• Home
  • About
  • Contact
  • Privacy
  • Terms
  • DCMA
  • Write For Us / Submit
Tech News, Magazine & Review WordPress Theme 2017
  • Tech
    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    120+ Best Creative Names for Team at Work

    120+ Best Creative Names for Team at Work

    Can You Repair Printed Circuit Board ?

    Mastering PCB Board Repair Comprehensive Guide

    Breaking Barriers Federal Inmate Texting Service

    Breaking Barriers Federal Inmate Texting Service

    transfer whatsapp from android to iphone

    How to Transfer WhatsApp from Android to iPhone!

    Understanding the Role of Humidity Chambers in Climate Testing

    Understanding the Role of Humidity Chambers in Climate Testing

    Everything You Get to Know About Movember Beard Memes

    Everything You Get to Know About Movember Beard Memes

    Best Book Recommendation Apps

    11 Best Book Recommendation Apps

    How to quickly divide or Split PDF files

    How to Quickly Divide or Split PDF Files

  • Gear
    • All
    • Camera
    • Laptop
    • Smartphone
    The New Galaxy Watch Ultra and Galaxy Ring Are Announced by Samsung

    The New Galaxy Watch Ultra and Galaxy Ring Are Announced by Samsung

    Exploring the Innovative Features of Pear Phones

    Exploring the Innovative Features of Pear Phones

    Latest Smart Home Gadgets for a Connected Life

    Latest Smart Home Gadgets for a Connected Life

    Eco-Friendly Products for Students

    Eco-Friendly Products for Students

    Essential Photography Equipment and Gadgets

    Mastering Your Shots: Essential Photography Equipment and Gadgets

    Level Up Your Game: Must-Have Gaming Gear!

    Level Up Your Game: Must-Have Gaming Gear!

    Trending Tags

    • Best iPhone 7 deals
    • Apple Watch 2
    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • iOS 10
    • iPhone 7
    • Sillicon Valley
  • Gaming
    Master the World of Online Gaming with the Best Gaming VPN

    Master the World of Online Gaming with 3 Best Gaming VPN

    7 Powerful Strategies to Overcome Video Game Addiction and Reclaim Your Life

    7 Powerful Strategies to Overcome Video Game Addiction and Reclaim Your Life

    Powerful Ways Xbox Cloud Gaming is Revolutionizing the Gaming World

    5 Powerful Ways Xbox Cloud Gaming is Revolutionizing the Gaming World

    9 Best Alternative Games Like Kahoot

    9 Best Alternative Games Like Kahoot

    The Top 8 Free Bubble Shooter Games for Endless Entertainment

    The Top 8 Free Bubble Shooter Games for Endless Entertainment

    Cloud Gaming Revolution: How Streaming is Changing the Future of Gaming

    Cloud Gaming Revolution: How Streaming is Changing the Future of Gaming

  • Crypto
    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    120+ Best Creative Names for Team at Work

    120+ Best Creative Names for Team at Work

    Can You Repair Printed Circuit Board ?

    Mastering PCB Board Repair Comprehensive Guide

    Breaking Barriers Federal Inmate Texting Service

    Breaking Barriers Federal Inmate Texting Service

    transfer whatsapp from android to iphone

    How to Transfer WhatsApp from Android to iPhone!

    Understanding the Role of Humidity Chambers in Climate Testing

    Understanding the Role of Humidity Chambers in Climate Testing

    Everything You Get to Know About Movember Beard Memes

    Everything You Get to Know About Movember Beard Memes

    Best Book Recommendation Apps

    11 Best Book Recommendation Apps

    How to quickly divide or Split PDF files

    How to Quickly Divide or Split PDF Files

  • Business
    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    120+ Best Creative Names for Team at Work

    120+ Best Creative Names for Team at Work

    Can You Repair Printed Circuit Board ?

    Mastering PCB Board Repair Comprehensive Guide

    Breaking Barriers Federal Inmate Texting Service

    Breaking Barriers Federal Inmate Texting Service

    transfer whatsapp from android to iphone

    How to Transfer WhatsApp from Android to iPhone!

    Understanding the Role of Humidity Chambers in Climate Testing

    Understanding the Role of Humidity Chambers in Climate Testing

    Everything You Get to Know About Movember Beard Memes

    Everything You Get to Know About Movember Beard Memes

    Best Book Recommendation Apps

    11 Best Book Recommendation Apps

    How to quickly divide or Split PDF files

    How to Quickly Divide or Split PDF Files

No Result
View All Result
Geeky Insider
  • Tech
    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    120+ Best Creative Names for Team at Work

    120+ Best Creative Names for Team at Work

    Can You Repair Printed Circuit Board ?

