Modelling the impact of drought and heat stress on common bean with two different photosynthesis model approaches

Extreme temperature and drought stress are major environmental factors limiting agriculture worldwide. A comprehensive understanding of plant behavior under different environmental conditions can be gained through experiments and through the application of biophysical crop models. This study present...

Full description

Saved in:
Bibliographic Details
Published inEnvironmental modelling & software : with environment data news Vol. 81; pp. 111 - 121
Main Authors Seidel, S.J., Rachmilevitch, S., Schütze, N., Lazarovitch, N.
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.07.2016
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Extreme temperature and drought stress are major environmental factors limiting agriculture worldwide. A comprehensive understanding of plant behavior under different environmental conditions can be gained through experiments and through the application of biophysical crop models. This study presents a field experiment conducted with bean exposed to heat and drought stress. Based on an experimental data collection a crop model was set up, calibrated and validated. Hereby, the two different photosynthesis model approaches already implemented in the model, a simple empirical (the Goudriaan and van Laar or GvL model) and a biochemical photosynthesis model approach (the Farquhar-Ball-Collatz or FBC model), were tested. Both photosynthesis model approaches performed adequately under no stress conditions. Under heat stress conditions, yield was underestimated by both models. However, the FBC model performed better than the simpler photosynthesis model approach of the GvL model. The FBC crop model was able to predict the soil water dynamics, the plant growth and the stomatal conductance. •We tested two different photosynthesis model approaches implemented in a biophysical crop model.•A comprehensive experimental data collection was used to set up, calibrate and validate the crop model.•The effect of the photosynthesis model choice was evaluated with multiple model runs based on observed data testing several feasible growth and climatic conditions.•The application of the Farquhar-Ball-Collatz model implemented in a field-scale crop model is recommended for drought and heat stress simulation studies.
AbstractList Extreme temperature and drought stress are major environmental factors limiting agriculture worldwide. A comprehensive understanding of plant behavior under different environmental conditions can be gained through experiments and through the application of biophysical crop models. This study presents a field experiment conducted with bean exposed to heat and drought stress. Based on an experimental data collection a crop model was set up, calibrated and validated. Hereby, the two different photosynthesis model approaches already implemented in the model, a simple empirical (the Goudriaan and van Laar or GvL model) and a biochemical photosynthesis model approach (the Farquhar-Ball-Collatz or FBC model), were tested. Both photosynthesis model approaches performed adequately under no stress conditions. Under heat stress conditions, yield was underestimated by both models. However, the FBC model performed better than the simpler photosynthesis model approach of the GvL model. The FBC crop model was able to predict the soil water dynamics, the plant growth and the stomatal conductance.
Extreme temperature and drought stress are major environmental factors limiting agriculture worldwide. A comprehensive understanding of plant behavior under different environmental conditions can be gained through experiments and through the application of biophysical crop models. This study presents a field experiment conducted with bean exposed to heat and drought stress. Based on an experimental data collection a crop model was set up, calibrated and validated. Hereby, the two different photosynthesis model approaches already implemented in the model, a simple empirical (the Goudriaan and van Laar or GvL model) and a biochemical photosynthesis model approach (the Farquhar-Ball-Collatz or FBC model), were tested. Both photosynthesis model approaches performed adequately under no stress conditions. Under heat stress conditions, yield was underestimated by both models. However, the FBC model performed better than the simpler photosynthesis model approach of the GvL model. The FBC crop model was able to predict the soil water dynamics, the plant growth and the stomatal conductance. •We tested two different photosynthesis model approaches implemented in a biophysical crop model.•A comprehensive experimental data collection was used to set up, calibrate and validate the crop model.•The effect of the photosynthesis model choice was evaluated with multiple model runs based on observed data testing several feasible growth and climatic conditions.•The application of the Farquhar-Ball-Collatz model implemented in a field-scale crop model is recommended for drought and heat stress simulation studies.
Author Schütze, N.
Rachmilevitch, S.
Seidel, S.J.
Lazarovitch, N.
Author_xml – sequence: 1
  givenname: S.J.
  surname: Seidel
  fullname: Seidel, S.J.
  email: Sabine.Seidel@tu-dresden.de
  organization: Institut für Hydrologie und Meteorologie, Technische Universität Dresden, Bergstraße 66, 01069 Dresden, Germany
– sequence: 2
  givenname: S.
  surname: Rachmilevitch
  fullname: Rachmilevitch, S.
  email: rshimon@bgu.ac.il
  organization: French Associates Institute for Agriculture and Biotechnology of Drylands, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Sede Boqer Campus, 84990, Israel
– sequence: 3
  givenname: N.
  orcidid: 0000-0002-2376-528X
  surname: Schütze
  fullname: Schütze, N.
  email: ns1@rcs.urz.tu-dresden.de
  organization: Institut für Hydrologie und Meteorologie, Technische Universität Dresden, Bergstraße 66, 01069 Dresden, Germany
– sequence: 4
  givenname: N.
  surname: Lazarovitch
  fullname: Lazarovitch, N.
