Helicoverpa zea Trends from the Northeast: Suggestions Towards Collaborative Mapping of Migration and Pyrethroid Susceptibility

Size: px
Start display at page:

Download "Helicoverpa zea Trends from the Northeast: Suggestions Towards Collaborative Mapping of Migration and Pyrethroid Susceptibility"

Transcription

1 2007 Plant Management Network. Accepted for publication 14 November Published. Helicoverpa zea Trends from the Northeast: Suggestions Towards Collaborative Mapping of Migration and Pyrethroid Susceptibility Shelby Fleischer, Department of Entomology, The Pennsylvania State University, University Park 16802; Greg Payne, Department of Biology, State University of West Georgia, Carrollton 30116; Thomas Kuhar, Department of Entomology, Eastern Shore Agricultural Research & Extension Center, Virginia Tech, Painter 23420; Ames Herbert, Jr., and Sean Malone, Tidewater Agricultural Research and Extension Center, Virginia Tech, Suffolk 23437; Joanne Whalen, Extension IPM Specialist, University of Delaware, Georgetown 19947; Galen Dively, Entomology Department, University of Maryland, College Park 20742; David Johnson, Southeast Agricultural Research and Extension Center, Department of Crop and Soil Sciences, Pennsylvania State University, Landisville 17538; Jo Anna Hebberger, Pennsylvania State University, University Park 16802; Joe Ingerson-Mahar, Cooperative Extension, and Kristian Holmstrom, New Jersey Agricultural Experiment Station, Rutgers University, New Brunswick, NJ 08901; and Doug Miller, Department of Geography, and Scott Isard, Department of Plant Pathology, Pennsylvania State University, University Park [* see Erratum] Corresponding author: Shelby Fleischer. Fleischer, S., Payne, G., Kuhar, T., Herbert, A., Jr., Malone, S., Whalen, J., Dively, G., Johnson, D., Hebberger, J. A., Ingerson-Mahar, J., Miller, D., and Isard, S Helicoverpa zea trends from the Northeast: Suggestions towards collaborative mapping of migration and pyrethroid susceptibility. Online. doi: /php RV. Abstract In the northeastern US, sweet corn is attacked by three lepidopterans, two of which are primarily migrants from the south. Knowledge about when and where these immigrants arrive can dramatically reduce insecticide inputs. We discuss progress on monitoring for pyrethroid resistance in one of the migrants, Helicoverpa zea, and in developing interactive cartography for regional monitoring of migratory lepidopterans in the northeastern US. Introduction In the northeastern US, sweet corn is attacked regularly by three lepidopterans: corn earworm, Helicoverpa zea (Lepidoptera: Noctuidae), European corn borer, Ostrinia nubilalis (Lepidoptera: Crambidae), and fall armyworm, Spodoptera frugiperda (Lepidoptera: Noctuidae). Growers typically spray insecticides (usually pyrethroids) multiple times to protect ears from damage. Corn earworm populations in the southern US have recently shown dramatic reductions in susceptibility (2), and we hypothesized that emigrants from southern populations showing increased tolerance to pyrethroids could affect insect pest control in the Northeast. Two of these species, H. zea and S. frugiperda, are primarily immigrants from the south. Knowledge about when and where these immigrants arrive each season can dramatically reduce insecticide inputs. Unfortunately, because of the farm and crop diversity, spatial segregation of farms, and the smaller size of many farms in the Northeast, traditional Integrated Pest Management (IPM) monitoring programs such as field scouting can be a logistic and economic challenge. Moreover, a crop-consultant infrastructure does not exist in many

2 areas. Regional monitoring may therefore provide advance warning of migration of the noctuid species. Here, we discuss progress on monitoring for pyrethroid resistance in corn earworm, and in developing interactive cartography for regional monitoring of migratory lepidopterans in the northeastern US. Corn Earworm Pyrethroid Susceptibility in the Northeast Since 2001, we have evaluated corn earworm populations from five states (Delaware, Maryland, Pennsylvania, New Jersey, and Virginia) for susceptibility to the pyrethroid cypermethrin using the adult vial test (AVT) bioassay described for tobacco budworm, H. virescens (2,3). Moths were collected from pheromone traps (wire cone or Scentry traps baited with H. zea lures), or were reared from larvae collected from corn ears in the field. Adults were held in cages for 24 h with sugar water prior to the bioassay. The insides of clean, borosilicate glass scintillation vials (20 ml) were coated with a residue of technical grade cypermethrin (94.4% pure, FMC Corp., Princeton, NJ). The concentrations were 5 µg and 10 µg of cypermethrin per vial. Control vials were treated with acetone alone. One moth was placed in each vial and the vials were capped loosely. The vials containing the moths were held at room temperature (about 24 C) and mortality recorded 24 h after the test was initiated. More than 22,000 moths were bioassayed in the five states from 2003 to Data have been initially summarized as histograms showing moths collected from pheromone traps as the default histogram bars, and moths reared from field-collected larvae labeled as "larvae" in the histograms. Here, we present those histograms from the two geographic extremes of our survey: Eastern Shore of Virginia (Fig. 1) and Pennsylvania (Fig. 2), and briefly discuss patterns from all sites. Work currently underway includes final error-checking of the large database, and statistical analyses for spatial and temporal patterns of survivorship rates. Fig. 1. Virginia-Eastern Shore corn earworm moth survival after 24-h exposure to concentrations of cypermethrin in scintillation vials (data courtesy of Thomas Kuhar, Virginia Tech).

