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    You are at:Home»Uncategorized»Stunning Insights from James Webb Space Telescope Are Coming, Thanks to GPU-Powered Deep Learning | NVIDIA Blog
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    Stunning Insights from James Webb Space Telescope Are Coming, Thanks to GPU-Powered Deep Learning | NVIDIA Blog

    adm121nimBy adm121nimJune 8, 2022No Comments5 Mins Read
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    NVIDIA GPUs will play a key function deciphering information streaming in from the James Webb House Telescope, with NASA making ready to launch subsequent month the primary full-color photos from the $10 billion scientific instrument.

    The telescope’s iconic array of 18 interlocking hexagonal mirrors, which span a complete of 21 ft 4 inches, will be capable of peer far deeper into the universe, and deeper into the universe’s previous, than any software so far, unlocking discoveries for years to return.

    GPU-powered deep studying will play a key function in a number of of the highest-profile efforts to course of information from the revolutionary telescope positioned 1,000,000 miles away from Earth, explains UC Santa Cruz Astronomy and Astrophysics Professor Brant Robertson.

    “The JWST will actually allow us to see the universe in a brand new means that we’ve by no means seen earlier than,” mentioned Robertson, who’s enjoying a number one function in efforts to make use of AI to reap the benefits of the unprecedented alternatives JWST creates. “So it’s actually thrilling.”

    Excessive-Stakes Science

    Late final yr, Robertson was among the many tens of millions tensely following the runup to the launch of the telescope, developed over the course of three many years, and loaded with devices that outline the vanguard of science.

    The JWST’s Christmas Day launch went higher than deliberate, permitting the telescope to slip right into a LaGrange level — a form of gravitational eddy in house that permits an object to “park” indefinitely — and increasing the telescope’s usable life to greater than 10 years.

    “It’s working fantastically,” Robertson studies. “The entire indicators are it’s going to be an incredible facility for science.”

    AI Powering New Discoveries

    Robertson — who leads the computational astrophysics group at UC Santa Cruz — is amongst a brand new era of scientists throughout a rising array of disciplines utilizing AI to rapidly classify the huge portions of information — typically greater than will be sifted in a human lifetime — streaming in from the newest era of scientific devices.

    “What’s nice about AI and machine studying is which you could practice a mannequin to truly make these selections for you in a means that’s much less hands-on and extra primarily based on a set of metrics that you just outline,” Robertson mentioned.

    Simulated picture of a portion of the JADES galaxy survey, a part of the preparations for galaxy surveys utilizing JWST UCSC astronomer Brant Robertson and his staff have been engaged on for years. (Picture credit score: JADES Collaboration)

    Working with Ryan Hausen, a Ph.D. scholar in UC Santa Cruz’s pc science division, Robertson helped create a deep studying framework that classifies astronomical objects, resembling galaxies, primarily based on the uncooked information streaming out of telescopes on a pixel by pixel foundation, which they referred to as Morpheus.

    It rapidly grew to become a key software for classifying photos from the Hubble House Telescope. Since then the staff engaged on Morpheus has grown significantly, to roughly a half-dozen folks at UC Santa Cruz.

    Researchers are ready to make use of NVIDIA GPUs to speed up Morpheus throughout a wide range of platforms — from an NVIDIA DGX Station desktop AI system to a small computing cluster outfitted with a number of dozen NVIDIA V100 Tensor Core GPUs to stylish simulations runs hundreds of GPUs on the Summit supercomputer at Oak Ridge Nationwide Laboratory.

    A Trio of Excessive-Profile Tasks

    Now, with the primary science information from the JWST due for launch July 12, far more’s coming.

    “We’ll be making use of that very same framework to the entire main extragalactic JWST surveys that shall be performed within the first yr,” Robertson.

    Robertson is amongst a staff of almost 50 researchers who shall be mapping the earliest construction of the universe via the COSMOS-Webb program, the biggest normal observer program chosen for JWST’s first yr.

    Simulations by UCSC researchers confirmed how JWST can be utilized to map the distribution of galaxies within the early universe. The net-like construction within the background of this picture is darkish matter, and the yellow dots are galaxies that ought to be detected within the survey. (Picture credit score: Nicole Drakos)

    Over the course of greater than 200 hours, the COSMOS-Webb program will survey half 1,000,000 galaxies with multiband, high-resolution, near-infrared imaging and an unprecedented 32,000 galaxies in mid-infrared.

    “The COSMOS-Webb venture is the biggest contiguous space survey that shall be executed with JWST for the foreseeable future,” Robertson mentioned.

    Robertson additionally serves on the steering committee for the JWST Superior Deep Extragalactic Survey, or JADES, to provide infrared imaging and spectroscopy of unprecedented depth. Robertson and his staff will put Morpheus to work classifying the survey’s findings.

    Robertson and his staff are additionally concerned with one other survey, dubbed PRIMER, to carry AI and machine studying classification capabilities to the hassle.

    From Finding out the Stars to Finding out Ourselves

    All these efforts promise to assist humanity survey — and perceive — much more of our universe than ever earlier than. However maybe probably the most stunning utility Robertson has discovered for Morpheus is right here at dwelling.

    “We’ve truly skilled Morpheus to return into satellite tv for pc information and mechanically depend up how a lot sea ice is current within the North Atlantic over time,” Robertson mentioned, including it may assist scientists higher perceive and mannequin local weather change.

    Because of this, a software developed to assist us higher perceive the historical past of our universe might quickly assist us higher predict the way forward for our personal small place in it.

    FEATURED IMAGE CREDIT: NASA

     

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