Models for crop insect pests: overview of approaches, · Tactical simulation models • Day-degree...
Transcript of Models for crop insect pests: overview of approaches, · Tactical simulation models • Day-degree...
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Models for crop insect pests:
overview of approaches,
scales
Gainesville, Feb 23rd 2015
Charles GodfrayDepartment of Zoology & Director, Oxford
Martin Programme on the Future of Food
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Different insect ecology tribes
• Pest management, emphasis on
within season dynamics
• Ecological interactions, emphasis
on multi-generation dynamics
• Overlap strongest around
biological control and IPM
This talk
• Two examples of climate change
affecting insect dynamics
• Modelling strategy overview
• Models of intermediate
complexity
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N American bark beetles
• Mountain pine beetle
Dendroctonus ponderosae
• Historically large outbreak
• Climatic and silivicultural drivers
• Outbreaks affect harvest regime
• Studied using ecosystem model
(Kurz et al Nature 2008)
• Carbon sink to carbon source
• Beetle as bad as fires
• No real beetle dynamics in study
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Trees, insects and birds
Charmentier et al.
2008 Science
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Modelling strategy overview
Statistical
Mechanistic
Decision
support
tools
Climate
matching
modelling
Tactical
simulation
models
Strategic
analytical
models
Models of
intermediate
complexity
Pest
Abiotic drivers
Antagonists
Crop
feedback
Spatial
processes
Plant
processes
Yield and economics
Disease
vectoring
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Statistical models
• Decision support tools
• e.g. when to apply insecticides
• Weather inputs
• Biotic inputs (crop, traps, external)
• Modern ICT
• Climate matching
• Biological control
• Future pest distributions
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Strategic models
• Ecological theory
• Lotka-Volterra models
• Nicholson Bailey
• Simple, relatively analytically
tractable
• Simplistic, difficult to
parameterise
• Example: LBMLarch budmoth Zeiraphera diniana
Alpine; 8-9 year cycles; 135, 40yr time series
200km yr-1, directional NE-E wave
Natural enemy and plant-feedback hypotheses
Bjornstad et al. 2002 Science
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Tactical simulation models
• Day-degree pest population
models
• Physiologically explicit
mechanistic models
• Coupled crop-pest simulation
models
• DSSAT
• Spatial, individual-based models
of insect movement and
production through crops
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Models of intermediate complexity
Lumped age class
formalism of Gurney &
Nisbet
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Single-generation cycles
• Observed in tropical plantation
pests
• Weather synchronisation
hypothesis
• But seemed to go on too long
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0.5 1.0 1.5
Ratio of parasitoid to host generation time
Str
en
gth
of p
ara
sito
id
de
nsity d
ep
en
de
nce
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Biocontrol decisions
Mango mealybug
Rastrococcus &
parassitoids
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Temperature, climate-change & pest dynamics
• Amarasekare & Coutinho Am Nat 2014
• Mechanistic delay-differential model of
intermediate complexity
• Direct effects of temperature on
mortality, fecundity & maturation
• Indirect effects through modifying
intraspecific competition
• Depending on the interplay of direct
and indirect effects of temperature
climate change might reduce or
increase mean and variance of pest
population
• Remarkably few data to explore this
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Conclusions
• Many different approaches to modelling insect pests
• Community smaller and more heterogeneous than
crop modellers
• Less general consensus on most appropriate
approach
• New opportunities
• New mathematical and statistical techniques
• Genomic approaches to parameterisation
• Remote sensing and related technologies
• Real challenge to predict effects of climate change on
pests
• AgMIP could really make a difference