---
_id: '12224'
abstract:
- lang: eng
  text: Empirical evidence demonstrates that lakes and reservoirs are warming across
    the globe. Consequently, there is an increased need to project future changes
    in lake thermal structure and resulting changes in lake biogeochemistry in order
    to plan for the likely impacts. Previous studies of the impacts of climate change
    on lakes have often relied on a single model forced with limited scenario-driven
    projections of future climate for a relatively small number of lakes. As a result,
    our understanding of the effects of climate change on lakes is fragmentary, based
    on scattered studies using different data sources and modelling protocols, and
    mainly focused on individual lakes or lake regions. This has precluded identification
    of the main impacts of climate change on lakes at global and regional scales and
    has likely contributed to the lack of lake water quality considerations in policy-relevant
    documents, such as the Assessment Reports of the Intergovernmental Panel on Climate
    Change (IPCC). Here, we describe a simulation protocol developed by the Lake Sector
    of the Inter-Sectoral Impact Model Intercomparison Project (ISIMIP) for simulating
    climate change impacts on lakes using an ensemble of lake models and climate change
    scenarios for ISIMIP phases 2 and 3. The protocol prescribes lake simulations
    driven by climate forcing from gridded observations and different Earth system
    models under various representative greenhouse gas concentration pathways (RCPs),
    all consistently bias-corrected on a 0.5∘ × 0.5∘ global grid. In ISIMIP phase
    2, 11 lake models were forced with these data to project the thermal structure
    of 62 well-studied lakes where data were available for calibration under historical
    conditions, and using uncalibrated models for 17 500 lakes defined for all global
    grid cells containing lakes. In ISIMIP phase 3, this approach was expanded to
    consider more lakes, more models, and more processes. The ISIMIP Lake Sector is
    the largest international effort to project future water temperature, thermal
    structure, and ice phenology of lakes at local and global scales and paves the
    way for future simulations of the impacts of climate change on water quality and
    biogeochemistry in lakes.
author:
- first_name: Malgorzata
  full_name: Golub, Malgorzata
  last_name: Golub
- first_name: Wim
  full_name: Thiery, Wim
  last_name: Thiery
- first_name: Rafael
  full_name: Marcé, Rafael
  last_name: Marcé
- first_name: Don
  full_name: Pierson, Don
  last_name: Pierson
- first_name: Inne
  full_name: Vanderkelen, Inne
  last_name: Vanderkelen
- first_name: Daniel
  full_name: Mercado-Bettin, Daniel
  last_name: Mercado-Bettin
- first_name: R. Iestyn
  full_name: Woolway, R. Iestyn
  last_name: Woolway
- first_name: Luke
  full_name: Grant, Luke
  last_name: Grant
- first_name: Eleanor
  full_name: Jennings, Eleanor
  last_name: Jennings
- first_name: Benjamin M.
  full_name: Kraemer, Benjamin M.
  last_name: Kraemer
- first_name: Jacob
  full_name: Schewe, Jacob
  last_name: Schewe
- first_name: Fang
  full_name: Zhao, Fang
  last_name: Zhao
- first_name: Katja
  full_name: Frieler, Katja
  last_name: Frieler
- first_name: Matthias
  full_name: Mengel, Matthias
  last_name: Mengel
- first_name: Vasiliy Y.
  full_name: Bogomolov, Vasiliy Y.
  last_name: Bogomolov
- first_name: Damien
  full_name: Bouffard, Damien
  last_name: Bouffard
- first_name: Marianne
  full_name: Côté, Marianne
  last_name: Côté
- first_name: Raoul-Marie
  full_name: Couture, Raoul-Marie
  last_name: Couture
- first_name: Andrey V.
  full_name: Debolskiy, Andrey V.
  last_name: Debolskiy
- first_name: Bram
  full_name: Droppers, Bram
  last_name: Droppers
- first_name: Gideon
  full_name: Gal, Gideon
  last_name: Gal
- first_name: Mingyang
  full_name: Guo, Mingyang
  last_name: Guo
- first_name: Annette B. G.
  full_name: Janssen, Annette B. G.
