* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Wednesday, June 4, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Spotify & OpenAI: Will Gen AI ‘Hollow Out’ Entertainment? – Technology Magazine

    Will Generative AI Transform the Future of Entertainment

    Author Richard Russo Will Speak At Sandwich Town Hall – CapeNews.net

    Join Us for an Inspiring Evening with Author Richard Russo at Sandwich Town Hall!

    Entertainment Partners Acquires CASHét, Digital Payments Vendor for Productions – Variety

    Entertainment Partners Acquires CASHét, Digital Payments Vendor for Productions – Variety

    Salem’s Harborwalk Garden Cultivates Community with Entertainment, Food, and Events – 105.7 WROR

    Discover the Vibrant Community Spirit at Salem’s Harborwalk Garden: A Hub for Entertainment, Food, and Fun!

    Entertainment-Focused Narrative and Culture Change Practice – New America

    Transforming Culture Through Engaging Entertainment Narratives

    Rising stars: Young classical musicians surging on social media – Yahoo

    Meet the Next Generation of Classical Music Sensations Making Waves on Social Media!

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    When fiction becomes fact: 3 pieces of modern technology inspired by Star Trek – Redshirts Always Die

    From Screen to Reality: 3 Modern Technologies Inspired by Star Trek

    The Isfahan Center for Nuclear Technology – UCF, ZPP, and IRR10 – Alma Research and Education Center

    Exploring the Isfahan Center for Nuclear Technology: Innovations and Insights from UCF, ZPP, and IRR10

    Inside the tedious effort to tally AI’s energy appetite – MIT Technology Review

    Inside the tedious effort to tally AI’s energy appetite – MIT Technology Review

    Finland Set to Lead EU Quantum Technology Defense Project – IoT World Today

    Finland Set to Lead EU Quantum Technology Defense Project – IoT World Today

    AI for lawyers: Win back your time using technology – nationaljurist.com

    Reclaim Your Time: How AI is Transforming the Legal Profession

    Prosecutors accuse men of exporting U.S. military technology to China – Milwaukee Journal Sentinel

    Men Charged with Illegally Exporting U.S. Military Technology to China

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Spotify & OpenAI: Will Gen AI ‘Hollow Out’ Entertainment? – Technology Magazine

    Will Generative AI Transform the Future of Entertainment

    Author Richard Russo Will Speak At Sandwich Town Hall – CapeNews.net

    Join Us for an Inspiring Evening with Author Richard Russo at Sandwich Town Hall!

    Entertainment Partners Acquires CASHét, Digital Payments Vendor for Productions – Variety

    Entertainment Partners Acquires CASHét, Digital Payments Vendor for Productions – Variety

    Salem’s Harborwalk Garden Cultivates Community with Entertainment, Food, and Events – 105.7 WROR

    Discover the Vibrant Community Spirit at Salem’s Harborwalk Garden: A Hub for Entertainment, Food, and Fun!

    Entertainment-Focused Narrative and Culture Change Practice – New America

    Transforming Culture Through Engaging Entertainment Narratives

    Rising stars: Young classical musicians surging on social media – Yahoo

    Meet the Next Generation of Classical Music Sensations Making Waves on Social Media!

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    When fiction becomes fact: 3 pieces of modern technology inspired by Star Trek – Redshirts Always Die

    From Screen to Reality: 3 Modern Technologies Inspired by Star Trek

    The Isfahan Center for Nuclear Technology – UCF, ZPP, and IRR10 – Alma Research and Education Center

    Exploring the Isfahan Center for Nuclear Technology: Innovations and Insights from UCF, ZPP, and IRR10

    Inside the tedious effort to tally AI’s energy appetite – MIT Technology Review

    Inside the tedious effort to tally AI’s energy appetite – MIT Technology Review

    Finland Set to Lead EU Quantum Technology Defense Project – IoT World Today

    Finland Set to Lead EU Quantum Technology Defense Project – IoT World Today

    AI for lawyers: Win back your time using technology – nationaljurist.com

    Reclaim Your Time: How AI is Transforming the Legal Profession

    Prosecutors accuse men of exporting U.S. military technology to China – Milwaukee Journal Sentinel

    Men Charged with Illegally Exporting U.S. Military Technology to China

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Technology

A Novel Type of Neural Network Comes to the Aid of Big Physics

July 17, 2023
in Technology
A Novel Type of Neural Network Comes to the Aid of Big Physics
Share on FacebookShare on Twitter

Graham tried tweaking the CNN approach so that the kernel would only be placed on 3-by-3 sections of the image that contain at least one pixel that has nonzero value (and is not just blank). In this way, he succeeded in producing a system that could efficiently identify handwritten Chinese. It won a 2013 competition by identifying individual characters with an error rate of only 2.61 percent. (Humans scored 4.81 percent on average.) He next turned his attention to an even bigger problem: three-dimensional-object recognition.

By 2017, Graham had moved to Facebook AI Research and had further refined his technique and published the details for the first SCNN, which centered the kernel only on pixels that had a nonzero value (rather than placing the kernel on any 3-by-3 section that had at least one “nonzero” pixel). It was this general idea that Terao brought to the world of particle physics.

Underground Shots

Terao is involved with experiments at the Fermi National Accelerator Laboratory that probe the nature of neutrinos, among the most elusive known elementary particles. They’re also the most abundant particles in the universe with mass (albeit not much), but they rarely show up inside a detector. As a result, most of the data for neutrino experiments is sparse, and Terao was constantly on the lookout for better approaches to data analysis. He found one in SCNNs.