3 Fig. 2. Pennsylvania corn earworm moth survival after 24-h exposure to concentrations of cypermethrin in scintillation vials (data courtesy of Shelby Fleischer, Pennsylvania State University). The graphical patterns suggest that survival of pheromone-trap-collected moths has been relatively low in the cypermethrin-treated vials. At the 5 µg rate, survivorship ranged from 0 to 17% in the Eastern Shore of Virginia (Fig. 1), and 0 to 8% in Pennsylvania (Fig. 2). However, at this low rate, most locations recorded survival during each of the three years, with the highest survival rates (33% in 2003, 17% in 2004, and 18% in 2005) occurring in the southernmost states sampled. Survival at the 10 µg cypermethrin rate was even lower: from 0 to 11% in the Eastern Shore of Virginia, and 0 to 3% in Pennsylvania (Fig. 2). However, at least some survival at the 10 µg rate has been consistently recorded throughout the southernmost states sampled (i.e., in Virginia, Delaware, and Maryland with 7 of 10 sites in 2003, 5 out of 9 sites in 2004, and 6 out of 9 sites in 2005). Dramatic increases were evident in the survival of adults reared from fieldcollected larvae relative to those collected from pheromone traps. These increases are evident for both rates in Eastern Virginia (reaching 41% at the 5-µg rate in 2004, Fig. 1), and the 5-µg rate in Pennsylvania (reaching 27% in 2005, Fig. 2). Preliminary estimation using moths reared from field-collected larvae, averaged across locations and years, show 31% survival at the 5 µg rate and 11% survival at the 10-µg rate. Our results suggest that pyrethroid-resistant corn earworms occur in the northeastern US each year. Monitoring for pyrethroid resistance in these populations should be continued, with methods modified to better understand the variation associated with dose and bioassay methods, and how they relate to field efficacy. Mapping Migratory Lepidopterans in the Northeast We organized monitoring data from state-level IPM programs, individual faculty research programs, and state Departments of Agriculture (Fig. 3) into a regional monitoring network. We focused on developing information technology products for interactive cartography of dynamic pest-density data. We started with information technology tools that required manual efforts to make text and graphic files from approximately 99 sites on a daily basis, and hyperlinked these files into a webpage. This resulted in classified postings of weekly average trap catch, with the points hyperlinked to a graph depicting the catch time series at that site (Fig. 4). Specifically, in the early part of the project, Delphi and Map Objects applications created maps and time-series graphics for each site and an automated web editor hyperlinked all into "clickable maps" web pages. Later, we

4 re-designed the information technologies to support multi-scaling and dynamic querying and visualization. This was accomplished by moving from a technology that relied on hyperlinking independent text and graphic files to a MacroMedia Flash application (Fig 5). This was needed to grow geographically, improve spatial resolution, and integrate visualizations through animation. We initialized this migration in 2002 and fully implemented it in Fig. 3. Collaborators and organizations collaborating for regional monitoring of corn earworm, fall armyworm, and European corn borer in the mid-atlantic and northeastern states. Fig. 4. "Clickable maps" enabling viewers to see a spatial representation of trap catch as classified postings, with each posting hyperlinked to the timeseries at that site.

5 Fig. 5. The "Pestwatch" interface to pest monitoring data, merging simple GIS functionality to data at each point in time with temporal views accessible as animation controls. This interface is available at the "Interactive Maps" tab at By 2005, moth trap catch data were collected from eight states (Virginia, Maryland, Delaware, Pennsylvania, New Jersey, New York, Massachusetts, and Maine), and included approximately 250 sites. An Active Server Pages (ASP) application enables web-based data capture into MS Access relational databases. The current "PestWatch" (Fig. 9) ports the data into MySQL, and uses MacroMedia Flash to visualize changes over time as animations, while individual dates can be seen as still frames with linked time-series graphics. The default (Fig. 5) displays the last created corn earworm map and GIS functionality is provided through a small set of graphical function buttons. The website can be accessed at The "Interactive Maps" tab at this website brings the user to the Pestwatch visualization of the spatial and temporal data, and scrolling to the time points during July through August typically provides the most reporting data sites with the greatest spatial variation. The major corn earworm moth migration into the Northeast has varied by as much as a month. For example, in 2002, the southern US experienced drought conditions in spring and summer, and we observed and reported in near realtime the much higher and earlier migration into the Northeast compared to other recent years, such as 2005 (Fig. 6).

6 Fig. 6. A comparison of corn earworm immigration in 2002 and 2005 at approximately the same point in time. Histogram insert shows a frequency distribution of average daily trap catch at ~250 sites. We are hoping to expand this collaboration into the Midwestern states, and add an aerobiology modeling component such as that developed for soybean rust (1). A regional monitoring network coupled with an aerobiology modeling forecast system is similar to a "Pest Information Platform for Extension and Education (PIPE)" concept, which was originally proposed by Isard and Russo as an expansion of their USDA Soybean Rust Information System (1). In October 2005, Agriculture Secretary Johanns announced funding for a "Pest Information Platform for Extension and Education" (PIPE) (4). We can envision that a similar approach could help predict major immigration of migrant insect species of economic importance. Literature Cited 1. Isard, S. A., Gage, S. H., Comtois, P., and Russo, J. M Principles of the atmospheric pathway for invasive species applied to soybean rust. BioScience 55: Payne, G. T., Adamcyzk, J., Bacheler, J. S., Bagwell, R. D., Brister, C., Boyd, M. L., Freeman, B. L., Herbert, A., Herzog, G. A., Johnson, D. R., Layton, M. B., Lentz, G., Leonard, B. R., Liu, N., Martin, S. H., Pietrantonio, P. V., Roof, M. E., Sprenkel, R. K., Sullivan, M. J., Van Duyn, J. W., and Weeks, J. R Status of bollworm, Helicoverpa zea, susceptibility to pyrethroids in the mid-south and southeast: Cotton Incorporated/IRAC-US update. Proc. of the Beltwide Cotton Prod. Res. Conf., National Cotton Council, Memphis, TN. 3. Plapp, F. W., Jacjman, J. A., Campanhola, C., Frisbie, R. E., Graves, J. B., Lutrell, R. G., Kitten, W. F., and Wall, M Monitoring and management of pyrethroid resistance in tobacco budworm (Lepidoptera: Noctuidae) in Texas, Mississippi, Louisiana, Arkansas, and Oklahoma. J. Econ. Entomol. 83: USDA USDA expands national soybean rust risk management tool. News release no USDA, Washington, DC. *Erratum A correction was made to the list of authors on 25 February Previously, Kristian Holmstrom had been inadvertently excluded.

Ontario Western Bean Cutworm Trap Network

Ontario Western Bean Cutworm Trap Network Ontario Western Bean Cutworm Trap Network Purpose: To provincially coordinate the monitoring of Western Bean Cutworm (WBC) and disseminating timely management recommendations for this new emerging pest

More information

Cotton Insect Losses 1991

Cotton Insect Losses 1991 Cotton Insect Losses 1991 Compiled for National Cotton Council Robert B. Head, Chairman Cooperative Extension Service Mississippi State University Mississippi State, MS State Coordinators Alabama -- Dr.

