Featured Research

from universities, journals, and other organizations

Better Weather Predictions In An Avalanche Of Data

Date:
October 25, 2002
Source:
Texas A&M University
Summary:
Sometimes getting too much of a good thing may create more problems than not getting enough - especially when it comes to the weather. Just ask Texas A&M University atmospheric scientist Fuqing Zhang, whose ensemble weather forecasting research is burdened with trillions of bytes of real-time data.

COLLEGE STATION, October 23, 2002 - Sometimes getting too much of a good thing may create more problems than not getting enough - especially when it comes to the weather. Just ask Texas A&M University atmospheric scientist Fuqing Zhang, whose ensemble weather forecasting research is burdened with trillions of bytes of real-time data.

Related Articles


Zhang's quest, funded by a National Science Foundation grant of $295,500, is to find the best way to assimilate the most recent weather observation data for input into the latest computer forecasting models.

"Right now, we have good computer programs to help us forecast tomorrow's weather," Zhang said. "For example, the official U.S. weather forecast, issued by the National Center for Environmental Protection (NCEP), part of the National Oceanographic and Atmospheric Agency (NOAA), is completely computer generated, untouched, as it were, by human hands.

"The problem is that we have overwhelming amounts of data to put into such models," he continued. "We receive numbers on wind, water, temperature from surface weather stations, weather balloons, national Doppler radar coverage and satellites at rates that vary from minutes to hours to days. All this data is hard to integrate for computer input because it varies according to the different spatial, geographic and temporal scales over which it was collected. In addition, many of the measurements are indirect indicators of physical conditions.

"So, we need to come up with better ways to digest all this data in order to have immediate impacts on our daily weather predictions."

Zhang and his team of collaborators from NOAA, the National Center for Atmospheric Research (NCAR) and the University of Washington (Seattle) are hoping to help forecasting computers' data digestion processes through use of innovative statistical techniques permitting ensemble-based data assimilation.

"Ensemble-based data assimilation focuses on better ways to incorporate the uncertainties surrounding both yesterday's forecast and today's observations," Zhang said. "We sample the ways in which the previous day's forecast deviated from what really happened, and we sample the wealth of data available to us from the present 12 hour period. Then we use statistics to get the best estimate of current initial conditions for the computer forecasting models, which predict tomorrow's weather.

"Even given the problems of data sampling and uncertainty, new generation numerical weather prediction via computer simulations significantly outperforms human forecasters," he continued. "Now, innovative data assimilation techniques will not only take full advantage of current weather observations to make better daily weather forecasts, it will also provide guidance in designing next-generation weather observation networks."


Story Source:

The above story is based on materials provided by Texas A&M University. Note: Materials may be edited for content and length.


Cite This Page:

Texas A&M University. "Better Weather Predictions In An Avalanche Of Data." ScienceDaily. ScienceDaily, 25 October 2002. <www.sciencedaily.com/releases/2002/10/021024065648.htm>.
Texas A&M University. (2002, October 25). Better Weather Predictions In An Avalanche Of Data. ScienceDaily. Retrieved November 21, 2014 from www.sciencedaily.com/releases/2002/10/021024065648.htm
Texas A&M University. "Better Weather Predictions In An Avalanche Of Data." ScienceDaily. www.sciencedaily.com/releases/2002/10/021024065648.htm (accessed November 21, 2014).

Share This


More From ScienceDaily



More Earth & Climate News

Friday, November 21, 2014

Featured Research

from universities, journals, and other organizations


Featured Videos

from AP, Reuters, AFP, and other news services

Toyota's Hydrogen Fuel-Cell Green Car Soon Available in the US

Toyota's Hydrogen Fuel-Cell Green Car Soon Available in the US

AFP (Nov. 21, 2014) Toyota presented its hydrogen fuel-cell compact car called "Mirai" to US consumers at the Los Angeles auto show. The car should go on sale in 2015 for around $60.000. It combines stored hydrogen with oxygen to generate its own power. Duration: 01:18 Video provided by AFP
Powered by NewsLook.com
Google Announces Improvements To Balloon-Borne Wi-Fi Project

Google Announces Improvements To Balloon-Borne Wi-Fi Project

Newsy (Nov. 21, 2014) In a blog post, Google said its balloons have traveled 3 million kilometers since the start of Project Loon. Video provided by Newsy
Powered by NewsLook.com
5 Hot Months, 1 Warm Year And All The Arguments To Follow

5 Hot Months, 1 Warm Year And All The Arguments To Follow

Newsy (Nov. 21, 2014) The NOAA released statistics Thursday showing October was the fifth month this year with record temps and 2014 will likely be the hottest on record. Video provided by Newsy
Powered by NewsLook.com
Nations Pledge $9.3 Bn for Green Climate Fund

Nations Pledge $9.3 Bn for Green Climate Fund

AFP (Nov. 20, 2014) Nations meeting in Berlin pledge $9.3 billion (7.4 bn euros) for a climate fund to help poor countries cut emissions and prepare for global warming, just shy of a $10bn target. Duration: 00:46 Video provided by AFP
Powered by NewsLook.com

Search ScienceDaily

Number of stories in archives: 140,361

Find with keyword(s):
Enter a keyword or phrase to search ScienceDaily for related topics and research stories.

Save/Print:
Share:

Breaking News:

Strange & Offbeat Stories


Plants & Animals

Earth & Climate

Fossils & Ruins

In Other News

... from NewsDaily.com

Science News

Health News

Environment News

Technology News



Save/Print:
Share:

Free Subscriptions


Get the latest science news with ScienceDaily's free email newsletters, updated daily and weekly. Or view hourly updated newsfeeds in your RSS reader:

Get Social & Mobile


Keep up to date with the latest news from ScienceDaily via social networks and mobile apps:

Have Feedback?


Tell us what you think of ScienceDaily -- we welcome both positive and negative comments. Have any problems using the site? Questions?
Mobile: iPhone Android Web
Follow: Facebook Twitter Google+
Subscribe: RSS Feeds Email Newsletters
Latest Headlines Health & Medicine Mind & Brain Space & Time Matter & Energy Computers & Math Plants & Animals Earth & Climate Fossils & Ruins