  last_name: Janssen
- first_name: Georgiy
  full_name: Kirillin, Georgiy
  last_name: Kirillin
- first_name: Robert
  full_name: Ladwig, Robert
  last_name: Ladwig
- first_name: Madeline
  full_name: Magee, Madeline
  last_name: Magee
- first_name: Tadhg
  full_name: Moore, Tadhg
  last_name: Moore
- first_name: Marjorie
  full_name: Perroud, Marjorie
  last_name: Perroud
- first_name: Sebastiano
  full_name: Piccolroaz, Sebastiano
  last_name: Piccolroaz
- first_name: Love
  full_name: Raaman Vinnaa, Love
  last_name: Raaman Vinnaa
- first_name: Martin
  full_name: Schmid, Martin
  last_name: Schmid
- first_name: Tom
  full_name: Shatwell, Tom
  id: '86424'
  last_name: Shatwell
  orcid: 0000-0002-4520-7916
- first_name: Victor M.
  full_name: Stepanenko, Victor M.
  last_name: Stepanenko
- first_name: Zeli
  full_name: Tan, Zeli
  last_name: Tan
- first_name: Bronwyn
  full_name: Woodward, Bronwyn
  last_name: Woodward
- first_name: Huaxia
  full_name: Yao, Huaxia
  last_name: Yao
- first_name: Rita
  full_name: Adrian, Rita
  last_name: Adrian
- first_name: Mathew
  full_name: Allan, Mathew
  last_name: Allan
- first_name: Orlane
  full_name: Anneville, Orlane
  last_name: Anneville
- first_name: Lauri
  full_name: Arvola, Lauri
  last_name: Arvola
- first_name: Karen
  full_name: Atkins, Karen
  last_name: Atkins
- first_name: Leon
  full_name: Boegman, Leon
  last_name: Boegman
- first_name: Cayelan
  full_name: Carey, Cayelan
  last_name: Carey
- first_name: Kyle
  full_name: Christianson, Kyle
  last_name: Christianson
- first_name: Elvira
  full_name: de Eyto, Elvira
  last_name: de Eyto
- first_name: Curtis
  full_name: DeGasperi, Curtis
  last_name: DeGasperi
- first_name: Maria
  full_name: Grechushnikova, Maria
  last_name: Grechushnikova
- first_name: Josef
  full_name: Hejzlar, Josef
  last_name: Hejzlar
- first_name: Klaus
  full_name: Joehnk, Klaus
  last_name: Joehnk
- first_name: Ian D.
  full_name: Jones, Ian D.
  last_name: Jones
- first_name: Alo
  full_name: Laas, Alo
  last_name: Laas
- first_name: Eleanor B.
  full_name: Mackay, Eleanor B.
  last_name: Mackay
- first_name: Ivan
  full_name: Mammarella, Ivan
  last_name: Mammarella
- first_name: Hampus
  full_name: Markensten, Hampus
  last_name: Markensten
- first_name: Chris
  full_name: McBride, Chris
  last_name: McBride
- first_name: Deniz
  full_name: Özkundakci, Deniz
  last_name: Özkundakci
- first_name: Miguel
  full_name: Potes, Miguel
  last_name: Potes
- first_name: Karsten
  full_name: Rinke, Karsten
  last_name: Rinke
- first_name: Dale
  full_name: Robertson, Dale
  last_name: Robertson
- first_name: James A.
  full_name: Rusak, James A.
  last_name: Rusak
- first_name: Rui
  full_name: Salgado, Rui
  last_name: Salgado
- first_name: Leon
  full_name: van der Linden​​​​​​​, Leon
  last_name: van der Linden​​​​​​​
- first_name: Piet
  full_name: Verburg, Piet
  last_name: Verburg
- first_name: Danielle
  full_name: Wain, Danielle
  last_name: Wain
- first_name: Nicole K.
  full_name: Ward, Nicole K.