    Mastering PCB Board Repair Comprehensive Guide

    Breaking Barriers Federal Inmate Texting Service

    Breaking Barriers Federal Inmate Texting Service

    transfer whatsapp from android to iphone

    How to Transfer WhatsApp from Android to iPhone!

    Understanding the Role of Humidity Chambers in Climate Testing

    Understanding the Role of Humidity Chambers in Climate Testing

    Everything You Get to Know About Movember Beard Memes

    Everything You Get to Know About Movember Beard Memes

    Best Book Recommendation Apps

    11 Best Book Recommendation Apps

    How to quickly divide or Split PDF files

    How to Quickly Divide or Split PDF Files

  • Gear
    • All
    • Camera
    • Laptop
    • Smartphone
    The New Galaxy Watch Ultra and Galaxy Ring Are Announced by Samsung

    The New Galaxy Watch Ultra and Galaxy Ring Are Announced by Samsung

    Exploring the Innovative Features of Pear Phones

    Exploring the Innovative Features of Pear Phones

    Latest Smart Home Gadgets for a Connected Life

    Latest Smart Home Gadgets for a Connected Life

    Eco-Friendly Products for Students

    Eco-Friendly Products for Students

    Essential Photography Equipment and Gadgets

    Mastering Your Shots: Essential Photography Equipment and Gadgets

    Level Up Your Game: Must-Have Gaming Gear!

    Level Up Your Game: Must-Have Gaming Gear!

    Trending Tags

    • Best iPhone 7 deals
    • Apple Watch 2
    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • iOS 10
    • iPhone 7
    • Sillicon Valley
  • Gaming
    Master the World of Online Gaming with the Best Gaming VPN

    Master the World of Online Gaming with 3 Best Gaming VPN

    7 Powerful Strategies to Overcome Video Game Addiction and Reclaim Your Life

    7 Powerful Strategies to Overcome Video Game Addiction and Reclaim Your Life

    Powerful Ways Xbox Cloud Gaming is Revolutionizing the Gaming World

    5 Powerful Ways Xbox Cloud Gaming is Revolutionizing the Gaming World

    9 Best Alternative Games Like Kahoot

    9 Best Alternative Games Like Kahoot

    The Top 8 Free Bubble Shooter Games for Endless Entertainment

    The Top 8 Free Bubble Shooter Games for Endless Entertainment

    Cloud Gaming Revolution: How Streaming is Changing the Future of Gaming

    Cloud Gaming Revolution: How Streaming is Changing the Future of Gaming

  • Crypto
    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    120+ Best Creative Names for Team at Work

    120+ Best Creative Names for Team at Work

    Can You Repair Printed Circuit Board ?

    Mastering PCB Board Repair Comprehensive Guide

    Breaking Barriers Federal Inmate Texting Service

    Breaking Barriers Federal Inmate Texting Service

    transfer whatsapp from android to iphone

    How to Transfer WhatsApp from Android to iPhone!

    Understanding the Role of Humidity Chambers in Climate Testing

    Understanding the Role of Humidity Chambers in Climate Testing

    Everything You Get to Know About Movember Beard Memes

    Everything You Get to Know About Movember Beard Memes

    Best Book Recommendation Apps

    11 Best Book Recommendation Apps

    How to quickly divide or Split PDF files

    How to Quickly Divide or Split PDF Files

  • Business
    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    How Drones and 360-Degree Cameras Are Changing Bridal Photoshoots

    120+ Best Creative Names for Team at Work

    120+ Best Creative Names for Team at Work

    Can You Repair Printed Circuit Board ?

    Mastering PCB Board Repair Comprehensive Guide

    Breaking Barriers Federal Inmate Texting Service

    Breaking Barriers Federal Inmate Texting Service

    transfer whatsapp from android to iphone

    How to Transfer WhatsApp from Android to iPhone!

    Understanding the Role of Humidity Chambers in Climate Testing

    Understanding the Role of Humidity Chambers in Climate Testing

    Everything You Get to Know About Movember Beard Memes

    Everything You Get to Know About Movember Beard Memes

    Best Book Recommendation Apps

    11 Best Book Recommendation Apps

    How to quickly divide or Split PDF files

    How to Quickly Divide or Split PDF Files

Submit
Geeky Insider
No Result
View All Result

Deep learning can almost perfectly predict how ice forms

by Staff Writer
August 11, 2022
in Education
Reading Time: 3 mins read
Deep learning can almost perfectly predict how ice forms
Share on FacebookShare on Twitter

Researchers have used deep learning to model more precisely than ever before how ice crystals form in the atmosphere. Their paper, published this week in PNAS, hints at the potential to significantly increase the accuracy of weather and climate forecasting.