More information

INSECT MANAGEMENT IN SWEET CORN Shelby J. Fleischer Department of Entomology, Penn State University, University Park, PA 16802

INSECT MANAGEMENT IN SWEET CORN Shelby J. Fleischer Department of Entomology, Penn State University, University Park, PA 16802 INSECT MANAGEMENT IN SWEET CORN Shelby J. Fleischer Department of Entomology, Penn State University, University Park, PA 16802 As a region, the northeastern states lead the nation in fresh-market sweet

More information

What is insect forecasting, and why do it

What is insect forecasting, and why do it Insect Forecasting Programs: Objectives, and How to Properly Interpret the Data John Gavloski, Extension Entomologist, Manitoba Agriculture, Food and Rural Initiatives Carman, MB R0G 0J0 Email: jgavloski@gov.mb.ca

More information

Improving our Understanding of Helicoverpa zea Migration in the Midwest: Assessment of Source Populations

Improving our Understanding of Helicoverpa zea Migration in the Midwest: Assessment of Source Populations 2007 Plant Management Network. Accepted for publication 5 September 2006. Published. Improving our Understanding of Helicoverpa zea Migration in the Midwest: Assessment of Source Populations Michael A.

More information

The European corn borer [Ostrinia nubilalis

The European corn borer [Ostrinia nubilalis The Journal of Cotton Science 9:199 203 (2005) http://journal.cotton.org, The Cotton Foundation 2005 199 ARTHROPOD MANAGEMENT The Impact of Transgenic Cottons Expressing One or Two Proteins from Bacillus

More information

An assessment of the risk of aerial transport of rust pathogens to the Western Hemisphere and within North America

An assessment of the risk of aerial transport of rust pathogens to the Western Hemisphere and within North America An assessment of the risk of aerial transport of rust pathogens to the Western Hemisphere and within North America Scott A. Isard Departments of Plant Pathology and Meteorology Pennsylvania State University

More information

PERFORMANCE OF NATURAL ENEMIES REARED ON ARTIFICIAL DIETS J.E. Carpenter 1 and S. Bloem 2 1

PERFORMANCE OF NATURAL ENEMIES REARED ON ARTIFICIAL DIETS J.E. Carpenter 1 and S. Bloem 2 1 Performance of natural enemies reared on artificial diets 143 PERFORMANCE OF NATURAL ENEMIES REARED ON ARTIFICIAL DIETS J.E. Carpenter 1 and S. Bloem 2 1 U.S. Department of Agriculture, Agricultural Research

More information

Regional Variability in Crop Specific Synoptic Forecasts

Regional Variability in Crop Specific Synoptic Forecasts Regional Variability in Crop Specific Synoptic Forecasts Kathleen M. Baker 1 1 Western Michigan University, USA, kathleen.baker@wmich.edu Abstract Under climate change scenarios, growing season patterns

More information

Monitoring: Spore Trapping. Presenter John Rupe

Monitoring: Spore Trapping. Presenter John Rupe Monitoring: Spore Trapping Presenter John Rupe Projects Florida SBR Collection Network UF, UI, USDA-ARS Dry and rain deposition Syngenta Spore Trap Network Syngenta, UA Dry deposition Detection of SBR

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update The next will be published November 13, 2018, due to the Veteran s Day holiday on Monday. Corn Harvesting Progress 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% 9/9 9/16 9/23 9/30 10/7

More information

Texas Is the Overwintering Source of Fall Armyworm in Central Pennsylvania: Implications for Migration Into the Northeastern United States

Texas Is the Overwintering Source of Fall Armyworm in Central Pennsylvania: Implications for Migration Into the Northeastern United States POPULATION ECOLOGY Texas Is the Overwintering Source of Fall Armyworm in Central Pennsylvania: Implications for Migration Into the Northeastern United States RODNEY N. NAGOSHI, 1,2 SHELBY FLEISCHER, 3

More information

Cloud Computing Technology for Precision Nitrogen Management in Corn

Cloud Computing Technology for Precision Nitrogen Management in Corn Cornell Adapt-N Training Webinar: Cloud Computing Technology for Precision Nitrogen Management in Corn 4/3/2014 Presenters: Bianca Moebius-Clune, Greg Levow, & Harold van Es 10:30-11:00am ET/ 9:30-10:00CT:

More information

2011 National Seasonal Assessment Workshop for the Eastern, Southern, & Southwest Geographic Areas

2011 National Seasonal Assessment Workshop for the Eastern, Southern, & Southwest Geographic Areas 2011 National Seasonal Assessment Workshop for the Eastern, Southern, & Southwest Geographic Areas On January 11-13, 2011, wildland fire, weather, and climate met virtually for the ninth annual National

More information

Transgenic cottons that express crystalline (Cry)

Transgenic cottons that express crystalline (Cry) The Journal of Cotton Science 15:251 259 (211) http://journal.cotton.org, The Cotton Foundation 211 251 ARTHROPOD MANAGEMENT Field Performance and Seasonal Efficacy Profiles of Transgenic Cotton Lines

More information

An Online Platform for Sustainable Water Management for Ontario Sod Producers

An Online Platform for Sustainable Water Management for Ontario Sod Producers An Online Platform for Sustainable Water Management for Ontario Sod Producers 2014 Season Update Kyle McFadden January 30, 2015 Overview In 2014, 26 weather stations in four configurations were installed

More information

Grape Root Borer Summer 2005

Grape Root Borer Summer 2005 Grape Root Borer Summer 2005 Oscar E. Liburd & Craig Roubos Entomology and Nematology Dept. University of Florida Grape Root Borer Vitacea polistiformis (Harris) Scott Weihman, University of Florida Grape

More information

Current Position: Senior Research Fellow, Vegetable IPM

Current Position: Senior Research Fellow, Vegetable IPM Current Position: Senior Research Fellow, Vegetable IPM Address: 219 Hodson Hall, 1980 Folwell Ave. University of Minnesota St. Paul, MN 55108-6125 Ph.# (612)-624-3670 Fax# (612)-625-5299 burkn001@umn.edu

More information

Application of the Integrated Aerobiology Modeling System to Soybean Rust Forecasting in 2006

Application of the Integrated Aerobiology Modeling System to Soybean Rust Forecasting in 2006 Application of the Integrated Aerobiology Modeling System to Soybean Rust Forecasting in 2006 Scott A. Isard Penn State University & Joseph M. Russo ZedX Inc. Integrated Aerobiology Modeling System (IAMS)

