Please cite this article in press as: Webber, H., et al., Canopy temperature for simulation of heat stress in irrigated wheat in a semi-arid
environment: A multi-model comparison. Field Crops Res. (2015), http://dx.doi.org/10.1016/j.fcr.2015.10.009
ARTICLE IN PRESS
G Model
FIELD-6563; No. of Pages 15
Field Crops Research xxx (2015) xxx–xxx
Contents lists available at ScienceDirect
Field Crops Research
journal homepage: www.elsevier.com/locate/fcr
Canopy temperature for simulation of heat stress in irrigated wheat in
a semi-arid environment: A multi-model comparison
Heidi Webber
a,∗
, Pierre Martre
b
, Senthold Asseng
c
, Bruce Kimball
d
, Jeffrey White
d
,
Michael Ottman
e
, Gerard W. Wall
d
, Giacomo De Sanctis
f
, Jordi Doltra
g
, Robert Grant
h
,
Belay Kassie
c
, Andrea Maiorano
b
, Jørgen E. Olesen
i
, Dominique Ripoche
j
,
Ehsan Eyshi Rezaei
a
, Mikhail A. Semenov
k
, Pierre Stratonovitch
k
, Frank Ewert
a
a
University of Bonn, Institute of Crop Science and Resource Conservation (INRES), Crop Science Group, Katzenburgweg 5, 53115 Bonn, Germany
b
INRA, UMR0759 Laboratoire d’Ecophysiologie des Plantes sous Stress Environnementaux, F-34060 Montpellier, France
c
Agricultural & Biological Engineering Department, University of Florida, Gainesville, FL 32611, USA
d
U.S Arid-Land Agricultural Research Center, USDA, Agricultural Research Service, 21881 North Cardon Lane, Maricopa,AZ 85138, USA
e
School of Plant Sciences, University of Arizona, Tucson, AZ 85721, USA
f
European Commission, Joint Research Centre, Via Enrico Fermi, 2749 Ispra 21027, Italy
g
Cantabrian Agricultural Research and Training Centre, CIFA, c/Héroes 2 de Mayo 27, 39600 Muriedas, Cantabria, Spain
h
University of Alberta, Edmonton, Alberta T6G 2E3, Canada
i
Department of Agroecology, Aarhus University, Blichers Allé 20, PO Box 50, 8830 Tjele, Denmark
j
INRA, US1116 AgroClim, F-84914 Avignon, France
k
Computational and Systems Biology Department, Rothamsted Research, Harpenden, Herts, AL5 2JQ, UK
a r t i c l e i n f o
Article history:
Received 13 April 2015
Received in revised form
14 September 2015
Accepted 9 October 2015
Available online xxx
Keywords:
Crop model comparison
Canopy temperature
Heat stress
Wheat
a b s t r a c t
Even brief periods of high temperatures occurring around flowering and during grain filling can severely
reduce grain yield in cereals. Recently, ecophysiological and crop models have begun to represent such
phenomena. Most models use air temperature (T
air
) in their heat stress responses despite evidence that
crop canopy temperature (T
c
) better explains grain yield losses. T
c
can deviate significantly from T
air
based
on climatic factors and the crop water status. The broad objective of this study was to evaluate whether
simulation of T
c
improves the ability of crop models to simulate heat stress impacts on wheat under
irrigated conditions. Nine process-based models, each using one of three broad approaches (empirical,
EMP; energy balance assuming neutral atmospheric stability, EBN; and energy balance correcting for the
atmospheric stability conditions, EBSC) to simulate T
c
, simulated grain yield under a range of temperature
conditions. The models varied widely in their ability to reproduce the measured T
c
with the commonly
used EBN models performing much worse than either EMP or EBSC. Use of T
c
to account for heat stress
effects did improve simulations compared to using only T
air
to a relatively minor extent, but the models
that additionally use T
c
on various other processes as well did not have better yield simulations. Models
that simulated yield well under heat stress had varying skill in simulating T
c
. For example, the EBN models
had very poor simulations of T
c
but performed very well in simulating grain yield. These results highlight
the need to more systematically understand and model heat stress events in wheat.
© 2015 Elsevier B.V. All rights reserved.
1. Introduction
The rising temperatures expected with climate change are likely
to reduce wheat yields (Asseng et al., 2015), although the impact
may be moderated by positive CO
2
fertilization effects. Without
∗
Corresponding author. Fax: +49 228 73 2870.
E-mail addresses: webber@uni-bonn.de, heidi.webber@mail.mcgill.ca
(H. Webber).
consideration of adaptations in crop variety, the dominant effect of
warming is to accelerate crop development. Evidence suggests that
heat stress consisting of even brief periods of high temperatures
above crop specific critical thresholds (Ferris et al., 1998; Porter and
Gawith, 1999; Wheeler et al., 2000; Jagadish et al., 2007; Vignjevic
et al., 2015) are already causing large reductions in cereal yield
(Schlenker and Roberts, 2009; Hawkins et al., 2013; Lobell et al.,
2013; Fontana et al., 2015). It is expected that negative impacts of
high temperature on crop yields will become more frequent with
increased climate variability and higher mean temperatures (Field
http://dx.doi.org/10.1016/j.fcr.2015.10.009
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