Weather Data Collection, Management, and Availability
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- Ambrose Wilkinson
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1 Weather Data Collection, Management, and Availability 1
2 Renee Walton Earned Bachelor s and Master s of Science in Meteorology at ISU ( ) Worked as development meteorologist at the Aviation Weather Center in Kansas City ( ) Currently improving weather data collection and handling for G2F (July 2016 present) Implemented standards for weather station use Developed system for weather data collection and curation 2
3 Outline Weather data collection: Station placement and setup Station maintenance Data management Data availability 3
4 In the field or near the field? May July 15 July 15 Sept 9 Sept 9 - harvest Wind speed (m/s) YES we want to capture the environment the corn is experiencing NO in-field measurements compromise some variables NO experiment setup varies greatly NO observations are nearly impossible to quality check YES creates consistency by placing all stations a set distance from field YES allows data to undergo quality check YES provides data expected by crop modelers Date 4
5 Compromise All weather stations should be placed outside the field Test the use of two stations: one outside the field and one in-field Data will be analyzed to see if there is a significant difference 5
6 2017 Standard Operating Procedure 6
7 2017 Standard Operating Procedure 7
8 Outline Weather data collection: Station placement and setup Station maintenance Data management Data availability 8
9 Annual maintenance Improve longevity of the station Increase measurement accuracy Maintain consistency 9
10 In-season checklist Increase longevity of the station Increase measurement accuracy Catch sensor failure before end of season 10
11 Outline Weather data collection: Station placement and setup Station maintenance Data management Data availability 11
12 Curation methods Raw data Developed script to identify and remove errant data points Consult World Meteorological Organization (WMO) guidelines for quality control 1 Compare to nearby, reliable weather stations 1. World Meteorological Organization, 2004: Guidelines on Quality Control Procedures for Data from Automatic Weather Stations. 12
13 Curation methods Visually inspect data to determine if flagged observations should be removed Calibrate wind direction as necessary 13
14 Curation methods Compile two different data sets for release Calibrated data includes nearby quality control data and calibrated wind direction as necessary Clean data no data altered, only eliminated 14
15 Outline Weather data collection: Station placement and setup Station maintenance Data management Data availability 15
16 Weather data progress 2014 weather data weather data DOI in progress 2016 weather data curation of received data is complete REMINDER: Read the 2017 Standard Operating Procedure and contact us at with any questions 16
17 Principal Investigators who grew GxE trials in Martin Bohn (UIUC) Joe Knoll (ARS - UGA) Oscar Rodriguez (UNL) Ed Buckler (ARS - Cornell) Ignacio Ciampitti (KSU) Jode Edwards (ARS - ISU) Sherry Flint-Garcia (ARS) Christopher Graham (SDSU) Mike Gore (Cornell) Candy Hirsch (UMN) Jim Holland (ARS - NCSU) Elizabeth Hood (AR-State) David Hooker (Guelph) Fiona Goggin (Univ AR) Shawn Kaeppler (UW) G X E Cooperators Judith Kolkman (Cornell) Greg Kruger (UNL) Nick Lauter (ARS - ISU) Liz Lee (Guelph) Natalia de Leon (UW) Sanzhen Liu (KSU) Argelia Lorence (AR-State) Aaron Lorenz (UMN) Jonathan Lynch (PSU) Steve Moose (UIUC) Seth Murray (TAMU) Rebecca Nelson (Cornell) Torbert Rocheford (Purdue) Cinta Romay (Cornell) James Schnable (UNL) Pat Schnable (ISU) Brian Scully (ARS) Rajandeep Sekhon (Clemson) Margaret Smith (Cornell) Nathan Springer (UMN) Kurt Thelen (MSU) Peter Thomison (OSU) Mitch Tuinstra (Purdue) Jason Wallace (UGA) Randy Wisser (UDel) Wenwei Xu (TAMU) 17
18 Genomes To Fields Collaborators G2F Executive Committee members *GxE Coordinating Groups ~ G2F co-lead Naser Alkhalifah (ISU) Martin Bohn (UIUC)* Ed Buckler (ARS) Darwin Campbell (ISU)* Ignacio Ciampitti (KSU) James Clohessy (Cornell) Liang Dong (ISU) Jode Edwards (ARS)* David Ertl (IA Corn)* Sherry Flint-Garcia (ARS)* Joseph Gage (UW) Jack Gardiner (ISU)* Fiona Goggin (Univ AR) Byron Good (Guelph) Mike Gore (Cornell) Christopher Graham (SDSU) Patricio Grassini (UNL) Jerry Hatfield (ARS) Candy Hirsch (UMN) Jim Holland (ARS) Elizabeth Hood (AR-State) David Hooker (Guelph) Diego Jarquin (UNL)* Shawn Kaeppler (UW) Joe Knoll (ARS) Judith Kolkman (Cornell) Greg Kruger (UNL) Nick Lauter (ARS) Carolyn Lawrence-Dill (ISU)* Liz Lee (Guelph)* Zhizhai Liu (TAMU) Natalia de Leon (UW)* ~ Alex Lipka (UIUC) Argelia Lorence (AR-State) Aaron Lorenz (UMN)* Jonathan Lynch (PSU) Nathan Miller (UW) Steve Moose (UIUC) Seth Murray (TAMU)* Rebecca Nelson (Cornell) Torbert Rocheford (Purdue) Oscar Rodriguez (UNL) Cinta Romay (Cornell)* Emily Rothfusz (UW)* James Schnable (UNL) Pat Schnable (ISU) ~ Brian Scully (ARS) Rajandeep Sekhon (Clemson) Kevin Silverstein (UMN) Margaret Smith (Cornell) Edgar Spalding (UW) Nathan Springer (UMN) Srikant Srinivasan (ISU)* Yiwei Sun (ISU)* Kurt Thelen (MSU) Peter Thomison (OSU) Kelly Thorp (ARS) Mitch Tuinstra (Purdue) Jason Wallace (UGA) Renee Walton (ISU) Rod Williamson (IA Corn) Randy Wisser (UDel)* Wenwei Xu (TAMU) Cheng-Ting Yeh (ISU) Jianming Yu (ISU) 18
19 Genomes To Fields Sponsors 19
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