More information

New Educators Campaign Weekly Report

New Educators Campaign Weekly Report Campaign Weekly Report Conversations and 9/24/2017 Leader Forms Emails Collected Text Opt-ins Digital Journey 14,661 5,289 4,458 7,124 317 13,699 1,871 2,124 Pro 13,924 5,175 4,345 6,726 294 13,086 1,767

More information

Degree-days and Phenology Models

Degree-days and Phenology Models Page 1 of 14 Degree-days and Phenology Models Using the UC IPM Degree-day Calculator Specify source of temperature data Data from UC IPM weather database Data from your file Data you enter online Run models

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update Corn Crop Condition Percent of Acreage Rated Good or Excellent 85 80 75 70 65 60 55 50 45 As of September 9, USDA rates the crop at 68% good to excellent. The rating is up one point

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update Corn Crop Condition Percent of Acreage Rated Good or Excellent 85 80 75 70 65 60 55 50 45 The U.S. corn crop was rated 69% good-to-excellent on September 23, up 1% from week-ago,

More information

Hourly Precipitation Data Documentation (text and csv version) February 2016

Hourly Precipitation Data Documentation (text and csv version) February 2016 I. Description Hourly Precipitation Data Documentation (text and csv version) February 2016 Hourly Precipitation Data (labeled Precipitation Hourly in Climate Data Online system) is a database that gives

More information

A. Geography Students know the location of places, geographic features, and patterns of the environment.

A. Geography Students know the location of places, geographic features, and patterns of the environment. Learning Targets Elementary Social Studies Grade 5 2014-2015 A. Geography Students know the location of places, geographic features, and patterns of the environment. A.5.1. A.5.2. A.5.3. A.5.4. Label North

More information

Insecticide resistance experiments

Insecticide resistance experiments Applied Crop Protection 2015 IX Insecticide resistance experiments Caroline Kaiser, Dorte H. Højland, Karl-Martin V. Jensen and Michael Kristensen Insecticide resistance is less of an issue than that of

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update Corn Crop Condition Percent of Acreage Rated Good or Excellent 85 80 75 70 65 60 55 50 45 Corn condition this week is the same as the last two weeks in the good/excellent category,

More information

Using NEWA Resources in a Vineyard IPM Strategy. Tim Weigle and Juliet Carroll NYS IPM Program, Cornell Cooperative Extension

Using NEWA Resources in a Vineyard IPM Strategy. Tim Weigle and Juliet Carroll NYS IPM Program, Cornell Cooperative Extension Using NEWA Resources in a Vineyard IPM Strategy Tim Weigle and Juliet Carroll NYS IPM Program, Cornell Cooperative Extension Historically, control practices for vineyard pests in the eastern United States

More information

2017 UVM-CPS Orchard Monitoring Project

2017 UVM-CPS Orchard Monitoring Project 2017 UVM-CPS Orchard Monitoring Project S A R A H K I N G S L E Y - R I C H A R D S U N I V E R S I T Y O F V E R M O N T 122 ND A N N U A L V T F G A & U V M A P P L E P R O G R A M A N N U A L M E E

More information

Table 1. August average temperatures and departures from normal ( F) for selected cities.

Table 1. August average temperatures and departures from normal ( F) for selected cities. Climate Summary for Florida August 2016 Prepared by Lydia Stefanova and David Zierden Florida Climate Center, The Florida State University, Tallahassee, Florida Online at: http://climatecenter.fsu.edu/products-services/summaries

More information

ANNUAL REPORT SUGARCANE ENTOMOLOGY

ANNUAL REPORT SUGARCANE ENTOMOLOGY ALL INDIA CO-ORDINATED RESEARCH PROJECT ON SUGARCANE Pyrilla perpusillla ANNUAL REPORT SUGARCANE ENTOMOLOGY 2012-13 SUGARCANE SECTION DEPARTMENT OF PLANT BREEDING AND GENETICS PAU, LUDHIANA ANNUAL REPORT

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update This is our last for the 2018 planting, growing and harvesting seasons. USDA will publish their Crop Progress Report again in April 2019, and we will continue our coverage sometime

More information

Climate Change Impact on Air Temperature, Daily Temperature Range, Growing Degree Days, and Spring and Fall Frost Dates In Nebraska

Climate Change Impact on Air Temperature, Daily Temperature Range, Growing Degree Days, and Spring and Fall Frost Dates In Nebraska EXTENSION Know how. Know now. Climate Change Impact on Air Temperature, Daily Temperature Range, Growing Degree Days, and Spring and Fall Frost Dates In Nebraska EC715 Kari E. Skaggs, Research Associate

More information

Landscape Effects on Pest Management Clint Allen Ryan Jackson USDA-ARS-SIMRU

Landscape Effects on Pest Management Clint Allen Ryan Jackson USDA-ARS-SIMRU Landscape Effects on Pest Management Clint Allen Ryan Jackson USDA-ARS-SIMRU Clint Allen Ryan Jackson USDA-ARS-SIMRU MS crop acreage harvested 7 Corn Cotton Peanuts Rice Sorghum Soybean Sweetpotato 6 5

More information

SURVIVAL AND DEVELOPMENT OF AMERICAN BOLLWORM (HELICOVERPA ARMIGERA HUBNER) ON TRANSGENIC BT COTTON

SURVIVAL AND DEVELOPMENT OF AMERICAN BOLLWORM (HELICOVERPA ARMIGERA HUBNER) ON TRANSGENIC BT COTTON Indian J. Agric. Res.., 48 (3) 177-184, 2014 doi:10.5958/j.0976-058x.48.3.030 AGRICULTURAL RESEARCH COMMUNICATION CENTRE www.arccjournals.com SURVIVAL AND DEVELOPMENT OF AMERICAN BOLLWORM (HELICOVERPA

More information

Follow this and additional works at: Part of the Entomology Commons

Follow this and additional works at:   Part of the Entomology Commons Louisiana State University LSU Digital Commons LSU Doctoral Dissertations Graduate School 2008 Survival, growth, and behavior of Helicoverpa zea (Boddie) and Heliothis virescens (F.) (Lepidoptera: Noctuidae)

More information

Did we see the 2011 summer heat wave coming?

