the power to make a big difference for our planet today and over the next century.

This article appears in the April 2022 print issue as “This Axial-Flux Motor With a PCB Stator Is Ripe for an Electrified World.”