  email: lazarovi@bgu.ac.il
  organization: French Associates Institute for Agriculture and Biotechnology of Drylands, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Sede Boqer Campus, 84990, Israel
BookMark eNqNUctOHDEQtCIiBUg-IZKPXGbit2dOEUIJiQTKBc6W1-7Z8WrHHmwviL-PN8s9nPqh6ipV1wU6iykCQl8p6Smh6tuuh_hc0lR71saeiJ4Q-gGd00HzTmmmzlrPlegGKtkndFHKjjSEZOIcPd0nD_t9iFtcZ8BhWa2rOE3Y53TYzhXb6PEMtuJSM5SCU8QuLUsrG7ARv4Q64_qSsA_TBBlixeucaiqvsfGVUPByFMB2XXOyrq0-o4-T3Rf48lYv0ePPHw83v7q7P7e_b67vOse1rJ1kmm8mGIFoPlktRjEIRz1orYaRUKZGa5UeqNOOg4c2cs-4toKOkkmm-CW6OvE24acDlGqWUFzzaiOkQzF0YFJoTdT4DigZNJH0H6s8QV1OpWSYzJrDYvOrocQc0zA785aGOaZhiDDt1-3u--kOmuXnANkUFyA68CGDq8an8B-Gv6YVmL4
CitedBy_id crossref_primary_10_1002_fes3_351
crossref_primary_10_1016_j_agrformet_2017_06_005
crossref_primary_10_3390_plants11030251
crossref_primary_10_4025_actasciagron_v43i1_46712
crossref_primary_10_1016_j_agwat_2019_02_007
crossref_primary_10_1016_j_agrformet_2021_108367
crossref_primary_10_1186_s40677_019_0118_8
crossref_primary_10_1016_j_eja_2018_01_006
crossref_primary_10_2136_vzj2017_01_0006
crossref_primary_10_2136_vzj2017_02_0040
crossref_primary_10_3390_agronomy14050917
crossref_primary_10_3390_atmos13040531
crossref_primary_10_3390_agronomy14020303
crossref_primary_10_3390_w9010030
crossref_primary_10_1371_journal_pone_0259214
crossref_primary_10_1007_s00299_021_02742_0
crossref_primary_10_3389_fnut_2020_596307
crossref_primary_10_1016_j_agwat_2017_03_011
crossref_primary_10_1016_S2095_3119_19_62796_6
Cites_doi 10.1016/j.tplants.2005.11.002
10.5194/gmd-7-2193-2014
10.13031/2013.42245
10.2136/sssaj1980.03615995004400050002x
10.1002/2013WR014536
10.1016/0378-4290(94)90112-0
10.1007/BF00386231
10.2307/2402227
10.1016/j.agwat.2010.10.006
10.1016/S0378-4290(97)00112-3
10.1111/j.1439-037X.2009.00375.x
10.1016/j.agrformet.2014.09.018
10.1016/j.ecolmodel.2005.04.015
10.1016/S1364-8152(00)00003-7
10.1063/1.1745010
10.1016/j.agrformet.2007.02.003
10.1016/S0378-4290(03)00161-8
10.2136/vzj2003.7510
10.1073/pnas.0610471104
10.1016/0168-1923(91)90002-8
10.1016/j.envexpbot.2009.11.002
10.1016/j.agrformet.2009.04.009
10.1002/ird.1942
ContentType Journal Article
Copyright 2016 Elsevier Ltd
Copyright_xml – notice: 2016 Elsevier Ltd
DBID AAYXX
CITATION
7QH
7ST
7UA
C1K
F1W
H97
L.G
SOI
7SC
8FD
FR3
JQ2
KR7
L7M
L~C
L~D
DOI 10.1016/j.envsoft.2016.04.001
DatabaseName CrossRef
Aqualine
Environment Abstracts
Water Resources Abstracts
Environmental Sciences and Pollution Management
ASFA: Aquatic Sciences and Fisheries Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality
Aquatic Science & Fisheries Abstracts (ASFA) Professional
Environment Abstracts
Computer and Information Systems Abstracts
Technology Research Database
Engineering Research Database
ProQuest Computer Science Collection
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Aquatic Science & Fisheries Abstracts (ASFA) Professional
ASFA: Aquatic Sciences and Fisheries Abstracts
Aqualine
Environment Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality
Water Resources Abstracts
Environmental Sciences and Pollution Management
Civil Engineering Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
DatabaseTitleList Civil Engineering Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) Professional

DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Ecology
Computer Science
Environmental Sciences
EISSN 1873-6726
EndPage 121
ExternalDocumentID 10_1016_j_envsoft_2016_04_001
S1364815216300810
GroupedDBID --K
--M
-~X
.DC
.~1
0R~
1B1
1RT
1~.
1~5
29G
4.4
457
4G.