Did we see the 2011 summer heat wave coming? GEOPHYSICAL RESEARCH LETTERS, VOL. 39,, doi:10.1029/2012gl051383, 2012 Did we see the 2011 summer heat wave coming? Lifeng Luo 1 and Yan Zhang 2 Received 16 February 2012; revised 15 March 2012; accepted

More information

Light Brown Apple Moth Management in Nurseries

Light Brown Apple Moth Management in Nurseries Light Brown Apple Moth Management in Nurseries Steve Tjosvold University of California Cooperative Extension April 21, 2009 Watsonville, California IPM: Best Management Practices for Light Brown Apple

More information

Impact of Precipitation on the Performance of Insecticides

Impact of Precipitation on the Performance of Insecticides Impact of Precipitation on the Performance of Insecticides MGWIC 2008 Final Report John C. Wise¹, Christine VanderVoort², and Rufus Isaacs 3 Michigan State University, Trevor Nichols Research Complex Department

More information

SoilView: Development of a Custom GIS Application for Publishing Soil Surveys

SoilView: Development of a Custom GIS Application for Publishing Soil Surveys SoilView: Development of a Custom GIS Application for Publishing Soil Surveys Allan Johnson and Mike Wigginton Abstract Currently, digital soils information can be obtained from many sources. Numerous

More information

Meteorological Information for Locust Monitoring and Control. Robert Stefanski. Agricultural Meteorology Division World Meteorological Organization

Meteorological Information for Locust Monitoring and Control. Robert Stefanski. Agricultural Meteorology Division World Meteorological Organization Meteorological Information for Locust Monitoring and Control Robert Stefanski Agricultural Meteorology Division World Meteorological Organization Objectives of Workshop Presentation Meteorological requirements

More information

Single Pairs of Tobacco Budworm: Toxicity of Cypermethrin to Larvae and Adults

Single Pairs of Tobacco Budworm: Toxicity of Cypermethrin to Larvae and Adults Single Pairs of Tobacco Budworm: Toxicity of Cypermethrin to Larvae and Adults Dan A. Wolfenbarger 1, A. N. Sparks, Jr. 2, J. N. Norman, Jr. 2, and P. P. Lopez 3 1 55 CaRe Cenizo, Brownsville, Texas 78520

More information

A GEOGRAPHIC ASSESSMENT OF MAJOR DISASTER DECLARATIONS ACROSS THE LOWER 48 STATES

A GEOGRAPHIC ASSESSMENT OF MAJOR DISASTER DECLARATIONS ACROSS THE LOWER 48 STATES A GEOGRAPHIC ASSESSMENT OF MAJOR DISASTER DECLARATIONS ACROSS THE LOWER 48 STATES A summary report produced by the Southern Climate Impacts Planning Program (SCIPP) Author: James Hocker Southern Climate

More information

Michael B. Ek 1, Youlong Xia 1,2, Jesse Meng 1,2, and Jiarui Dong 1,2

Michael B. Ek 1, Youlong Xia 1,2, Jesse Meng 1,2, and Jiarui Dong 1,2 Michael B. Ek 1, Youlong Xia 1,2, Jesse Meng 1,2, and Jiarui Dong 1,2 1 Land-Hydrology Team Environmental Modeling Center (EMC) National Centers for Environmental Prediction (NCEP) National Weather Service

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update Corn Crop Condition Percent of Acreage Rated Good or Excellent 85 80 75 70 65 60 55 50 45 In its weekly Crop Progress Report for September 16, the USDA stated the 18-state average

More information

Monthly overview. Rainfall

Monthly overview. Rainfall Monthly overview 1 to 10 April 2018 Widespread rainfall continued to fall over most parts of the summer rainfall region during this period. Unseasonably good rain fell over the eastern half of the Northern

More information

Leveraging Existing and Future In-Situ Observational Networks

Leveraging Existing and Future In-Situ Observational Networks Leveraging Existing and Future In-Situ Observational Networks John Horel* Department of Atmospheric Sciences University of Utah john.horel@utah.edu * COI Disclosure: equity stake in Synoptic Data Corp.

More information

Weather and Climate Risks and Effects on Agriculture

Weather and Climate Risks and Effects on Agriculture Weather and Climate Risks and Effects on Agriculture Dr. Eric Snodgrass Official Journal of the Fluid Fertilizer Foundation Vol. 26, No. 2, Issue #100 DOWNLOAD Summary: So, what do we need to watch for?

More information

Correction to Spatial and temporal distributions of U.S. winds and wind power at 80 m derived from measurements

Correction to Spatial and temporal distributions of U.S. winds and wind power at 80 m derived from measurements JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 109,, doi:10.1029/2004jd005099, 2004 Correction to Spatial and temporal distributions of U.S. winds and wind power at 80 m derived from measurements Cristina L. Archer

More information

Input Costs Trends for Arkansas Field Crops, AG -1291

Input Costs Trends for Arkansas Field Crops, AG -1291 Input Costs Trends for Arkansas Field Crops, 2007-2013 AG -1291 Input Costs Trends for Arkansas Field Crops, 2007-2013 October 2013 AG-1291 Archie Flanders Department of Agricultural Economics and Agribusiness

More information

Superstorm Sandy What Risk Managers and Underwriters Learned

Superstorm Sandy What Risk Managers and Underwriters Learned Superstorm Sandy What Risk Managers and Underwriters Learned Gary Ladman Vice President, Property Underwriting AEGIS Insurance Services, Inc. Superstorm Sandy Change in the Weather Recent years appears

More information

Impact of Tobacco Thrips on Cowpea

Impact of Tobacco Thrips on Cowpea 2012 Plant Management Network. Accepted for publication 10 September 2012. Published. Impact of Tobacco Thrips on Cowpea Paul McLeod, Department of Entomology, University of Arkansas, Fayetteville, AR

More information

Jitendra Sonkar,, Jayalaxmi Ganguli and R.N. Ganguli

Jitendra Sonkar,, Jayalaxmi Ganguli and R.N. Ganguli Agric. Sci. Digest, 32 (3): 204-208, 2012 AGRICULTURAL RESEARCH COMMUNICATION CENTRE www.ar.arccjour ccjournals.com / indianjournals.com nals.com STUDIES ON CORRELATION OF PHEROMONE TRAP CATCH CH OF H.ARMIGERA

More information

Evaluating Physical, Chemical, and Biological Impacts from the Savannah Harbor Expansion Project Cooperative Agreement Number W912HZ