The researchers used deep learning to predict how atoms and molecules behave. First, models were trained on small-scale simulations of 64 water molecules to help them predict how electrons in atoms interact. The models then replicated those interactions on a larger scale, with more atoms and molecules. It’s this ability to precisely simulate electron interactions that allowed the team to accurately predict physical and chemical behavior. 

Table of Contents

Toggle
  • READ ALSO
  • Study: Autistic People Recognize Emotions Better Than Neurotypical in Cartoons
  • Feeding the world by AI, machine learning and the cloud

READ ALSO

How to protect yourself from phishing

Phishing: The nasty tricks of the cybercriminals – this is how they protect themselves

July 28, 2023
Idaho university murders - latest: Police admit errors and backtrack as they reveal other roommates were in home

Idaho university murders – latest: Police admit errors and backtrack as they reveal other roommates were in home

November 17, 2022

“The properties of matter emerge from how electrons behave,” says Pablo Piaggi, a research fellow at Princeton University and the lead author on the study. “Simulating explicitly what happens at that level is a way to capture much more rich physical phenomena.”

It’s the first time this method has been used to model something as complex as the formation of ice crystals, also known as ice nucleation. This is one of the first steps in the formation of clouds, which is where all precipitation comes from. 

Xiaohong Liu, a professor of atmospheric sciences at Texas A&M University who was not involved in the study, says half of all precipitation events—whether snow or rain or sleet—begin as ice crystals, which then grow larger and result in precipitation. If researchers could model ice nucleation more accurately, it could give a big boost to weather prediction overall.

Ice nucleation is currently predicted on the basis of laboratory experiments. Researchers collect data on ice formation under different laboratory conditions, and that data is fed into weather prediction models under similar real-world conditions. This method works well enough sometimes, but often it ends up being inaccurate because of the sheer number of variables involved in actual weather conditions. If even a few factors vary between the lab and the real world, the results can be quite different.

“Your data is only valid for a certain region, temperature, or kind of laboratory setting,” Liu says.

Predicting ice nucleation from the way electrons interact is much more precise, but it’s also very computationally expensive. It requires researchers to model at least 4,000 to 100,000 water molecules, and even on supercomputers, such a simulation could take years to run. Even that would only be able to model the interactions for 100 picoseconds, or 10-10 seconds—not long enough to observe the ice nucleation process.

Using deep learning, however, researchers were able to run the calculations in just 10 days. The time duration was also 1,000 times longer—still a fraction of a second, but just enough to see nucleation.

Of course, more accurate models of ice nucleation alone won’t make forecasting perfect, says Liu, since it is only a small though critical component of weather modeling. Other aspects are also important—understanding how water droplets and ice crystals grow, for example, and how they move and interact together under different conditions.

Still, the ability to more accurately model how ice crystals form in the atmosphere would significantly improve weather predictions, especially those involving whether and how much it’s likely to rain or snow. It could also aid climate forecasting by improving the ability to model clouds, which affect the planet’s temperature in complex ways.

Piaggi says future research could model ice nucleation when there are substances like smoke in the air, potentially improving the accuracy of models even more. Because of deep-learning techniques, it’s now possible to use electron interactions to model larger systems for longer periods of time.

“That has opened essentially a new field,” Piaggi says. “It’s already having and will have an even greater role in simulations in chemistry and in our simulations of materials.”

Source by www.technologyreview.com

Related Posts

Business Lessons You Should Learn
Business

The 8 Business Lessons You Should Learn

February 28, 2023
How to quickly divide or Split PDF files
Apps And Softwares

How to Quickly Divide or Split PDF Files

February 28, 2023
How to protect yourself from phishing
How To

Phishing: The nasty tricks of the cybercriminals – this is how they protect themselves

July 28, 2023
Idaho university murders - latest: Police admit errors and backtrack as they reveal other roommates were in home
Education

Idaho university murders – latest: Police admit errors and backtrack as they reveal other roommates were in home

November 17, 2022

Recommended.

Nigerian startup that stored its 'day-to-day operational budget' on FTX announces staff cuts  • TechCrunch

Nigerian startup that stored its ‘day-to-day operational budget’ on FTX announces staff cuts  • TechCrunch

November 15, 2022
How to Install and View Remote Server Administration Tools (RSAT) In Windows 11

How to Install and View Remote Server Administration Tools (RSAT) In Windows 11

October 15, 2022

Trending.

No Content Available
  • Home
  • About
  • Contact
  • Privacy
  • Terms
  • DCMA
  • Write For Us / Submit
Contact us for submission queries. editor[at]geekyinsider.com.
No Result
View All Result
  • Home
  • Review
  • Apple
  • Gaming
  • Gadget and Gear
    • Camera
    • Smartphone
  • Microsoft
  • Security