53G
5GY
5VS
7-5
71M
8P~
AABNK
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
AAYFN
AAYOK
ABBOA
ABFNM
ABFYP
ABJNI
ABLST
ABMAC
ABXDB
ABYKQ
ACDAQ
ACGFS
ACIWK
ACNNM
ACRLP
ACZNC
ADBBV
ADEZE
ADJOM
ADMUD
AEBSH
AEKER
AENEX
AFKWA
AFRAH
AFTJW
AFXIZ
AGHFR
AGUBO
AGYEJ
AHEUO
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
AKIFW
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
ASPBG
AVWKF
AXJTR
AZFZN
BKOJK
BLECG
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
GBOLZ
HVGLF
HZ~
IHE
J1W
KCYFY
KOM
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
R2-
RIG
ROL
RPZ
SDF
SDG
SDP
SES
SEW
SPC
SPCBC
SSJ
SSV
SSZ
T5K
UHS
~02
~G-
AAHBH
AAXKI
AAYXX
AFJKZ
AKRWK
CITATION
7QH
7ST
7UA
C1K
F1W
H97
L.G
SOI
7SC
8FD
FR3
JQ2
KR7
L7M
L~C
L~D
ID FETCH-LOGICAL-c375t-5273bfe9e073fa749484c1de7768901269aa6781c7c3ede69a3d237a419525263
IEDL.DBID .~1
ISSN 1364-8152
IngestDate Fri Oct 25 10:50:00 EDT 2024
Sat Oct 26 01:47:27 EDT 2024
Thu Sep 26 17:57:27 EDT 2024
Fri Feb 23 02:50:22 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Farquhar-Ball-Collatz model
Irrigation
Crop modelling
Phaseolus vulgaris
Drought stress
Common bean
Heat stress
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c375t-5273bfe9e073fa749484c1de7768901269aa6781c7c3ede69a3d237a419525263
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0002-2376-528X
PQID 1808705126
PQPubID 23462
PageCount 11
ParticipantIDs proquest_miscellaneous_1825477069
proquest_miscellaneous_1808705126
crossref_primary_10_1016_j_envsoft_2016_04_001
elsevier_sciencedirect_doi_10_1016_j_envsoft_2016_04_001
PublicationCentury 2000
PublicationDate July 2016
2016-07-00
20160701
PublicationDateYYYYMMDD 2016-07-01
PublicationDate_xml – month: 07
  year: 2016
  text: July 2016
PublicationDecade 2010
PublicationTitle Environmental modelling & software : with environment data news
PublicationYear 2016
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Ahmadi, Andersen, Poulsen, Plauborg, Hansen (bib2) 2009; 149
Farquhar, Caemmerer, Berry (bib8) 1980; 149
Hansen (bib14) 2002
Gross, Kigel (bib13) 1994; 36
Paschold, Kleber, Mayer (bib21) 2010
Dudley, Shani (bib6) 2003; 2
Fleisher, Dathe, Timlin, Reddy (bib9) 2015; 200
van Keulen, Penning de Vries, Drees (bib35) 1982
Ragab (bib25) 2009
Vrugt, Robinson (bib36) 2007; 104
Collatz, Ball, Grivet, Berry (bib5) 1991; 54
van Genuchten (bib34) 1980; 44
Jansson (bib17) 2012; 55
Jones, Bland, Ritchie, Williams (bib18) 1991
Jäkel (bib16) 2013
Porch, Ramirez, Santana, Harmsen (bib23) 2009; 195
Rosales-Serna, Kohashi-Shibata, Acosta-Gallegos, Trejo-Lopez, Ortiz-Cereceres, Kelly (bib29) 2004; 85
Prasad, Staggenborg, Ristic (bib24) 2008
Bonan, Williams, Fisher, Oleson (bib4) 2014; 7
Seidel, Werisch, Barfus, Wagner, Schütze, Laber (bib31) 2016
Hasanuzzaman, Nahar, Fujita (bib15) 2013
Karlberg, Ben-Gal, Jansson, Shani (bib19) 2006; 190
Plauborg, Abrahamsen, Gjettermann, Mollerup, Iversen, Liu, Andersen, Hansen (bib22) 2010; 98
Yin, van Laar (bib39) 2005
Abrahamsen, Hansen (bib1) 2000; 15
Goudriaan, van Laar (bib11) 1978; 26
Mittler (bib20) 2006; 11
Engel, Priesack (bib7) 1993; 24
Richards (bib27) 1931; 1
Ball, Woodrow, Berry (bib3) 1987; vol. 4
Richter (bib28) 1995
Gerwitz, Page (bib10) 1974; 11
Semenov (bib32) 2007; 144
Reynolds-Henne, Langenegger, Mani, Schenk, Zumsteg, Feller (bib26) 2010; 68
Wallach (bib37) 2006
Seidel (bib30) 2015
Wöhling, Gayler, Priesack, Ingwersen, Wizemann, Högy, Cuntz, Attinger, Wulfmeyer, Streck (bib38) 2013; 49
Graham, Ranalli (bib12) 1997; 53
Timlin, Bunce, Fleisher, Reddy, Yang, Kim, Saseendran, Quebedeaux (bib33) 2008
Gross (10.1016/j.envsoft.2016.04.001_bib13) 1994; 36
Karlberg (10.1016/j.envsoft.2016.04.001_bib19) 2006; 190
Richter (10.1016/j.envsoft.2016.04.001_bib28) 1995
Porch (10.1016/j.envsoft.2016.04.001_bib23) 2009; 195
van Genuchten (10.1016/j.envsoft.2016.04.001_bib34) 1980; 44
Seidel (10.1016/j.envsoft.2016.04.001_bib30) 2015
Farquhar (10.1016/j.envsoft.2016.04.001_bib8) 1980; 149
Gerwitz (10.1016/j.envsoft.2016.04.001_bib10) 1974; 11
Goudriaan (10.1016/j.envsoft.2016.04.001_bib11) 1978; 26
Engel (10.1016/j.envsoft.2016.04.001_bib7) 1993; 24
Seidel (10.1016/j.envsoft.2016.04.001_bib31) 2016
Dudley (10.1016/j.envsoft.2016.04.001_bib6) 2003; 2
Fleisher (10.1016/j.envsoft.2016.04.001_bib9) 2015; 200
Hansen (10.1016/j.envsoft.2016.04.001_bib14) 2002