Evaluating Physical, Chemical, and Biological Impacts from the Savannah Harbor Expansion Project Cooperative Agreement Number W912HZ Evaluating Physical, Chemical, and Biological Impacts from the Savannah Harbor Expansion Project Cooperative Agreement Number W912HZ-13-2-0013 Annual Report FY 2018 Submitted by Sergio Bernardes and Marguerite

More information

Northeast U.S. Early Season Preview 2017 FISHING ACTION STARTING TO WARM UP ALREADY WITH LOTS OF FISH EXPECTED IN MAY

Northeast U.S. Early Season Preview 2017 FISHING ACTION STARTING TO WARM UP ALREADY WITH LOTS OF FISH EXPECTED IN MAY Northeast U.S. Early Season Preview 2017 FISHING ACTION STARTING TO WARM UP ALREADY WITH LOTS OF FISH EXPECTED IN MAY By Matthew A. Upton and Mitchell A. Roffer ROFFS concludes its 2017 spring preview

More information

Crop / Weather Update

Crop / Weather Update Crop / Weather Update We would like to welcome you to another season of Doane s Weekly Crop Weather Update Progress Chartbook. The goal is to provide a quick visual overview of a number of the key gauges

More information

SUSCEPTIBILITY OF PREDATORY STINK BUG Podisus nigrispinus (DALLAS) (HETEROPTERA: PENTATOMIDAE) TO GAMMA CYHALOTHRIN

SUSCEPTIBILITY OF PREDATORY STINK BUG Podisus nigrispinus (DALLAS) (HETEROPTERA: PENTATOMIDAE) TO GAMMA CYHALOTHRIN SUSCEPTIBILITY OF PREDATORY STINK BUG Podisus nigrispinus (DALLAS) (HETEROPTERA: PENTATOMIDAE) TO GAMMA CYHALOTHRIN R. R. Coelho 1, A.I.A. Pereira 1, F.S. Ramalho 1, J.C. Zanuncio 2. (1) Unidade de Controle

More information

John Laznik 273 Delaplane Ave Newark, DE (302)

John Laznik 273 Delaplane Ave Newark, DE (302) Office Address: John Laznik 273 Delaplane Ave Newark, DE 19711 (302) 831-0479 Center for Applied Demography and Survey Research College of Human Services, Education and Public Policy University of Delaware

More information

ACCURACY OF MODELS FOR PREDICTING PHENOLOGY OF BLACKHEADED FIREWORM AND IMPLICATIONS FOR IMPROVED PEST MANAGEMENT

ACCURACY OF MODELS FOR PREDICTING PHENOLOGY OF BLACKHEADED FIREWORM AND IMPLICATIONS FOR IMPROVED PEST MANAGEMENT ACCURACY OF MODELS FOR PREDICTING PHENOLOGY OF BLACKHEADED FIREWORM AND IMPLICATIONS FOR IMPROVED PEST MANAGEMENT Stephen D. Cockfield and Daniel L. Mahr Department of Entomology University of Wisconsin-Madison

More information

Global Movements of Rust Pathogens in the Atmosphere

Global Movements of Rust Pathogens in the Atmosphere Global Movements of Rust Pathogens in the Atmosphere Scott A. Isard Departments of Plant Pathology and Meteorology Pennsylvania State University University Park, PA USA 16802 & Joseph M. Russo Senior Research

More information

USA National Weather Service Community Hydrologic Prediction System

USA National Weather Service Community Hydrologic Prediction System USA National Weather Service Community Hydrologic Prediction System Rob Hartman Hydrologist in Charge NOAA / National Weather Service California-Nevada River Forecast Center Sacramento, CA Background Outline

More information

Regional Haze Metrics Trends and HYSPLIT Trajectory Analyses. May 2017

Regional Haze Metrics Trends and HYSPLIT Trajectory Analyses. May 2017 Regional Haze Metrics Trends and HYSPLIT Trajectory Analyses May 2017 Principal Contributors: Tom Downs, CCM, ME DEP Project manager Martha Webster, ME DEP Trajectory analyses and GIS mapping Rich Greves,

More information

Reproductive Success and Damage Potential of Tobacco Thrips and Western Flower Thrips on Cotton Seedlings in a Greenhouse Environment 1

Reproductive Success and Damage Potential of Tobacco Thrips and Western Flower Thrips on Cotton Seedlings in a Greenhouse Environment 1 Reproductive Success and Damage Potential of Tobacco Thrips and Western Flower Thrips on Cotton Seedlings in a Greenhouse Environment 1 Joel C. Faircloth, Julius R. Bradley, Jr., John W. Van Duyn, and

More information

Harrison 1. Identifying Wetlands by GIS Software Submitted July 30, ,470 words By Catherine Harrison University of Virginia

Harrison 1. Identifying Wetlands by GIS Software Submitted July 30, ,470 words By Catherine Harrison University of Virginia Harrison 1 Identifying Wetlands by GIS Software Submitted July 30, 2015 4,470 words By Catherine Harrison University of Virginia cch2fy@virginia.edu Harrison 2 ABSTRACT The Virginia Department of Transportation

More information

Accuracy of cotton-planting forecasts assessed in the San Joaquin Valley

Accuracy of cotton-planting forecasts assessed in the San Joaquin Valley RESEARCH ARTICLE Accuracy of cotton-planting forecasts assessed in the San Joaquin Valley Douglas J. Munier Peter B. Goodell Joyce F. Strand In the first evaluation of its kind, we found that the UC Cooperative

More information

Crop Progress. Corn Mature Selected States [These 18 States planted 92% of the 2017 corn acreage]

Crop Progress. Corn Mature Selected States [These 18 States planted 92% of the 2017 corn acreage] Crop Progress ISSN: 00 Released October, 0, by the National Agricultural Statistics Service (NASS), Agricultural Statistics Board, United s Department of Agriculture (USDA). Corn Mature Selected s [These

More information

Herbicide Label Changes for Asparagus - Doug

Herbicide Label Changes for Asparagus - Doug VegNet Vol. 13, No. 6. May 11, 2006 Ohio State University Extension Vegetable Crops On the WEB at: http://vegnet.osu.edu If experiencing problems receiving this fax, Call 614-292-3857 In This Issue 1.

More information

Standard Indicator That s the Latitude! Students will use latitude and longitude to locate places in Indiana and other parts of the world.