  last_name: Ward
- first_name: Sabine
  full_name: Wollrab, Sabine
  last_name: Wollrab
- first_name: Galina
  full_name: Zdorovennova, Galina
  last_name: Zdorovennova
citation:
  ama: 'Golub M, Thiery W, Marcé R, et al. A framework for ensemble modelling of climate
    change impacts on lakes worldwide: the ISIMIP Lake Sector. <i>Geoscientific model
    development : GMD ; an interactive open access journal of the European Geosciences
    Union</i>. 2022;15(11):4597-4623. doi:<a href="https://doi.org/10.5194/gmd-15-4597-2022">10.5194/gmd-15-4597-2022</a>'
  apa: 'Golub, M., Thiery, W., Marcé, R., Pierson, D., Vanderkelen, I., Mercado-Bettin,
    D., Woolway, R. I., Grant, L., Jennings, E., Kraemer, B. M., Schewe, J., Zhao,
    F., Frieler, K., Mengel, M., Bogomolov, V. Y., Bouffard, D., Côté, M., Couture,
    R.-M., Debolskiy, A. V., … Zdorovennova, G. (2022). A framework for ensemble modelling
    of climate change impacts on lakes worldwide: the ISIMIP Lake Sector. <i>Geoscientific
    Model Development : GMD ; an Interactive Open Access Journal of the European Geosciences
    Union</i>, <i>15</i>(11), 4597–4623. <a href="https://doi.org/10.5194/gmd-15-4597-2022">https://doi.org/10.5194/gmd-15-4597-2022</a>'
  bjps: '<b>Golub M <i>et al.</i></b> (2022) A Framework for Ensemble Modelling of
    Climate Change Impacts on Lakes Worldwide: The ISIMIP Lake Sector. <i>Geoscientific
    model development : GMD ; an interactive open access journal of the European Geosciences
    Union</i> <b>15</b>, 4597–4623.'
  chicago: 'Golub, Malgorzata, Wim Thiery, Rafael Marcé, Don Pierson, Inne Vanderkelen,
    Daniel Mercado-Bettin, R. Iestyn Woolway, et al. “A Framework for Ensemble Modelling
    of Climate Change Impacts on Lakes Worldwide: The ISIMIP Lake Sector.” <i>Geoscientific
    Model Development : GMD ; an Interactive Open Access Journal of the European Geosciences
    Union</i> 15, no. 11 (2022): 4597–4623. <a href="https://doi.org/10.5194/gmd-15-4597-2022">https://doi.org/10.5194/gmd-15-4597-2022</a>.'
  chicago-de: 'Golub, Malgorzata, Wim Thiery, Rafael Marcé, Don Pierson, Inne Vanderkelen,
    Daniel Mercado-Bettin, R. Iestyn Woolway, u. a. 2022. A framework for ensemble
    modelling of climate change impacts on lakes worldwide: the ISIMIP Lake Sector.
    <i>Geoscientific model development : GMD ; an interactive open access journal
    of the European Geosciences Union</i> 15, Nr. 11: 4597–4623. doi:<a href="https://doi.org/10.5194/gmd-15-4597-2022">10.5194/gmd-15-4597-2022</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Golub,
    Malgorzata</span> ; <span style="font-variant:small-caps;">Thiery, Wim</span>
    ; <span style="font-variant:small-caps;">Marcé, Rafael</span> ; <span style="font-variant:small-caps;">Pierson,
    Don</span> ; <span style="font-variant:small-caps;">Vanderkelen, Inne</span> ;
    <span style="font-variant:small-caps;">Mercado-Bettin, Daniel</span> ; <span style="font-variant:small-caps;">Woolway,
    R. Iestyn</span> ; <span style="font-variant:small-caps;">Grant, Luke</span> ;
    u. a.</span>: A framework for ensemble modelling of climate change impacts on
    lakes worldwide: the ISIMIP Lake Sector. In: <i>Geoscientific model development :
    GMD ; an interactive open access journal of the European Geosciences Union</i>
    Bd. 15. Göttingen, Copernicus Publ.  (2022), Nr. 11, S. 4597–4623'
  havard: 'M. Golub, W. Thiery, R. Marcé, D. Pierson, I. Vanderkelen, D. Mercado-Bettin,
    R.I. Woolway, L. Grant, E. Jennings, B.M. Kraemer, J. Schewe, F. Zhao, K. Frieler,
    M. Mengel, V.Y. Bogomolov, D. Bouffard, M. Côté, R.-M. Couture, A.V. Debolskiy,
    B. Droppers, G. Gal, M. Guo, A.B.G. Janssen, G. Kirillin, R. Ladwig, M. Magee,
    T. Moore, M. Perroud, S. Piccolroaz, L. Raaman Vinnaa, M. Schmid, T. Shatwell,
    V.M. Stepanenko, Z. Tan, B. Woodward, H. Yao, R. Adrian, M. Allan, O. Anneville,
    L. Arvola, K. Atkins, L. Boegman, C. Carey, K. Christianson, E. de Eyto, C. DeGasperi,
    M. Grechushnikova, J. Hejzlar, K. Joehnk, I.D. Jones, A. Laas, E.B. Mackay, I.
    Mammarella, H. Markensten, C. McBride, D. Özkundakci, M. Potes, K. Rinke, D. Robertson,
    J.A. Rusak, R. Salgado, L. van der Linden​​​​​​​, P. Verburg, D. Wain, N.K. Ward,
    S. Wollrab, G. Zdorovennova, A framework for ensemble modelling of climate change
    impacts on lakes worldwide: the ISIMIP Lake Sector, Geoscientific Model Development :
    GMD ; an Interactive Open Access Journal of the European Geosciences Union. 15
    (2022) 4597–4623.'