Reynolds-Henne (10.1016/j.envsoft.2016.04.001_bib26) 2010; 68
Richards (10.1016/j.envsoft.2016.04.001_bib27) 1931; 1
Mittler (10.1016/j.envsoft.2016.04.001_bib20) 2006; 11
Wallach (10.1016/j.envsoft.2016.04.001_bib37) 2006
Ball (10.1016/j.envsoft.2016.04.001_bib3) 1987; vol. 4
Graham (10.1016/j.envsoft.2016.04.001_bib12) 1997; 53
Bonan (10.1016/j.envsoft.2016.04.001_bib4) 2014; 7
van Keulen (10.1016/j.envsoft.2016.04.001_bib35) 1982
Jäkel (10.1016/j.envsoft.2016.04.001_bib16) 2013
Semenov (10.1016/j.envsoft.2016.04.001_bib32) 2007; 144
Wöhling (10.1016/j.envsoft.2016.04.001_bib38) 2013; 49
Hasanuzzaman (10.1016/j.envsoft.2016.04.001_bib15) 2013
Paschold (10.1016/j.envsoft.2016.04.001_bib21) 2010
Vrugt (10.1016/j.envsoft.2016.04.001_bib36) 2007; 104
Collatz (10.1016/j.envsoft.2016.04.001_bib5) 1991; 54
Abrahamsen (10.1016/j.envsoft.2016.04.001_bib1) 2000; 15
Ragab (10.1016/j.envsoft.2016.04.001_bib25) 2009
Timlin (10.1016/j.envsoft.2016.04.001_bib33) 2008
Rosales-Serna (10.1016/j.envsoft.2016.04.001_bib29) 2004; 85
Yin (10.1016/j.envsoft.2016.04.001_bib39) 2005
Ahmadi (10.1016/j.envsoft.2016.04.001_bib2) 2009; 149
Jansson (10.1016/j.envsoft.2016.04.001_bib17) 2012; 55
Jones (10.1016/j.envsoft.2016.04.001_bib18) 1991
Plauborg (10.1016/j.envsoft.2016.04.001_bib22) 2010; 98
Prasad (10.1016/j.envsoft.2016.04.001_bib24) 2008
References_xml – volume: 68
  start-page: 37
  year: 2010
  end-page: 43
  ident: bib26
  article-title: Interactions between temperature, drought and stomatal opening in legumes
  publication-title: Environ. Exp. Bot.
  contributor:
    fullname: Feller
– volume: 2
  start-page: 751
  year: 2003
  end-page: 758
  ident: bib6
  article-title: Modeling plant response to drought and salt stress: reformulation of the root-sink term
  publication-title: Vadose Zone J.
  contributor:
    fullname: Shani
– year: 2005
  ident: bib39
  article-title: Crop Systems Dynamics
  contributor:
    fullname: van Laar
– volume: 11
  start-page: 15
  year: 2006
  end-page: 19
  ident: bib20
  article-title: Abiotic stress, the field environment and stress combination
  publication-title: Trends Plant Sci.
  contributor:
    fullname: Mittler
– volume: 7
  start-page: 2193
  year: 2014
  end-page: 2222
  ident: bib4
  article-title: Modeling stomatal conductance in the earth system: linking leaf water-use efficiency and water transport along the soil-plant-atmosphere continuum
  publication-title: Geosci. Model Dev.
  contributor:
    fullname: Oleson
– year: 2008
  ident: bib24
  article-title: Impacts of drought and/or heat stress on physiological, developmental, growth, and yield processes of crop plants
  publication-title: Response of Crops to Limited Water: Understanding and Modeling Water Stress Effects on Plant Growth Processes
  contributor:
    fullname: Ristic
– year: 2013
  ident: bib16
  article-title: Aktuelle Situation der Feldbewässerung in Sachsen
  contributor:
    fullname: Jäkel
– year: 2008
  ident: bib33
  article-title: Simulation of the Effects of Limited Water on Photosynthesis and Transpiration in Field Crops: Can We Advance Our Modeling Approaches? Advances in Agricultural Systems Modeling: Transdisciplinary Research, Synthesis, and Applications
  contributor:
    fullname: Quebedeaux
– volume: 24
  start-page: 11
  year: 1993
  end-page: 19
  ident: bib7
  article-title: Expert-N – Ein Modellbaukastensystem fuer Stickstoffmodelle – Ausgangssituation, Zielsetzung und Umsetzung
  publication-title: Agrarinformatik
  contributor:
    fullname: Priesack
– volume: 98
  start-page: 425
  year: 2010
  end-page: 439
  ident: bib22
  article-title: Modelling of root ABA synthesis, stomatal conductance, transpiration and potato production under water saving irrigation regimes
  publication-title: Agric. Water Manag.
  contributor:
    fullname: Hansen
– volume: 104
  start-page: 708
  year: 2007
  end-page: 711
  ident: bib36
  article-title: Improved evolutionary optimization from genetically adaptive multimethod search
  publication-title: Proc. Natl. Acad. Sci. U.S.A.
  contributor:
    fullname: Robinson
– volume: 11
  start-page: 773
  year: 1974
  end-page: 781
  ident: bib10
  article-title: An empirical mathematical model to describe plant root systems
  publication-title: J. Appl. Ecol.