Standard Indicator That s the Latitude! Students will use latitude and longitude to locate places in Indiana and other parts of the world. Standard Indicator 4.3.1 That s the Latitude! Purpose Students will use latitude and longitude to locate places in Indiana and other parts of the world. Materials For the teacher: graph paper, globe showing

More information

Weather and Climate Summary and Forecast August 2018 Report

Weather and Climate Summary and Forecast August 2018 Report Weather and Climate Summary and Forecast August 2018 Report Gregory V. Jones Linfield College August 5, 2018 Summary: July 2018 will likely go down as one of the top five warmest July s on record for many

More information

Midsouth Entomologist 2: 1 9 ISSN:

Midsouth Entomologist 2: 1 9 ISSN: Midsouth Entomologist : 9 ISSN: 9-9 www.midsouthentomologist.org.msstate.edu Research Article Comparison of Cotton Damage from Tarnished Plant Bug (Hemiptera: Miridae) and Southern Green Stink Bug (Hemiptera:

More information

UNITED STATES AND SOUTH AMERICA OUTLOOK (FULL REPORT) Thursday, December 28, 2017

UNITED STATES AND SOUTH AMERICA OUTLOOK (FULL REPORT) Thursday, December 28, 2017 T-storm Weather Summary Despite scattered t-storms Sat.-Sun. in central and northern areas in Argentina, more will likely be needed especially in sunflower areas of the southwest. Some t-storms likely

More information

Title: NEWA (Network for Environment and Weather Awareness) 2006: A Year in Review

Title: NEWA (Network for Environment and Weather Awareness) 2006: A Year in Review Final Project Report to the NYS IPM Program, Agricultural IPM 2006 Title: NEWA (Network for Environment and Weather Awareness) 2006: A Year in Review Project Leaders: John Gibbons 1, Juliet Carroll 2,

More information

Causes of the billion-dollar drought in North America in a verification study

Causes of the billion-dollar drought in North America in a verification study Prairie Perspectives 17 Causes of the billion-dollar drought in North America in 1999 - a verification study E.R Garnett University of Saskatchewan Introduction In August and September, 1999 the Toronto

More information

Kelly Hamby. Department of Entomology University of Maryland

Kelly Hamby. Department of Entomology University of Maryland Spotted wing drosophila Kelly Hamby Department of Entomology University of Maryland kahamby@umd.edu Outline I. Introductions II. Spotted Wing Drosophila A. Background B. Monitoring C. Management D. Future

More information

North American Geography. Lesson 2: My Country tis of Thee

North American Geography. Lesson 2: My Country tis of Thee North American Geography Lesson 2: My Country tis of Thee Unit Overview: As students work through the activities in this unit they will be introduced to the United States in general, different regions

More information

HANDBOOK OF PRECISION AGRICULTURE PRINCIPLES AND APPLICATIONS

HANDBOOK OF PRECISION AGRICULTURE PRINCIPLES AND APPLICATIONS http://agrobiol.sggw.waw.pl/cbcs Communications in Biometry and Crop Science Vol. 2, No. 2, 2007, pp. 90 94 International Journal of the Faculty of Agriculture and Biology, Warsaw University of Life Sciences,

More information

Nebraska experienced a wide

Nebraska experienced a wide Issue 1 August 2016 CLIMATE UPDATE A MONTHLY SUMMARY FROM THE neclimate.unl.edu August saw reprieve from dryness, cooler temps Overview Nebraska experienced a wide range of conditions across the state

More information

Operational MRCC Tools Useful and Usable by the National Weather Service

Operational MRCC Tools Useful and Usable by the National Weather Service Operational MRCC Tools Useful and Usable by the National Weather Service Vegetation Impact Program (VIP): Frost / Freeze Project Beth Hall Accumulated Winter Season Severity Index (AWSSI) Steve Hilberg

More information

The MRCC and Monitoring Drought in the Midwest

The MRCC and Monitoring Drought in the Midwest The and Monitoring Drought in the Midwest Steve Hilberg Director, Illinois State Water Survey Prairie Research Institute, University of Illinois The A partner of a national climate service program that

More information

Population Questions. 1. Which of the following conditions is most likely to lead to an increase in a field mouse population?

Population Questions. 1. Which of the following conditions is most likely to lead to an increase in a field mouse population? Biology II Ms. Chen Name: Date: Population Questions 1. Which of the following conditions is most likely to lead to an increase in a field mouse population? A. the arrival of another herbivorous mammal

More information

Living in a Watershed

Living in a Watershed Living in a Watershed Department of Ecosystem Science and Ma... http://ecosystems.psu.edu/youth/sftrc/lesson-plans/water/k-5/watershed Department of Ecosystem Science and Management Youth Living in a Watershed

More information

NIDIS Intermountain West Drought Early Warning System August 8, 2017

NIDIS Intermountain West Drought Early Warning System August 8, 2017 NIDIS Drought and Water Assessment 8/8/17, 4:43 PM NIDIS Intermountain West Drought Early Warning System August 8, 2017 Precipitation The images above use daily precipitation statistics from NWS COOP,

More information

USGS ATLAS. BACKGROUND

USGS ATLAS. BACKGROUND USGS ATLAS. BACKGROUND 1998. Asquith. DEPTH-DURATION FREQUENCY OF PRECIPITATION FOR TEXAS. USGS Water-Resources Investigations Report 98 4044. Defines the depth-duration frequency (DDF) of rainfall annual

More information

National Wildland Significant Fire Potential Outlook

National Wildland Significant Fire Potential Outlook National Wildland Significant Fire Potential Outlook National Interagency Fire Center Predictive Services Issued: April 1, 2008 Next Issue: May 1, 2008 Wildland Fire Outlook April 2008 through July 2008

More information

Weather versus Climate: What is the difference? Sources of Weather Information

Weather versus Climate: What is the difference? Sources of Weather Information Joel O. Paz, Extension Agrometerologist and Gerrit Hoogenboom, Professor & REI Coordinator Department of Biological and Agricultural Engineering Weather versus Climate: What is the difference? The difference

More information

FINAL REPORT TO MICHIGAN DEPARTMENT OF AGRICULTURE AND RURAL DEVELOPMENT HORT FUND PROJECT FY 2015

FINAL REPORT TO MICHIGAN DEPARTMENT OF AGRICULTURE AND RURAL DEVELOPMENT HORT FUND PROJECT FY 2015 FINAL REPORT TO MICHIGAN DEPARTMENT OF AGRICULTURE AND RURAL DEVELOPMENT HORT FUND PROJECT FY 2015 PROJECT TITLE: Producing Nursery and Greenhouse Plans in Michigan that are Safer for Pollinators in the

