Generalized preconditioning for accelerating simulations with large kinetic models

被引:1
|
作者
Walker, Anthony S.
Speth, Raymond L. [1 ,2 ]
Niemeyer, Kyle E. [1 ]
机构
[1] Oregon State Univ, Sch Mech Ind & Mfg Engn, Corvallis, OR 97331 USA
[2] MIT, Dept Aeronaut & Astronaut, Cambridge, MA USA
基金
美国国家科学基金会;
关键词
Chemical kinetics; Implicit integrators; Sparse matrix; Preconditioner; Ordinary differential equations; FUEL COMBUSTION CHEMISTRY; PHYSICS-BASED APPROACH; SPARSE; INTEGRATION; MIXTURES; SOLVERS;
D O I
10.1016/j.proci.2022.07.256
中图分类号
O414.1 [热力学];
学科分类号
摘要
Detailed modeling of the combustion of real transportation fuels and the atmospheric reactions involving their emissions is prohibitively expensive, due to the large size and stiffness of the chemical kinetic models. Adaptive preconditioning is a method used to reduce the cost of integrating large kinetic models by forming a preconditioner based on a semi-analytical Jacobian matrix, paired with sparse linear algebra procedures. In this study, we extend this preconditioning method to a more-general mole-based state vector formulation applicable to generic reactor types and combinations. We tested the scheme using constant-pressure and constant-volume ideal-gas reactor simulations, showing speedup in performance from a factor of 3 up to nearly 4000 times for chemical kinetic models with 10 to 7171 species, in comparison with typical dense solvers. The method also improves performance by a factor of 1.06 to 21.1, for models larger than 200 species, in comparison with a fully exact, analytical Jacobian used as the preconditioner. Overall, this method improves performance by up to three orders of magnitude for large kinetic models, and offers benefits for models with as few as 10 species.& COPY; 2022 The Combustion Institute. Published by Elsevier Inc. All rights reserved.
引用
收藏
页码:5395 / 5403
页数:9
相关论文
共 50 条
  • [21] Large-eddy simulations of temporally accelerating turbulent channel flow
    Talha, Tariq
    Chung, Yongmann M.
    JOURNAL OF TURBULENCE, 2015, 16 (11): : 1091 - 1113
  • [22] Accelerating Large-Eddy Simulations of Clouds With Tensor Processing Units
    Chammas, Sheide
    Wang, Qing
    Schneider, Tapio
    Ihme, Matthias
    Chen, Yi-fan
    Anderson, John
    JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2023, 15 (10)
  • [23] Accelerating large-scale phase-field simulations with GPU
    Shi, Xiaoming
    Huang, Houbing
    Cao, Guoping
    Ma, Xingqiao
    AIP ADVANCES, 2017, 7 (10):
  • [24] An implicit preconditioning strategy for large-scale generalized Sylvester equations
    Chehab, Jean-Paul
    Raydan, Marcos
    APPLIED MATHEMATICS AND COMPUTATION, 2011, 217 (21) : 8793 - 8803
  • [25] Accelerating coupled finite element-kinetic Monte Carlo models: 200 x speedup of shear transformation zone dynamics simulations
    Hardin, Thomas J.
    COMPUTATIONAL MECHANICS, 2019, 63 (03) : 511 - 520
  • [26] Accelerating quasi-static time series simulations with foundation models
    Puech, Alban
    Mirallès, François
    Weiss, Jonas
    Mai, Vincent
    Massé, Alexandre Blondin
    de Montigny, Martin
    Brunschwiler, Thomas
    Hamann, Hendrik F.
    Elektrotechnik und Informationstechnik, 2024, 141 (07): : 451 - 457
  • [27] Optimization of Reduced Kinetic Models for Reactive Flow Simulations
    Gokulakrishnan, P.
    Joklik, R.
    Viehe, D.
    Trettel, A.
    Gonzalez-Juez, E.
    Klassen, M.
    JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2014, 136 (01):
  • [28] Optimization of Reduced Kinetic Models for Reactive Flow Simulations
    Gokulakrishnan, P.
    Joklik, R.
    Viehe, D.
    Trettel, A.
    Gonzalez-Juez, E.
    Klassen, M.
    PROCEEDINGS OF THE ASME TURBO EXPO: TURBINE TECHNICAL CONFERENCE AND EXPOSITION, 2013, VOL 1B, 2013,
  • [29] SIMULATIONS OF PLASMA SHEATHS USING CONTINUUM KINETIC MODELS
    Srinivasan, Bhuvana
    Cagas, Petr
    Hakim, Ammar H.
    2016 43RD IEEE INTERNATIONAL CONFERENCE ON PLASMA SCIENCE (ICOPS), 2016,
  • [30] Second generation of generalized born models for protein simulations
    Case, D
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2003, 225 : U779 - U779