  contributor:
    fullname: Page
– volume: 149
  start-page: 78
  year: 1980
  end-page: 90
  ident: bib8
  article-title: A biochemical model of photosynthetic CO
  publication-title: Planta
  contributor:
    fullname: Berry
– volume: vol. 4
  start-page: 221
  year: 1987
  end-page: 224
  ident: bib3
  publication-title: Progress in Photosynthesis Research
  contributor:
    fullname: Berry
– volume: 144
  start-page: 127
  year: 2007
  end-page: 138
  ident: bib32
  article-title: Development of high-resolution UKCIP02-based climate change scenarios in the UK
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Semenov
– start-page: 87
  year: 1982
  end-page: 97
  ident: bib35
  article-title: A summary model for crop growth
  publication-title: Simulation of Plant Growth and Crop Production
  contributor:
    fullname: Drees
– year: 1995
  ident: bib28
  article-title: Ergebnisse methodischer Untersuchungen zur Korrektur des systematischen Messfehlers des Hellmann-Niederschlagsmessers
  contributor:
    fullname: Richter
– volume: 44
  start-page: 892
  year: 1980
  end-page: 898
  ident: bib34
  article-title: A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
  publication-title: Soil Sci. Soc. Am. J.
  contributor:
    fullname: van Genuchten
– year: 2013
  ident: bib15
  article-title: Extreme temperature responses, oxidative stress and antioxidant defense in plants
  publication-title: Abiotic Stress – Plant Responses and Applications in Agriculture
  contributor:
    fullname: Fujita
– volume: 190
  start-page: 15
  year: 2006
  end-page: 40
  ident: bib19
  article-title: Modelling transpiration and growth in salinity-stressed tomato under different climatic conditions
  publication-title: Ecol. Model.
  contributor:
    fullname: Shani
– volume: 149
  start-page: 1541
  year: 2009
  end-page: 1551
  ident: bib2
  article-title: A quantitative approach to developing more mechanistic gas exchange models for field grown potato: a new insight into chemical and hydraulic signalling
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Hansen
– volume: 195
  start-page: 328
  year: 2009
  end-page: 334
  ident: bib23
  article-title: Evaluation of common bean for drought tolerance in Juana Diaz, Puerto Rico
  publication-title: J. Agron. Crop Sci.
  contributor:
    fullname: Harmsen
– start-page: 677
  year: 1991
  ident: bib18
  article-title: Simulation of root growth
  publication-title: Modeling Plant and Soil Systems-agronomy Monograph
  contributor:
    fullname: Williams
– year: 2006
  ident: bib37
  article-title: Working with Dynamic Crop Models – Evaluation, Analysis, Parameterization and Applications
  contributor:
    fullname: Wallach
– volume: 200
  start-page: 144
  year: 2015
  end-page: 155
  ident: bib9
  article-title: Improving potato drought simulations: assessing water stress factors using a coupled model
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Reddy
– volume: 49
  start-page: 8200
  year: 2013
  end-page: 8221
  ident: bib38
  article-title: Multiresponse, multiobjective calibration as a diagnostic tool to compare accuracy and structural limitations of five coupled soil-plant models and CLM3.5
  publication-title: Water Resour. Res.
  contributor:
    fullname: Streck
– volume: 36
  start-page: 201
  year: 1994
  end-page: 212
  ident: bib13
  article-title: Differential sensitivity to high temperature of stages in the reproductive development of common bean (
  publication-title: Field Crops Res.
  contributor:
    fullname: Kigel
– volume: 55
  start-page: 1337
  year: 2012
  end-page: 1346
  ident: bib17
  article-title: CoupModel: model use, calibration, and validation
  publication-title: Trans. ASABE
  contributor:
    fullname: Jansson
– volume: 53
  start-page: 131
  year: 1997
  end-page: 146
  ident: bib12
  article-title: Common bean (
  publication-title: Field Crops Res.
  contributor:
    fullname: Ranalli
– year: 2002
  ident: bib14
  article-title: Daisy, a Flexible Soil-plant-atmosphere System Model
  contributor:
    fullname: Hansen
– volume: 85
  start-page: 203
  year: 2004
  end-page: 211
  ident: bib29
  article-title: Biomass distribution, maturity acceleration and yield in drought-stressed common bean cultivars
  publication-title: Field Crops Res.
  contributor:
    fullname: Kelly
– volume: 26
  start-page: 373
  year: 1978
  end-page: 382
  ident: bib11
  article-title: Calculation of daily totals of the gross CO
  publication-title: Neth. J. Agric. Sci.
  contributor:
    fullname: van Laar
– volume: 54
  start-page: 107
  year: 1991
  end-page: 136
  ident: bib5
  article-title: Physiological and environmental regulation of stomatal conductance, photosynthesis and transpiration – a model that includes a laminar boundary-layer
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Berry
– volume: 15
  start-page: 313
  year: 2000
  end-page: 330
  ident: bib1
  article-title: Daisy: an open soil-crop-atmosphere system model
  publication-title: Environ. Model. Softw.
  contributor:
    fullname: Hansen
– volume: 1
  start-page: 318
  year: 1931
  end-page: 333
  ident: bib27
  article-title: Capillary conduction of liquids through porous mediums
  publication-title: Physics
  contributor:
    fullname: Richards
– year: 2010
  ident: bib21
  article-title: Geisenheim Irrigation Scheduling
  contributor:
    fullname: Mayer
– year: 2016
  ident: bib31
  article-title: Field evaluation of irrigation scheduling strategies using a mechanistic crop growth model
  publication-title: Irrigation Drain.