More information

pest management decisions

pest management decisions Using Enviroweather to assist pest management decisions Emily Pochubay 2014 Integrated Pest Management Academy February 19, 2014 Okemos, MI www.enviroweather.msu.edu Enviro-weather An online resource that

More information

Biodiversity Information Service in China: The Architecture and Techniques

Biodiversity Information Service in China: The Architecture and Techniques Biodiversity Information Service in China: The Architecture and Techniques Experiences from the Construction of NSII Zheping Xu(xuzp@ibcas.ac.cn), Keping Ma,Haining Qin,Jinzhong Cui Institute of Botany,

More information

ONLINE DECISION SUPPORT TOOL FOR AVALANCHE RISK MANAGEMENT. Patrick Nairz* Avalanche Warning Center Tyrol, Austria

ONLINE DECISION SUPPORT TOOL FOR AVALANCHE RISK MANAGEMENT. Patrick Nairz* Avalanche Warning Center Tyrol, Austria ONLINE DECISION SUPPORT TOOL FOR AVALANCHE RISK MANAGEMENT Patrick Nairz* Avalanche Warning Center Tyrol, Austria Karel Kriz and Michaela Kinberger Department of Geography and Regional Research, University

More information

Use of Seasonal forecasts in Electrical Load Prediction

Use of Seasonal forecasts in Electrical Load Prediction Use of Seasonal forecasts in Electrical Load Prediction Tina Greenfield Eric Aligo Linda Mudoni Iowa State University Department of Geological and Atmospheric Sciences May 2, 22 1 1. Introduction The electricity

More information

Adapt-N: A Cloud Computational Tool for Precision Nitrogen Management. AFRI Project Overview. Harold van Es

Adapt-N: A Cloud Computational Tool for Precision Nitrogen Management. AFRI Project Overview. Harold van Es Adapt-N: A Cloud Computational Tool for Precision Nitrogen Management AFRI Project Overview Harold van Es New Tools and Incentives for Carbon, Nitrogen, and Greenhouse Gas Accounting and Management in

More information

Variability of Reference Evapotranspiration Across Nebraska

Variability of Reference Evapotranspiration Across Nebraska Know how. Know now. EC733 Variability of Reference Evapotranspiration Across Nebraska Suat Irmak, Extension Soil and Water Resources and Irrigation Specialist Kari E. Skaggs, Research Associate, Biological

More information

Early May Cut-off low and Mid-Atlantic rains

Early May Cut-off low and Mid-Atlantic rains Abstract: Early May Cut-off low and Mid-Atlantic rains By Richard H. Grumm National Weather Service State College, PA A deep 500 hpa cutoff developed in the southern Plains on 3 May 2013. It produced a

More information

The role of climate normals in crop specific weather forecasts. Department of Geography, Western Michigan University, Kalamazoo, MI, USA 2

The role of climate normals in crop specific weather forecasts. Department of Geography, Western Michigan University, Kalamazoo, MI, USA 2 The role of climate normals in crop specific weather forecasts K.M. Baker 1, J. Williams 2, T.L. Lake 2 and W.W. Kirk 3 1 Department of Geography, Western Michigan University, Kalamazoo, MI, USA 2 Department

More information

Key words: Colorado potato beetle, Bacillus thuringiensis, transgenic crops, resistance management, Coleoptera, Chrysomelidae

Key words: Colorado potato beetle, Bacillus thuringiensis, transgenic crops, resistance management, Coleoptera, Chrysomelidae Entomologia Experimentalis et Applicata 101: 265 272, 2001. 2001 Kluwer Academic Publishers. Printed in the Netherlands. 265 Survival and fecundity of Bt-susceptible Colorado potato beetle adults after

More information

UNITED STATES AND SOUTH AMERICA OUTLOOK (FULL REPORT) Wednesday, April 18, 2018

UNITED STATES AND SOUTH AMERICA OUTLOOK (FULL REPORT) Wednesday, April 18, 2018 T-storm Weather Summary Coolness continues over the next week in much of the central U.S., most likely producing the coldest April since 1907 in the Corn Belt, but followed by seasonable to mild weather

More information

Institute of Statistical and Geographical Information of Jalisco State Subnational Statistical and Geographical System India.

Institute of Statistical and Geographical Information of Jalisco State Subnational Statistical and Geographical System India. Institute of Statistical and Geographical Information of Jalisco State Subnational Statistical and Geographical System India. January 2017 Subnational Statistical and Geographical System National Statistical

More information

Oregon Water Conditions Report May 1, 2017

Oregon Water Conditions Report May 1, 2017 Oregon Water Conditions Report May 1, 2017 Mountain snowpack in the higher elevations has continued to increase over the last two weeks. Statewide, most low and mid elevation snow has melted so the basin

More information

CLIMATE CHANGE ADAPTATION BY MEANS OF PUBLIC PRIVATE PARTNERSHIP TO ESTABLISH EARLY WARNING SYSTEM

CLIMATE CHANGE ADAPTATION BY MEANS OF PUBLIC PRIVATE PARTNERSHIP TO ESTABLISH EARLY WARNING SYSTEM CLIMATE CHANGE ADAPTATION BY MEANS OF PUBLIC PRIVATE PARTNERSHIP TO ESTABLISH EARLY WARNING SYSTEM By: Dr Mamadou Lamine BAH, National Director Direction Nationale de la Meteorologie (DNM), Guinea President,

More information

AN INTERNATIONAL SOLAR IRRADIANCE DATA INGEST SYSTEM FOR FORECASTING SOLAR POWER AND AGRICULTURAL CROP YIELDS

AN INTERNATIONAL SOLAR IRRADIANCE DATA INGEST SYSTEM FOR FORECASTING SOLAR POWER AND AGRICULTURAL CROP YIELDS AN INTERNATIONAL SOLAR IRRADIANCE DATA INGEST SYSTEM FOR FORECASTING SOLAR POWER AND AGRICULTURAL CROP YIELDS James Hall JHTech PO Box 877 Divide, CO 80814 Email: jameshall@jhtech.com Jeffrey Hall JHTech

More information