Türkçe

The new chip opens the door to artificial intelligence computing at the speed of light

160
2024-02-18 10:16:33
Çeviriyi gör

Engineers at the University of Pennsylvania have developed a new chip that uses light waves instead of electricity to perform complex mathematical operations necessary for training artificial intelligence. This chip has the potential to fundamentally accelerate the processing speed of computers while reducing their energy consumption.

The design of a silicon photonic chip was the first to combine the Benjamin Franklin Medal winner with H Professor Nedwell Ramsey Nader Engheta's pioneering research on manipulating materials at the nanoscale to use light for mathematical calculations is combined with the SiPh platform, which uses silicon as a cheap and abundant element for large-scale production of computer chips.

The interaction between light waves and matter represents a possible way to develop computers that have replaced the limitations of today's chips, which are basically based on the same principles as chips in the early stages of the computing revolution in the 1960s.

In a paper published in Nature Photonics, Engheta's team, along with the team of Associate Professor of Electrical and Systems Engineering Firoz Aflatouni, described the development of a new chip.

"We have decided to work together," Engheta said, leveraging the fact that Aflatouni's research team has pioneered nanoscale silicon devices.

Their goal is to develop a platform to perform so-called vector matrix multiplication, which is the core mathematical operation of neural network development and functionality. Neural networks are the computer architecture of today's artificial intelligence tools.

Engheta explained, "You're not using highly uniform silicon wafers, but making the silicon thinner, such as 150 nanometers," but only in specific areas. These height changes - without adding any other materials - provide a way to control the propagation of light through the chip, as the height changes can be distributed to cause light to scatter in specific modes, allowing the chip to perform mathematical calculations at the speed of light.

Aflatouni said that due to restrictions imposed by commercial foundries producing chips, this design is ready for commercial applications and may be applicable to graphics processing units. With the widespread interest in developing new artificial intelligence systems, the demand for graphics processing units has surged.

"They can use silicon photonics platforms as additional components," Aflatouni said, "and then you can accelerate training and classification speed.".

In addition to faster speeds and lower energy consumption, Engheta and Aflatouni chips also have privacy advantages: because many calculations can be performed simultaneously, sensitive information does not need to be stored in the computer's working memory, making future computers driven by this technology almost impossible to crack.
"No one can invade non-existent memory to access your information," said Aflatouni.

Other co authors include Vahid Nikkhah, Ali Pirmoradi, Farshid Ashtiani, and Brian Edwards from the School of Engineering at the University of Pennsylvania.

Source: Laser Net

İlgili öneriler
  • ComNav Technologies introduces Mars Pro Laser RTK

    ComNav Technology Ltd. has introduced the Mars Pro Laser RTK, the latest addition to its Universe series GNSS receiver product line, which includes the Venus Laser RTK and Mars Laser RTK. The GNSS receiver is suitable for the land surveying, GIS and construction industries with its innovative features.Mars Pro's laser mode facilitates the use of conventional GNSS receivers in areas where signals a...

    2023-09-13
    Çeviriyi gör
  • Progress in Research on Transparent Ceramics for 3D Printing Laser Illumination at Shanghai Institute of Optics and Mechanics

    It is reported that the Research Center for Infrared Optical Materials of the Chinese Academy of Sciences Shanghai Institute of Optics and Fine Mechanics has made progress in the research of additive manufacturing (3D printing) transparent ceramics for laser illumination.Recently, the Research Center for Infrared Optical Materials of the Shanghai Institute of Optics and Precision Mechanics, Chines...

    2023-10-17
    Çeviriyi gör
  • The Stanford University team has manufactured the first practical chip grade titanium sapphire laser

    According to a report in Nature on June 26th, a team from Stanford University in the United States has developed a titanium sapphire laser on a chip. Whether in terms of scale efficiency or cost, this achievement is a huge progress. Image source: Nature websiteTitanium sapphire lasers are indispensable in many fields such as cutting-edge quantum optics, spectroscopy, and neuroscience, but they ...

    2024-07-01
    Çeviriyi gör
  • Scientists propose new methods to accelerate the commercialization of superlens technology

    Superlenses are nano artificial structures that can manipulate light, providing a technique that can significantly reduce the size and thickness of traditional optical components. This technology is particularly effective in the near infrared region, and has great prospects in various applications, such as LiDAR, which is called "the eye of autonomous vehicle", mini UAV and blood vessel detector.D...

    2024-03-29
    Çeviriyi gör
  • Researchers from Columbia University in New York reported the latest research on reverse laser sintering of metal powders

    Researchers from Columbia University in New York reported the latest research on reverse laser sintering of metal powders. The related achievements were published in Scientific Reports under the title "Invested laser sintering of metal powder".The researchers demonstrated the ability of reverse laser sintering technology to manufacture metal powder parts. Researchers first deposit a layer of coppe...

    2024-01-29
    Çeviriyi gör