Est modus in rebus: analytical properties of multi-model ensembles

被引:52
|
作者
Potempski, S. [1 ,2 ]
Galmarini, S. [1 ]
机构
[1] Commiss European Communities, DG Joint Res Ctr, Inst Environm & Sustainabil, I-21020 Ispra, VA, Italy
[2] Inst Atom Energy, PL-05400 Otwock, Poland
关键词
SENSITIVITY-ANALYSIS; SUPERENSEMBLE FORECASTS; MODEL; PREDICTION; WEATHER; SKILL;
D O I
10.5194/acp-9-9471-2009
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper we investigate some basic properties of the multi-model ensemble systems, which can be deduced from a general characteristic of statistical distributions of the ensemble members with the help of mathematical tools. In particular we show how to find optimal linear combination of model results, which minimizes the mean square error both in the case of uncorrelated and correlated models. By proving basic estimations we try to deduce general properties describing multi-model ensemble systems. We show also how mathematical formalism can be used for investigation of the characteristics of such systems.
引用
收藏
页码:9471 / 9489
页数:19
相关论文
共 50 条
  • [21] De praeceptis ferendis: Air Quality Multi-model Ensembles
    Kioutsioukis, Ioannis
    Galmarini, Stefano
    AIR POLLUTION MODELING AND ITS APPLICATION XXIV, 2016, : 553 - 556
  • [22] Cluster-based analysis of multi-model climate ensembles
    Hyde, Richard
    Hossaini, Ryan
    Leeson, Amber A.
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2018, 11 (06) : 2033 - 2048
  • [23] Multi-model ensembles for assessment of flood losses and associated uncertainty
    Figueiredo, Rui
    Schroeter, Kai
    Weiss-Motz, Alexander
    Martina, Mario L. V.
    Kreibich, Heidi
    NATURAL HAZARDS AND EARTH SYSTEM SCIENCES, 2018, 18 (05) : 1297 - 1314
  • [24] De praeceptis ferendis: good practice in multi-model ensembles
    Kioutsioukis, I.
    Galmarini, S.
    ATMOSPHERIC CHEMISTRY AND PHYSICS, 2014, 14 (21) : 11791 - 11815
  • [25] Improved forecasting of thermospheric densities using multi-model ensembles
    Elvidge, Sean
    Godinez, Humberto C.
    Angling, Matthew J.
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2016, 9 (06) : 2279 - 2292
  • [26] Crop model improvement reduces the uncertainty of the response to temperature of multi-model ensembles
    Maiorano, Andrea
    Martre, Pierre
    Asseng, Senthold
    Ewert, Frank
    Mueller, Christoph
    Rotter, Reimund P.
    Ruane, Alex C.
    Semenov, Mikhail A.
    Wallach, Daniel
    Wang, Enli
    Alderman, Phillip D.
    Kassie, Belay T.
    Biernath, Christian
    Basso, Bruno
    Cammarano, Davide
    Challinor, Andrew J.
    Doltra, Jordi
    Dumont, Benjamin
    Rezaei, Ehsan Eyshi
    Gayler, Sebastian
    Kersebaum, Kurt Christian
    Kimball, Bruce A.
    Koehler, Ann-Kristin
    Liu, Bing
    O'Leary, Garry J.
    Olesen, Jorgen E.
    Ottman, Michael J.
    Priesack, Eckart
    Reynolds, Matthew
    Stratonovitch, Pierre
    Streck, Thilo
    Thorburn, Peter J.
    Waha, Katharina
    Wall, Gerard W.
    White, Jeffrey W.
    Zhao, Zhigan
    Zhu, Yan
    FIELD CROPS RESEARCH, 2017, 202 : 5 - 20
  • [27] Multi-model Ensembles: How Many Models Do We Need?
    Solazzo, Efisio
    Galmarini, Stefano
    AIR POLLUTION MODELING AND ITS APPLICATION XXIII, 2014, : 505 - 510
  • [28] Multi-model ensembles in climate science: Mathematical structures and expert judgements
    Jebeile, Julie
    Crucifix, Michel
    STUDIES IN HISTORY AND PHILOSOPHY OF SCIENCE, 2020, 83 : 44 - 52
  • [29] Climate change under aggressive mitigation: the ENSEMBLES multi-model experiment
    T. C. Johns
    J.-F. Royer
    I. Höschel
    H. Huebener
    E. Roeckner
    E. Manzini
    W. May
    J.-L. Dufresne
    O. H. Otterå
    D. P. van Vuuren
    D. Salas y Melia
    M. A. Giorgetta
    S. Denvil
    S. Yang
    P. G. Fogli
    J. Körper
    J. F. Tjiputra
    E. Stehfest
    C. D. Hewitt
    Climate Dynamics, 2011, 37 : 1975 - 2003
  • [30] Climate change under aggressive mitigation: the ENSEMBLES multi-model experiment
    Johns, T. C.
    Royer, J. -F.
    Hoeschel, I.
    Huebener, H.
    Roeckner, E.
    Manzini, E.
    May, W.
    Dufresne, J. -L.
    Ottera, O. H.
    van Vuuren, D. P.
    Salas y Melia, D.
    Giorgetta, M. A.
    Denvil, S.
    Yang, S.
    Fogli, P. G.
    Koerper, J.
    Tjiputra, J. F.
    Stehfest, E.
    Hewitt, C. D.
    CLIMATE DYNAMICS, 2011, 37 (9-10) : 1975 - 2003