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Steve HumphriesSteve HumphriesUniversity of EssexUniversity of Essex
WWindow indow oon n FACTSFACTS Project Project
WOFTSWOFTS
Discussion TopicsDiscussion Topics Personal perspectivePersonal perspective
Why modelling frequently fails to Why modelling frequently fails to deliverdeliver
How to succeed!How to succeed!
Model of interactive OModel of interactive O33/CO/CO22 effects effects
WOFTS WINDOW ON FACTS
Personal Personal PerspectivePerspective
Frequent disappointment about Frequent disappointment about reality of models.reality of models.
Poor accountability of model predictions Poor accountability of model predictions for ‘real World’ experiments.for ‘real World’ experiments.
WOFTS WINDOW ON FACTS
Why Modelling FailsWhy Modelling Fails
Little interaction between modellers & Little interaction between modellers & experimenters.experimenters.
Experimentalists are usually unable to Experimentalists are usually unable to access model directly.access model directly.
WOFTS WINDOW ON FACTS
Why Modelling Fails Why Modelling Fails IIII
Models are complex with many Models are complex with many equations, constants and parameters. equations, constants and parameters. ‘Black box’ nature of some models.‘Black box’ nature of some models.
Rarely a framework for comparison of Rarely a framework for comparison of models.models.
WOFTS WINDOW ON FACTS
How To SucceedHow To Succeed
Work collaboratively with Work collaboratively with experimenters and other modelling experimenters and other modelling efforts.efforts.
Experimentalists need easy and Experimentalists need easy and immediate access to models.immediate access to models.
WOFTS WINDOW ON FACTS
How To Succeed IIHow To Succeed II
Use ‘state of the art’ programming tools Use ‘state of the art’ programming tools to facilitate understanding. Enhance to facilitate understanding. Enhance models with connectivity to data sources.models with connectivity to data sources.
Use mechanistic/process based models Use mechanistic/process based models with a high degree of parameter with a high degree of parameter accountability.accountability.
WOFTS WINDOW ON FACTS
OO33/CO/CO22 Model Model
Global warmingincreases isoprene emission rates
Isoprene Methanepositive feedback
In the presence of OH and NOx
Ozone (O3)
CO2
Sequestering of CO2 in biomass,a negative feedback dependent on the interactive effects of concurrent increasing temperatures
Phytotoxic ozone reduces sequestering of CO2 a positive feedback
Interactive feedback effects of COInteractive feedback effects of CO22, O, O33 and isoprene atmospheric chemistry on climate and and isoprene atmospheric chemistry on climate and
vegetation (adapted from Martin, 1997)vegetation (adapted from Martin, 1997)
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OO33/CO/CO22 Results Results Linear relationship between effective Linear relationship between effective
ozone dose (ozone dose (efdefd) above a threshold ) above a threshold and measured percent reduction in and measured percent reduction in VVcmaxcmax. . (wheat: (wheat: Triticum aestivum Triticum aestivum L. Avalon)L. Avalon)
Stomatal conductance is an Stomatal conductance is an important factor in determining important factor in determining efd efd with feedback from Vwith feedback from Vcmaxcmax effects. effects.
WOFTS WINDOW ON FACTS
WOFTS WINDOW ON FACTS
Time (hrs)
0 6 12 18 24
Ass
imila
tion
rate
(µm
ol m
-2gr
ound
s-1
)0
10
20
30
40
50
0 nmol mol-1
Peak 200 nmol mol-1
OO33/CO/CO22 Model Model
Ozone concentration (nmol mol-1)
0 100 200 300 400
Vcm
ax (
%)
0
20
40
60
80
100
350 µmol mol-1
650 µmol mol-1
4hr Exposure
Mechanism of OMechanism of O33 ModelModel
O3
Stomatal
conductance
C a lc u la te W , W , Wc j p
C a lc u la te A g ro ss
C a lc u la te g s
R e d u c e g b y f ra c tio nin d ica ted b y w a te r
s t re s s m o d u le
s
N ew e s tim a te C iN e w C =
o ld C ?i
iO
ldes
timat
eof
Cis
notw
ithi
nto
lera
nce
limit
sof
new
estim
ate
iF in is h ite r a t io n
N o
Y E S
Rubisco
t
OseffO dtFgOF0 )0(333 )](['
WOFTS WINDOW ON FACTS
OO33/CO/CO22 Model Model Model allows testing of interactive Model allows testing of interactive
OO33/g/gss/V/Vcmaxcmax hypothesis not possible hypothesis not possible experimentally.experimentally.
Allows scaling from leaf level Allows scaling from leaf level results to canopy and beyond.results to canopy and beyond.
WOFTS WINDOW ON FACTS
WOFTS WOFTS
Builds on 6 years experience with Builds on 6 years experience with interactive Windowsinteractive WindowsTMTM software software WIMOVAC WIMOVAC
Parameterised successfully for a Parameterised successfully for a range of plant types.range of plant types.
WOFTS WINDOW ON FACTS
WOFTS
FACTS
Database
WOFTS
Compiler
WOFTS
Sub-models
User options/inputs
Data
ViewerUser options
GIS
database
Maps Graphics/
Animations
Spreadsheets/
Tables
Model set-up
Measurements, predictions, and inter-comparisons
WOFTS
User interface
Parameter
databaseData
HELP
utility
WINDOW ON FACTS
WOFTS WINDOW ON FACTS
What happens next What happens next
Further collaboration with FACTS Further collaboration with FACTS teams to develop an interactive teams to develop an interactive OO33/CO/CO22 model unifying model unifying experimental results at all sites.experimental results at all sites.
Model should be easy to use, Model should be easy to use, WindowsWindowsTMTM based, and shared with based, and shared with investigators at an early stage.investigators at an early stage.
(A personal vision)
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What happens What happens next II next II
Documentation for the model should be Documentation for the model should be prepared and distributed to prepared and distributed to investigators on an open WWW internet investigators on an open WWW internet site. site. (Current site: (Current site: http://www.essex.ac.uk/biology/wimovac/homepage.htm)http://www.essex.ac.uk/biology/wimovac/homepage.htm)
Serving as an advertisement for the Serving as an advertisement for the projects involved and a shared projects involved and a shared data/technical resource. data/technical resource.
(A personal vision)
WOFTS WINDOW ON FACTS