  contributor:
    fullname: Laber
– year: 2009
  ident: bib25
  article-title: Safe and High Quality Food Production Using Low Quality Waters and Improved Irrigation Systems and Management (SAFIR)
  contributor:
    fullname: Ragab
– year: 2015
  ident: bib30
  article-title: Automated soil water tension-based drip irrigation for precise irrigation scheduling
  publication-title: 26st Euro-mediterranean Regional Conference and Workshops. October 12–15 2015, Montpellier, France
  contributor:
    fullname: Seidel
– volume: 11
  start-page: 15
  issue: 1
  year: 2006
  ident: 10.1016/j.envsoft.2016.04.001_bib20
  article-title: Abiotic stress, the field environment and stress combination
  publication-title: Trends Plant Sci.
  doi: 10.1016/j.tplants.2005.11.002
  contributor:
    fullname: Mittler
– year: 2005
  ident: 10.1016/j.envsoft.2016.04.001_bib39
  contributor:
    fullname: Yin
– year: 2013
  ident: 10.1016/j.envsoft.2016.04.001_bib15
  article-title: Extreme temperature responses, oxidative stress and antioxidant defense in plants
  contributor:
    fullname: Hasanuzzaman
– year: 2006
  ident: 10.1016/j.envsoft.2016.04.001_bib37
  contributor:
    fullname: Wallach
– volume: 7
  start-page: 2193
  issue: 5
  year: 2014
  ident: 10.1016/j.envsoft.2016.04.001_bib4
  article-title: Modeling stomatal conductance in the earth system: linking leaf water-use efficiency and water transport along the soil-plant-atmosphere continuum
  publication-title: Geosci. Model Dev.
  doi: 10.5194/gmd-7-2193-2014
  contributor:
    fullname: Bonan
– volume: 55
  start-page: 1337
  issue: 4
  year: 2012
  ident: 10.1016/j.envsoft.2016.04.001_bib17
  article-title: CoupModel: model use, calibration, and validation
  publication-title: Trans. ASABE
  doi: 10.13031/2013.42245
  contributor:
    fullname: Jansson
– volume: 44
  start-page: 892
  issue: 5
  year: 1980
  ident: 10.1016/j.envsoft.2016.04.001_bib34
  article-title: A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
  publication-title: Soil Sci. Soc. Am. J.
  doi: 10.2136/sssaj1980.03615995004400050002x
  contributor:
    fullname: van Genuchten
– volume: 49
  start-page: 8200
  issue: 12
  year: 2013
  ident: 10.1016/j.envsoft.2016.04.001_bib38
  article-title: Multiresponse, multiobjective calibration as a diagnostic tool to compare accuracy and structural limitations of five coupled soil-plant models and CLM3.5
  publication-title: Water Resour. Res.
  doi: 10.1002/2013WR014536
  contributor:
    fullname: Wöhling
– volume: 36
  start-page: 201
  issue: 3
  year: 1994
  ident: 10.1016/j.envsoft.2016.04.001_bib13
  article-title: Differential sensitivity to high temperature of stages in the reproductive development of common bean (Phaseolus vulgaris L.)
  publication-title: Field Crops Res.
  doi: 10.1016/0378-4290(94)90112-0
  contributor:
    fullname: Gross
– start-page: 87
  year: 1982
  ident: 10.1016/j.envsoft.2016.04.001_bib35
  article-title: A summary model for crop growth
  contributor:
    fullname: van Keulen
– volume: 24
  start-page: 11
  year: 1993
  ident: 10.1016/j.envsoft.2016.04.001_bib7
  article-title: Expert-N – Ein Modellbaukastensystem fuer Stickstoffmodelle – Ausgangssituation, Zielsetzung und Umsetzung
  publication-title: Agrarinformatik
  contributor:
    fullname: Engel
– volume: 26
  start-page: 373
  year: 1978
  ident: 10.1016/j.envsoft.2016.04.001_bib11
  article-title: Calculation of daily totals of the gross CO2 assimilation of leaf canopies
  publication-title: Neth. J. Agric. Sci.
  contributor:
    fullname: Goudriaan
– volume: 149
  start-page: 78
  year: 1980
  ident: 10.1016/j.envsoft.2016.04.001_bib8
  article-title: A biochemical model of photosynthetic CO2 assimilation in leaves of C3 species
  publication-title: Planta
  doi: 10.1007/BF00386231
  contributor:
    fullname: Farquhar
– year: 2008
  ident: 10.1016/j.envsoft.2016.04.001_bib33
  contributor:
    fullname: Timlin
– year: 2008
  ident: 10.1016/j.envsoft.2016.04.001_bib24
  article-title: Impacts of drought and/or heat stress on physiological, developmental, growth, and yield processes of crop plants
  contributor:
    fullname: Prasad
– volume: 11
  start-page: 773
  year: 1974
  ident: 10.1016/j.envsoft.2016.04.001_bib10
  article-title: An empirical mathematical model to describe plant root systems
  publication-title: J. Appl. Ecol.
  doi: 10.2307/2402227
  contributor:
    fullname: Gerwitz
– volume: 98
  start-page: 425
  issue: 3
  year: 2010
  ident: 10.1016/j.envsoft.2016.04.001_bib22
  article-title: Modelling of root ABA synthesis, stomatal conductance, transpiration and potato production under water saving irrigation regimes
  publication-title: Agric. Water Manag.
