Featured Research

from universities, journals, and other organizations

Ecology: As data flow, scientists advocate for quality control

Date:
August 6, 2013
Source:
USDA Forest Service - Northern Research Station
Summary:
Research ecologists make a case for incorporating automated quality control and quality assurance procedures in sensor networks.

Nicholas Grant, a hydrologist with the U.S. Forest Service, is pictured programming a NOAH IV Total Precipitation Gauge to collect and store total precipitation data every 15 minutes.
Credit: Iam Halm, U.S. Forest Service

As sensor networks revolutionize ecological data collection by making it possible to collect high frequency information from remote areas in real time, scientists with the U.S. Forest Service are advocating for automated quality control and quality assurance standards that will make that data reliable.

Related Articles


In an article published recently in the journal Bioscience, research ecologists John Campbell and Lindsey Rustad of the U.S. Forest Service's Northern Research Station and colleagues make a case for incorporating automated quality control and quality assurance procedures in sensor networks.

"In the not distant future, sensor networks will be the standard technique used to collect data on all kinds of ecosystems," said Michael T. Rains, Director of the Northern Research Station and Acting Director of the Forest Products Lab. "Science is the backbone of land management planning and decision-making, and standard quality procedures are essential to assure that data is not just available, but reliable."

In "Quantity is Nothing Without Quality," Campbell and colleagues discuss reasons why sensors fail and how failures can be minimized or circumvented. They also describe methods for detecting and flagging suspect data and procedures for incorporating corrective measures into data streams. The article suggests best practices and approaches for implementing automated quality assurance/quality control procedures.

As scientists with the Forest Services' Hubbard Brook Experimental Forest in the White Mountains, Campbell and Rustad know the promise and pitfalls of sensor networks.

"Extreme events are typically the most interesting and useful to evaluate, and those are the times when sensors often fail," said Campbell. "Raw data can be misleading if it does not properly characterize an event."

Co-authors on the report included John H. Porter, University of Virginia; ,Jeffrey R. Taylor, National Ecological Observatory Network, Inc.; Ethan W. Dereszynski, Oregon State University; James B. Shanley, U.S. Geological Survey; Corinna Gries, University of Wisconsin; Donald L. Henshaw, U.S. Forest Service; Mary E. Martin, University of New Hampshire; Wade. M. Sheldon, University of Georgia; and Emery R. Boose, Harvard University.

The article, "Quantity is Nothing without Quality: Automated QA/QC for Streaming Environmental Sensor Data," is available at: http://www.nrs.fs.fed.us/pubs/43678


Story Source:

The above story is based on materials provided by USDA Forest Service - Northern Research Station. Note: Materials may be edited for content and length.


Cite This Page:

USDA Forest Service - Northern Research Station. "Ecology: As data flow, scientists advocate for quality control." ScienceDaily. ScienceDaily, 6 August 2013. <www.sciencedaily.com/releases/2013/08/130806091821.htm>.
USDA Forest Service - Northern Research Station. (2013, August 6). Ecology: As data flow, scientists advocate for quality control. ScienceDaily. Retrieved January 29, 2015 from www.sciencedaily.com/releases/2013/08/130806091821.htm
USDA Forest Service - Northern Research Station. "Ecology: As data flow, scientists advocate for quality control." ScienceDaily. www.sciencedaily.com/releases/2013/08/130806091821.htm (accessed January 29, 2015).

Share This


More From ScienceDaily



More Earth & Climate News

Thursday, January 29, 2015

Featured Research

from universities, journals, and other organizations


Featured Videos

from AP, Reuters, AFP, and other news services

Scientists Say Earliest Snakes Lived Alongside The Dinosaurs

Scientists Say Earliest Snakes Lived Alongside The Dinosaurs

Newsy (Jan. 28, 2015) Wrongly categorized as lizard fossils, snake fossils now show the reptile could have developed earlier than we thought — 70 million years earlier. Video provided by Newsy
Powered by NewsLook.com
Time Lapse: Sculptures Created from 30 Tons of Snow

Time Lapse: Sculptures Created from 30 Tons of Snow

Rumble (Jan. 28, 2015) Students in North Finland use 30 tons of snow and one ton of ice to build a massive photography display and sculpture installation. Five days of work condensed into a one-minute time lapse! Video provided by Rumble
Powered by NewsLook.com
Aquaponics Turn Suburban Industrial Park Into Farmland: Hume

Aquaponics Turn Suburban Industrial Park Into Farmland: Hume

The Toronto Star (Jan. 27, 2015) Ancient techniques of growing greens with fish and water are well ahead of Toronto bylaws. Video provided by The Toronto Star
Powered by NewsLook.com
Madagascar Locust Plague Could Mean Famine For Millions

Madagascar Locust Plague Could Mean Famine For Millions

Newsy (Jan. 27, 2015) The Food and Agriculture Organization says millions could face famine in Madagascar without more funding to finish locust eradication efforts. Video provided by Newsy
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