COMPEST, a PEST-COMSOL interface for inverse multiphysics modelling: Development and application to isotopic fractionation of groundwater contaminants

被引:9
作者
Halloran, Landon J. S. [1 ]
Brunner, Philip [1 ]
Hunkeler, Daniel [1 ]
机构
[1] Univ Neuchatel, Ctr Hydrogeol & Geothermie CHYN, Neuchatel, Switzerland
基金
瑞士国家科学基金会;
关键词
Inverse problems; Parameter estimation; Uncertainty analysis; Numerical environmental models; Hydrogeology; Contaminant hydrology; SOURCE-ZONE; REDUCTIVE DECHLORINATION; CHLORINATED HYDROCARBONS; ORGANIC CONTAMINANTS; PLUME PERSISTENCE; BACK-DIFFUSION; DEGRADATION; BIODEGRADATION; TRANSPORT; PROSPECTS;
D O I
10.1016/j.cageo.2019.02.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the geosciences, inverse problems, wherein observations corresponding to model outputs are known and model parameters are unknown, are commonplace. Many of these problems involve coupled physical, chemical, and other processes that can be modelled using forward finite-element models. Here, we present a novel interface, COMPEST, that connects the parameter estimation and uncertainty analysis package, PEST, with the finite-element modelling package, COMSOL Multiphysics. To demonstrate some of the capabilities of this approach, we also develop and present a novel model for the degradation and transport of chlorohydrocarbons in low-permeability units. This model integrates isotopic fractionation arising from degradation and diffusion. Three implementations of this model with increasing complexity are used to demonstrate the functionality of the developed interface. This linkage provides a means for parameter estimation, uncertainty analysis, and singular value decomposition to gain insight into the behaviour, identifiability, and interdependence of the various parameters in the model. COMPEST is written so as to be suited to a wide range of scientific and engineering applications and thus can be used to link any COMSOL model with PEST. This enables the use of advanced inverse modelling techniques previously unavailable to COMSOL users.
引用
收藏
页码:107 / 119
页数:13
相关论文
共 75 条
  • [1] Adrian L., 2016, ORGANOHALIDE RESPIRI
  • [2] SINGULAR VALUE DECOMPOSITION (SVD) IMAGE-CODING
    ANDREWS, HC
    PATTERSON, CL
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1976, 24 (04) : 425 - 432
  • [3] [Anonymous], 2015, CALIBRATION UNCERTAI
  • [4] [Anonymous], 2013, NUMERICAL METHODS SO
  • [5] [Anonymous], COMSOL MULT US GUID
  • [6] [Anonymous], 2016, PEST MODEL INDEPEN 2
  • [7] Arnold JG, 2012, T ASABE, V55, P1491
  • [8] Cl and C isotope analysis to assess the effectiveness of chlorinated ethene degradation by zero-valent iron: Evidence from dual element and product isotope values
    Audi-Miro, Carme
    Cretnik, Stefan
    Otero, Neus
    Palau, Jordi
    Shouakar-Stash, Orfan
    Soler, Albert
    Elsner, Martin
    [J]. APPLIED GEOCHEMISTRY, 2013, 32 : 175 - 183
  • [9] A COMSOL-GEMS interface for modeling coupled reactive-transport geochemical processes
    Azad, Vahid Jafari
    Li, Chang
    Verba, Circe
    Ideker, Jason H.
    Isgor, O. Burkan
    [J]. COMPUTERS & GEOSCIENCES, 2016, 92 : 79 - 89
  • [10] Modelling of C/Cl isotopic behaviour during chloroethene biotic reductive dechlorination: Capabilities and limitations of simplified and comprehensive models
    Badin, Alice
    Braun, Fabian
    Halloran, Landon J. S.
    Maillard, Julien
    Hunkeler, Daniel
    [J]. PLOS ONE, 2018, 13 (08):