  doi: 10.1016/j.agwat.2010.10.006
  contributor:
    fullname: Plauborg
– volume: 53
  start-page: 131
  issue: 1–3
  year: 1997
  ident: 10.1016/j.envsoft.2016.04.001_bib12
  article-title: Common bean (Phaseolus vulgaris L.)
  publication-title: Field Crops Res.
  doi: 10.1016/S0378-4290(97)00112-3
  contributor:
    fullname: Graham
– volume: 195
  start-page: 328
  issue: 5
  year: 2009
  ident: 10.1016/j.envsoft.2016.04.001_bib23
  article-title: Evaluation of common bean for drought tolerance in Juana Diaz, Puerto Rico
  publication-title: J. Agron. Crop Sci.
  doi: 10.1111/j.1439-037X.2009.00375.x
  contributor:
    fullname: Porch
– volume: 200
  start-page: 144
  year: 2015
  ident: 10.1016/j.envsoft.2016.04.001_bib9
  article-title: Improving potato drought simulations: assessing water stress factors using a coupled model
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2014.09.018
  contributor:
    fullname: Fleisher
– volume: 190
  start-page: 15
  issue: 1–2
  year: 2006
  ident: 10.1016/j.envsoft.2016.04.001_bib19
  article-title: Modelling transpiration and growth in salinity-stressed tomato under different climatic conditions
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2005.04.015
  contributor:
    fullname: Karlberg
– volume: vol. 4
  start-page: 221
  year: 1987
  ident: 10.1016/j.envsoft.2016.04.001_bib3
  contributor:
    fullname: Ball
– start-page: 677
  year: 1991
  ident: 10.1016/j.envsoft.2016.04.001_bib18
  article-title: Simulation of root growth
  contributor:
    fullname: Jones
– volume: 15
  start-page: 313
  year: 2000
  ident: 10.1016/j.envsoft.2016.04.001_bib1
  article-title: Daisy: an open soil-crop-atmosphere system model
  publication-title: Environ. Model. Softw.
  doi: 10.1016/S1364-8152(00)00003-7
  contributor:
    fullname: Abrahamsen
– volume: 1
  start-page: 318
  year: 1931
  ident: 10.1016/j.envsoft.2016.04.001_bib27
  article-title: Capillary conduction of liquids through porous mediums
  publication-title: Physics
  doi: 10.1063/1.1745010
  contributor:
    fullname: Richards
– volume: 144
  start-page: 127
  issue: 1–2
  year: 2007
  ident: 10.1016/j.envsoft.2016.04.001_bib32
  article-title: Development of high-resolution UKCIP02-based climate change scenarios in the UK
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2007.02.003
  contributor:
    fullname: Semenov
– year: 2010
  ident: 10.1016/j.envsoft.2016.04.001_bib21
  contributor:
    fullname: Paschold
– year: 1995
  ident: 10.1016/j.envsoft.2016.04.001_bib28
  contributor:
    fullname: Richter
– year: 2009
  ident: 10.1016/j.envsoft.2016.04.001_bib25
  contributor:
    fullname: Ragab
– year: 2013
  ident: 10.1016/j.envsoft.2016.04.001_bib16
  contributor:
    fullname: Jäkel
– year: 2015
  ident: 10.1016/j.envsoft.2016.04.001_bib30
  article-title: Automated soil water tension-based drip irrigation for precise irrigation scheduling
  contributor:
    fullname: Seidel
– volume: 85
  start-page: 203
  issue: 2–3
  year: 2004
  ident: 10.1016/j.envsoft.2016.04.001_bib29
  article-title: Biomass distribution, maturity acceleration and yield in drought-stressed common bean cultivars
  publication-title: Field Crops Res.
  doi: 10.1016/S0378-4290(03)00161-8
  contributor:
    fullname: Rosales-Serna
– volume: 2
  start-page: 751
  issue: 4
  year: 2003
  ident: 10.1016/j.envsoft.2016.04.001_bib6
  article-title: Modeling plant response to drought and salt stress: reformulation of the root-sink term
  publication-title: Vadose Zone J.
  doi: 10.2136/vzj2003.7510
  contributor:
    fullname: Dudley
– volume: 104
  start-page: 708
  year: 2007
  ident: 10.1016/j.envsoft.2016.04.001_bib36
  article-title: Improved evolutionary optimization from genetically adaptive multimethod search
  publication-title: Proc. Natl. Acad. Sci. U.S.A.
  doi: 10.1073/pnas.0610471104
  contributor:
    fullname: Vrugt
– volume: 54
  start-page: 107
  issue: 2–4
  year: 1991
  ident: 10.1016/j.envsoft.2016.04.001_bib5
  article-title: Physiological and environmental regulation of stomatal conductance, photosynthesis and transpiration – a model that includes a laminar boundary-layer
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/0168-1923(91)90002-8
  contributor:
    fullname: Collatz
– volume: 68
  start-page: 37
  issue: 1
  year: 2010
  ident: 10.1016/j.envsoft.2016.04.001_bib26
  article-title: Interactions between temperature, drought and stomatal opening in legumes
  publication-title: Environ. Exp. Bot.
