Plant Disease · 2019 · 12 citations · 42 references
AgricultureEcologyEntomologyCrop ProtectionInsect EcologyPlant VirologyDisease DynamicsPest DynamicsPest ForecastingPlant Virus TransmissionSeasonal Transmission PatternsVector EcologyAphid TransmissionCount Data AnalysisPest Monitoring ModelsPhenology-based Pest ForecastingPrecipitation InfluenceRedundancy AnalysisSeasonal Pest Occurrence PredictionTraps
The bird cherry-oat aphid (Rhopalosiphum padi (L.)) is one of the most detrimental pests of cereals, causing harm mainly by transmitting Barley yellow dwarf virus (BYDV). R. padi migration has been monitored since 1992 using suction traps at five sites in the Czech Republic. The count data were subjected to the following different analyses: (i) the minimum temperature thresholds for the aphids to take off were determined; (ii) a partial redundancy analysis using the minimum, average, and maximum temperatures, as well as the wind speed, the precipitation total, and past aphid migration descriptors was performed to explain the relationship between aphid occurrences and weather patterns; and (iii) three types of models from the field of machine learning were used to predict aphid occurrences. According to our findings, (i) in Central Europe, 8°C is the temperature threshold for R. padi migration unless insufficient daylight delays the take-off; (ii) weather conditions occurring roughly 9 months before R. padi migration influence the migration size; (iii) the duration of the summer migration influences the autumn migration size; and (iv) the daytime and nighttime temperatures in the autumn determine the summer peak, whereas winter frosts and precipitation influence the autumn peak.
42
R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Environmental change and the phenology of European aphids
R. Harrington, Suzanne Clark, S. J. Welham et al. · Global Change Biology · 2007 · 208 citations
Life Sciences, Ecology, Entomology +13