Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors

Radar systems designed to detect avian activity at airfields are useful in understanding factors that influence the risk of bird and aircraft collisions (bird strikes). We used an avian radar system to measure avian activity at Beale Air Force Base, California, USA, during 2008 and 2009. We conducte...

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Published in:Human-Wildlife Interactions
Main Authors: Peter S. Coates, Michael L. Casazza, Brian J. Halstead, Joseph P. Fleskes, James A. Laughlin
Format: Article
Language:English
Published: Utah State University 2017-02-01
Subjects:
Online Access:https://digitalcommons.usu.edu/hwi/vol5/iss2/13
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author Peter S. Coates
Michael L. Casazza
Brian J. Halstead
Joseph P. Fleskes
James A. Laughlin
author_facet Peter S. Coates
Michael L. Casazza
Brian J. Halstead
Joseph P. Fleskes
James A. Laughlin
author_sort Peter S. Coates
collection DOAJ
container_title Human-Wildlife Interactions
description Radar systems designed to detect avian activity at airfields are useful in understanding factors that influence the risk of bird and aircraft collisions (bird strikes). We used an avian radar system to measure avian activity at Beale Air Force Base, California, USA, during 2008 and 2009. We conducted a 2-part analysis to examine relationships among avian activity, bird strikes, and meteorological and time-dependent factors. We found that avian activity around the airfield was greater at times when bird strikes occurred than on average using a permutation resampling technique. Second, we developed generalized linear mixed models of an avian activity index (AAI). Variation in AAI was first explained by seasons that were based on average migration dates of birds at the study area. We then modeled AAI by those seasons to further explain variation by meteorological factors and daily light levels within a 24- hour period. In general, avian activity increased with decreased temperature, wind, visibility, precipitation, and increased humidity and cloud cover. These effects differed by season. For example, during the spring bird migration period, most avian activity occurred before sunrise at twilight hours on clear days with low winds, whereas during fall migration, substantial activity occurred after sunrise, and birds generally were more active at lower temperatures. We report parameter estimates (i.e., constants and coefficients) averaged across models and a relatively simple calculation for safety officers and wildlife managers to predict AAI and the relative risk of bird strike based on time, date, and meteorological values. We validated model predictability and assessed model fi t. These analyses will be useful for general inference of avian activity and risk assessment efforts. Further investigation and ongoing data collection will refine these inference models and improve our understanding of factors that influence avian activity, which is necessary to inform management decisions aimed at reducing risk of bird strikes.
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spelling doaj-art-01f7ba52ff2c4e2796c94de2aabb08cb2025-08-19T21:05:01ZengUtah State UniversityHuman-Wildlife Interactions2155-38742155-38742017-02-015210.26077/nbzd-kn35Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological FactorsPeter S. Coates0Michael L. Casazza1Brian J. Halstead2Joseph P. Fleskes3James A. Laughlin4U.S. Geological SurveyU.S. Geological SurveyU.S. Geological SurveyU.S. Geological SurveyU.S. Geological SurveyRadar systems designed to detect avian activity at airfields are useful in understanding factors that influence the risk of bird and aircraft collisions (bird strikes). We used an avian radar system to measure avian activity at Beale Air Force Base, California, USA, during 2008 and 2009. We conducted a 2-part analysis to examine relationships among avian activity, bird strikes, and meteorological and time-dependent factors. We found that avian activity around the airfield was greater at times when bird strikes occurred than on average using a permutation resampling technique. Second, we developed generalized linear mixed models of an avian activity index (AAI). Variation in AAI was first explained by seasons that were based on average migration dates of birds at the study area. We then modeled AAI by those seasons to further explain variation by meteorological factors and daily light levels within a 24- hour period. In general, avian activity increased with decreased temperature, wind, visibility, precipitation, and increased humidity and cloud cover. These effects differed by season. For example, during the spring bird migration period, most avian activity occurred before sunrise at twilight hours on clear days with low winds, whereas during fall migration, substantial activity occurred after sunrise, and birds generally were more active at lower temperatures. We report parameter estimates (i.e., constants and coefficients) averaged across models and a relatively simple calculation for safety officers and wildlife managers to predict AAI and the relative risk of bird strike based on time, date, and meteorological values. We validated model predictability and assessed model fi t. These analyses will be useful for general inference of avian activity and risk assessment efforts. Further investigation and ongoing data collection will refine these inference models and improve our understanding of factors that influence avian activity, which is necessary to inform management decisions aimed at reducing risk of bird strikes.https://digitalcommons.usu.edu/hwi/vol5/iss2/13airfieldavian activitybeale air force basebird strikescollisionhuman–wildlife conflictsmeteorologymigrationradarweather
spellingShingle Peter S. Coates
Michael L. Casazza
Brian J. Halstead
Joseph P. Fleskes
James A. Laughlin
Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors
airfield
avian activity
beale air force base
bird strikes
collision
human–wildlife conflicts
meteorology
migration
radar
weather
title Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors
title_full Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors
title_fullStr Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors
title_full_unstemmed Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors
title_short Using Avian Radar to Examine Relationships Among Avian Activity, Bird Strikes, and Meteorological Factors
title_sort using avian radar to examine relationships among avian activity bird strikes and meteorological factors
topic airfield
avian activity
beale air force base
bird strikes
collision
human–wildlife conflicts
meteorology
migration
radar
weather
url https://digitalcommons.usu.edu/hwi/vol5/iss2/13
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