  doi: 10.1016/j.envexpbot.2009.11.002
  contributor:
    fullname: Reynolds-Henne
– volume: 149
  start-page: 1541
  issue: 9
  year: 2009
  ident: 10.1016/j.envsoft.2016.04.001_bib2
  article-title: A quantitative approach to developing more mechanistic gas exchange models for field grown potato: a new insight into chemical and hydraulic signalling
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2009.04.009
  contributor:
    fullname: Ahmadi
– year: 2002
  ident: 10.1016/j.envsoft.2016.04.001_bib14
  contributor:
    fullname: Hansen
– year: 2016
  ident: 10.1016/j.envsoft.2016.04.001_bib31
  article-title: Field evaluation of irrigation scheduling strategies using a mechanistic crop growth model
  publication-title: Irrigation Drain.
  doi: 10.1002/ird.1942
  contributor:
    fullname: Seidel
SSID ssj0001524
Score 2.3269687
Snippet Extreme temperature and drought stress are major environmental factors limiting agriculture worldwide. A comprehensive understanding of plant behavior under...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Publisher
StartPage 111
SubjectTerms Beans
Common bean
Crop modelling
Crops
Drought stress
Droughts
Farquhar-Ball-Collatz model
Heat stress
Irrigation
Mathematical models
Phaseolus vulgaris
Photosynthesis
Plants (organisms)
Stresses
Title Modelling the impact of drought and heat stress on common bean with two different photosynthesis model approaches
URI https://dx.doi.org/10.1016/j.envsoft.2016.04.001
https://search.proquest.com/docview/1808705126
https://search.proquest.com/docview/1825477069
Volume 81
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1La9wwEB5CQqE95LFpyJsJ5Ord9UOyfQxhw7aBXNpAbkK2Zbo5yNvaScglvz0zssw2obTQo81ICM1oZmTPfB_AuRRCR5WUQVaRBSeZLILcyDLQgrSdR6KmYVxtcSPnt8nXO3G3BpdDLwyXVXrf3_t05639m4nfzclysZh8C2PJSCNRyKhRmWuzYrAtsunxy6rMgwR6YluZBCy96uKZ3I-NfWzJ23GFl3SIp54b5g_x6Z2nduHnahs2fd6IF_3SdmDN2BFsDZwM6I_oCD7MHAz18wg-_QY1OIK92aqjjebx8u0u_GQ2NAfMjZQLYt81iU2NlSPw6VDbCtljY99Wgo1F2iyyXiyMtsgfcrF7anCgWulw-aPpmvbZ0nztokVHtoMDeLlpP8Pt1ez75TzwPAxBGaeiCxijrahNbsgd1DplQJmkDCuT0lWF0olI5lpTzAvLtIxNZegxrqI41UmYi0hEMt6DddtYsw8oas6XZC5iMWVkt8JkdAeXWZWYzBQyOoDxsPtq2cNtqKEO7V55dSlWl5omXI93ANmgI_XGbhSFhH8NPRt0quhM8Y8SbU3z0Kowm5Ibo1RI_k2GrtZpOpX54f8v4Qg-8lNf_nsM692vB3NCSU5XnDorPoWNiy_X85tXmkj9OA
link.rule.ids 315,783,787,4511,24130,27938,27939,45601,45695
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1NT9wwEB2hRQh6oHQBFWjpVOo17ObDTnJEaNHy0b0AEjfLSRyxHJxtE0D8e2YSBwqqqNRjEtuKPOPncTLzHsAPKYQOCim9pCAPjhKZeamRuacFWTsNREndONtiJqdX0em1uF6Co74WhtMqHfZ3mN6itbszcrM5Wsznows_lMw0EvjMGpVwmdUyRQOpGMDy4cnZdPYMyNSm07aVkccdXgp5RrcHxt7XBHic5CVb0lMnD_OXLeoNWLc70PEGrLvQEQ-7t_sES8YO4WMvy4BulQ5hZdIyUT8O4cMfbIND2J68FLXROK59vQm_WBCt5eZGCgexK5zEqsSi1fBpUNsCGbSxqyzByiLNFzkwZkZb5G-52DxU2KutNLi4qZqqfrQ0Xj2vsdXbwZ6_3NRbcHU8uTyaek6KwcvDWDQe07RlpUkNIUKpY-aUiXK_MDGdViiiCGSqNW17fh7noSkMXYZFEMY68lMRiECG2zCwlTWfAUXJIRPZKRRjJnfLTELHcJkUkUlMJoMdOOhnXy06xg3Vp6LdKmcuxeZS44hT8nYg6W2kXrmOol3hX12_9zZVtKz4X4m2prqrlZ-MCckoGpLvtaHTdRyPZbr7_6_wDVanlz_P1fnJ7GwP1vhJlw38BQbN7zvzlWKeJtt3Pv0EaDkABg
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Modelling+the+impact+of+drought+and+heat+stress+on+common+bean+with+two+different+photosynthesis+model+approaches&rft.jtitle=Environmental+modelling+%26+software+%3A+with+environment+data+news&rft.au=Seidel%2C+S+J&rft.au=Rachmilevitch%2C+S&rft.au=Schuetze%2C+N&rft.au=Lazarovitch%2C+N&rft.date=2016-07-01&rft.issn=1364-8152&rft.volume=81&rft.spage=111&rft.epage=121&rft_id=info:doi/10.1016%2Fj.envsoft.2016.04.001&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1364-8152&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1364-8152&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1364-8152&client=summon