In 2019, he applied SCNNs to simulations of the data expected from the Deep Underground Neutrino Experiment, or DUNE, which will be the world’s largest neutrino physics experiment when it comes online in 2026. The project will shoot neutrinos from Fermilab, just outside Chicago, through 800 miles of earth to an underground laboratory in South Dakota. Along the way, the particles will “oscillate” between the three known types of neutrinos, and these oscillations may reveal detailed neutrino properties.

The SCNNs analyzed the simulated data faster than ordinary methods, and required significantly less computational power in doing so. The promising results mean that SCNNs will likely be used during the actual experimental run.

In 2021, meanwhile, Terao helped add SCNNs to another neutrino experiment at Fermilab known as MicroBooNE. Here, scientists look at the aftermath of collisions between neutrinos and the nuclei of argon atoms. By examining the tracks created by these interactions, researchers can infer details about the original neutrinos. To do that, they need an algorithm that can look at the pixels (or, technically, their three-dimensional counterparts called voxels) in a three-dimensional representation of the detector and then determine which pixels are associated with which particle trajectories.

Because the data is so sparse—a smattering of tiny lines within a large detector (approximately 170 tons of liquid argon)—SCNNs are almost perfect for this task. With a standard CNN, the image would have to be broken up into 50 pieces, because of all the computation to be done, Terao said. “With a sparse CNN, we analyze the entire image at once—and do it much faster.”

Timely Triggers

One of the researchers who worked on MicroBooNE was an undergraduate intern named Felix Yu. Impressed with the power and efficiency of SCNNs, he brought the tools with him to his next workplace as a graduate student at a Harvard research laboratory formally affiliated with the IceCube Neutrino Observatory at the South Pole.

One of the key goals of the observatory is to intercept the universe’s most energetic neutrinos and trace them back to their sources, most of which lie outside our galaxy. The detector is comprised of 5,160 optical sensors buried in the Antarctic ice, only a tiny fraction of which light up at any given time. The rest of the array remains dark and is not particularly informative. Worse, many of the “events” that the detectors record are false positives and not useful for neutrino hunting. Only so-called trigger-level events make the cut for further analysis, and instant decisions need to be made as to which ones are worthy of that designation and which will be permanently ignored.

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : Wired – https://www.wired.com/story/a-novel-type-of-neural-network-comes-to-the-aid-of-big-physics/

Tags: NeuralNoveltechnology
Previous Post

Low-code platform ToolJet raises funds from Microsoft, GitHub

Next Post

6 Threads App Settings Worth Trying Out

Altera Digital Health Collaborates With MCAG Amid $2.8B Blue Cross Blue Shield Provider Settlement – Business Wire

Altera Digital Health Teams Up with MCAG Following Major $2.8B Blue Cross Blue Shield Settlement

June 4, 2025
Appeals court upholds New York’s Reproductive Health Act – Spectrum News

Victory for Women’s Rights: Appeals Court Affirms New York’s Reproductive Health Act

June 4, 2025
When fiction becomes fact: 3 pieces of modern technology inspired by Star Trek – Redshirts Always Die

From Screen to Reality: 3 Modern Technologies Inspired by Star Trek

June 4, 2025
Busy summer sports slate includes Jake Paul vs. Julio Caesar Chavez, Canelo-Crawford bout – El Paso Times

Busy summer sports slate includes Jake Paul vs. Julio Caesar Chavez, Canelo-Crawford bout – El Paso Times

June 4, 2025
Experimental ecology and the balance between realism and feasibility in aquatic ecosystems – Nature

Experimental ecology and the balance between realism and feasibility in aquatic ecosystems – Nature

June 4, 2025
The Science of Scent: How Israeli Innovation is Redefining Perfume and Wellness – The Jerusalem Post

Unlocking the Power of Scent: How Israeli Innovations are Transforming Perfume and Wellness

June 4, 2025
Accidental discovery at New York planetarium unlocks secret into universe’s inner workings – PBS

Serendipitous Find at New York Planetarium Reveals Secrets of the Universe!

June 4, 2025
Lifestyle choices at 60 linked to dementia risk decades later, study shows – ABC News

How Your Lifestyle Choices at 60 Could Impact Dementia Risk Later in Life

June 4, 2025
GBH layoffs hit 45 staffers less than a month after World cuts – Current – For people in public media

GBH Cuts Deep: 45 Staff Members Laid Off Just Weeks After Major Restructuring

June 4, 2025
Washington state gets a $918M lift from international students – Axios

Washington State Reaps $918 Million Boost from International Students!

June 4, 2025

Categories

Archives

June 2025
MTWTFSS
 1
2345678
9101112131415
16171819202122
23242526272829
30 
« May    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (665)
  • Economy (679)
  • Entertainment (21,585)
  • General (15,261)
  • Health (9,722)
  • Lifestyle (682)
  • News (22,149)
  • People (680)
  • Politics (689)
  • Science (15,899)
  • Sports (21,184)
  • Technology (15,666)
  • World (666)

Recent News

Altera Digital Health Collaborates With MCAG Amid $2.8B Blue Cross Blue Shield Provider Settlement – Business Wire

Altera Digital Health Teams Up with MCAG Following Major $2.8B Blue Cross Blue Shield Settlement

June 4, 2025
Appeals court upholds New York’s Reproductive Health Act – Spectrum News

Victory for Women’s Rights: Appeals Court Affirms New York’s Reproductive Health Act

June 4, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version