The Uranie platform: an open-source software for optimisation, meta-modelling and uncertainty analysis

被引:27
|
作者
Blanchard, Jean-Baptiste [1 ]
Damblin, Guillaume [1 ]
Martinez, Jean-Marc [1 ]
Arnaud, Gilles [1 ]
Gaudier, Fabrice [1 ]
机构
[1] Univ Paris Saclay, CEA, Den Serv Thermohydraul & Mecan Fluides STMF, F-91191 Gif Sur Yvette, France
来源
关键词
GLOBAL SENSITIVITY-ANALYSIS; SMALL FAILURE PROBABILITIES; IMPLEMENTATION; CALIBRATION; PREDICTION; INDEXES; DESIGNS; MODELS;
D O I
10.1051/epjn/2018050
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
The high-performance computing resources and the constant improvement of both numerical simulation accuracy and the experimental measurements with which they are confronted bring a new compulsory step to strengthen the credence given to the simulation results: uncertainty quantification. This can have different meanings, according to the requested goals (rank uncertainty sources, reduce them, estimate precisely a critical threshold or an optimal working point), and it could request mathematical methods with greater or lesser complexity. This paper introduces the Uranie platform, an open-source framework developed at the Alternative Energies and Atomic Energy Commission (CEA), in the nuclear energy division, in order to deal with uncertainty propagation, surrogate models, optimisation issues, code calibration, etc. This platform benefits from both its dependencies and from personal developments, to offer an efficient data handling model, a C++ and Python interface, advanced graphi graphical tools, several parallelisation solutions, etc. These methods can then be applied to many kinds of code (considered as black boxes by Uranie) so to many fields of physics as well. In this paper, the example of thermal exchange between a plate-sheet and a fluid is introduced to show how Uranie can be used to perform a large range of analysis.
引用
收藏
页数:32
相关论文
共 50 条
  • [31] OPEN-SOURCE SOFTWARE IN ROBOTICS
    Timoftei, Sanda
    Brad, Emilia
    Sarb, Anca
    Stan, Ovidiu
    ACTA TECHNICA NAPOCENSIS SERIES-APPLIED MATHEMATICS MECHANICS AND ENGINEERING, 2018, 61 (03): : 519 - 526
  • [32] Robust open-source software
    Neumann, PG
    COMMUNICATIONS OF THE ACM, 1999, 42 (02) : 128 - 128
  • [33] OpenMEE: Intuitive, open-source software for meta-analysis in ecology and evolutionary biology
    Wallace, Byron C.
    Lajeunesse, Marc J.
    Dietz, George
    Dahabreh, Issa J.
    Trikalinos, Thomas A.
    Schmid, Christopher H.
    Gurevitch, Jessica
    METHODS IN ECOLOGY AND EVOLUTION, 2017, 8 (08): : 941 - 947
  • [34] MARTin-an open-source platform for microarray analysis
    Kreissner, Kai O.
    Faller, Benjamin
    Talucci, Ivan
    Maric, Hans M.
    FRONTIERS IN BIOINFORMATICS, 2024, 4
  • [35] FiPhA: an open-source platform for fiber photometry analysis
    不详
    NEUROPHOTONICS, 2024, 11 (01)
  • [36] BioPPSy: An Open-Source Platform for QSAR/QSPR Analysis
    Enciso, Marta
    Meftahi, Nastaran
    Walker, Michael L.
    Smith, Brian J.
    PLOS ONE, 2016, 11 (11):
  • [37] An open-source platform for Sensitivity Analysis of QSP models
    Packirisamy, Prakash
    Kumar, Rukmini
    JOURNAL OF PHARMACOKINETICS AND PHARMACODYNAMICS, 2016, 43 : S113 - S113
  • [38] An Overview of Open-Source Software Licenses and the Value of Open-Source Software to Public Health Initiatives
    Hahn, Erin N.
    JOHNS HOPKINS APL TECHNICAL DIGEST, 2014, 32 (04): : 690 - 698
  • [39] The TXM Platform: Building Open-Source Textual Analysis Software Compatible with the TEI Encoding Scheme
    Heiden, Serge
    PROCEEDINGS OF THE 24TH PACIFIC ASIA CONFERENCE ON LANGUAGE, INFORMATION AND COMPUTATION, 2010, : 389 - 398
  • [40] The TXM platform: Building open-source textual analysis software compatible with the TEI encoding scheme
    Heiden, Serge
    PACLIC 24 - Proceedings of the 24th Pacific Asia Conference on Language, Information and Computation, 2010, : 389 - 398