  ieee: 'M. Golub <i>et al.</i>, “A framework for ensemble modelling of climate change
    impacts on lakes worldwide: the ISIMIP Lake Sector,” <i>Geoscientific model development :
    GMD ; an interactive open access journal of the European Geosciences Union</i>,
    vol. 15, no. 11, pp. 4597–4623, 2022, doi: <a href="https://doi.org/10.5194/gmd-15-4597-2022">10.5194/gmd-15-4597-2022</a>.'
  mla: 'Golub, Malgorzata, et al. “A Framework for Ensemble Modelling of Climate Change
    Impacts on Lakes Worldwide: The ISIMIP Lake Sector.” <i>Geoscientific Model Development :
    GMD ; an Interactive Open Access Journal of the European Geosciences Union</i>,
    vol. 15, no. 11, 2022, pp. 4597–623, <a href="https://doi.org/10.5194/gmd-15-4597-2022">https://doi.org/10.5194/gmd-15-4597-2022</a>.'
  short: 'M. Golub, W. Thiery, R. Marcé, D. Pierson, I. Vanderkelen, D. Mercado-Bettin,
    R.I. Woolway, L. Grant, E. Jennings, B.M. Kraemer, J. Schewe, F. Zhao, K. Frieler,
    M. Mengel, V.Y. Bogomolov, D. Bouffard, M. Côté, R.-M. Couture, A.V. Debolskiy,
    B. Droppers, G. Gal, M. Guo, A.B.G. Janssen, G. Kirillin, R. Ladwig, M. Magee,
    T. Moore, M. Perroud, S. Piccolroaz, L. Raaman Vinnaa, M. Schmid, T. Shatwell,
    V.M. Stepanenko, Z. Tan, B. Woodward, H. Yao, R. Adrian, M. Allan, O. Anneville,
    L. Arvola, K. Atkins, L. Boegman, C. Carey, K. Christianson, E. de Eyto, C. DeGasperi,
    M. Grechushnikova, J. Hejzlar, K. Joehnk, I.D. Jones, A. Laas, E.B. Mackay, I.
    Mammarella, H. Markensten, C. McBride, D. Özkundakci, M. Potes, K. Rinke, D. Robertson,
    J.A. Rusak, R. Salgado, L. van der Linden​​​​​​​, P. Verburg, D. Wain, N.K. Ward,
    S. Wollrab, G. Zdorovennova, Geoscientific Model Development : GMD ; an Interactive
    Open Access Journal of the European Geosciences Union 15 (2022) 4597–4623.'
  ufg: '<b>Golub, Malgorzata u. a.</b>: A framework for ensemble modelling of climate
    change impacts on lakes worldwide: the ISIMIP Lake Sector, in: <i>Geoscientific
    model development : GMD ; an interactive open access journal of the European Geosciences
    Union</i> 15 (2022), H. 11,  S. 4597–4623.'
  van: 'Golub M, Thiery W, Marcé R, Pierson D, Vanderkelen I, Mercado-Bettin D, et
    al. A framework for ensemble modelling of climate change impacts on lakes worldwide:
    the ISIMIP Lake Sector. Geoscientific model development : GMD ; an interactive
    open access journal of the European Geosciences Union. 2022;15(11):4597–623.'
date_created: 2024-12-08T19:54:03Z
date_updated: 2024-12-11T13:07:49Z
department:
- _id: DEP8022
doi: 10.5194/gmd-15-4597-2022
extern: '1'
intvolume: '        15'
issue: '11'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.5194/gmd-15-4597-2022
oa: '1'
page: 4597-4623
place: Göttingen
publication: 'Geoscientific model development : GMD ; an interactive open access journal
  of the European Geosciences Union'
publication_identifier:
  eissn:
  - 1991-9603
  issn:
  - '1991-959X '
publication_status: published
publisher: 'Copernicus Publ. '
quality_controlled: '1'
status: public
title: 'A framework for ensemble modelling of climate change impacts on lakes worldwide:
  the ISIMIP Lake Sector'
type: scientific_journal_article
user_id: '83781'
volume: 15
year: '2022'
...
