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DOI10.1002/2016WR019748
FracFit: A robust parameter estimation tool for fractional calculus models
Kelly, James F.1; Bolster, Diogo2; Meerschaert, Mark M.1; Drummond, Jennifer D.3; Packman, Aaron I.4
2017-03-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2017
卷号53期号:3
文章类型Article
语种英语
国家USA; Spain
英文摘要

Anomalous transport cannot be adequately described with classical Fickian advection-dispersion equations (ADE) with constant coefficients. Rather, fractional calculus models may be used, which capture salient features of anomalous transport (e.g., skewness and power law tails). FracFit is a parameter estimation tool based on space-fractional and time-fractional models used by the hydrology community. Currently, four fractional models are supported: (1) space-fractional advection-dispersion equation (sFADE), (2) time-fractional dispersion equation with drift (TFDE), (3) fractional mobile-immobile (FMIM) equation, and (4) temporally tempered Levy motion (TTLM). Model solutions using pulse initial conditions and continuous injections are evaluated using stable distributions or subordination integrals. Parameter estimates are extracted from measured breakthrough curves (BTCs) using a weighted nonlinear least squares (WNLS) algorithm. Optimal weights for BTCs for pulse initial conditions and continuous injections are presented. Two sample applications are analyzed: (1) pulse injection BTCs in the Selke River and (2) continuous injection laboratory experiments using natural organic matter. Model parameters are compared across models and goodness-of-fit metrics are presented, facilitating model evaluation.


英文关键词fractional derivative parameter estimation CTRW
领域资源环境
收录类别SCI-E
WOS记录号WOS:000400160500046
WOS关键词ADVECTION-DISPERSION EQUATION ; ORGANIC-MATTER TRANSPORT ; NON-FICKIAN TRANSPORT ; ANOMALOUS TRANSPORT ; LEVY MOTION ; RANDOM-WALK ; MEDIA ; HETEROGENEITY ; DIFFUSION ; COLUMNS
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/21964
专题资源环境科学
作者单位1.Michigan State Univ, Dept Probabil & Stat, E Lansing, MI 48824 USA;
2.Univ Notre Dame, Dept Civil & Environm Engn & Earth Sci, South Bend, IN USA;
3.Ctr Adv Studies Blanes CEAB CSIC, Integrat Freshwater Ecol Grp, Blanes, Girona, Spain;
4.Northwestern Univ, Dept Civil & Environm Engn, Evanston, IL USA
推荐引用方式
GB/T 7714
Kelly, James F.,Bolster, Diogo,Meerschaert, Mark M.,et al. FracFit: A robust parameter estimation tool for fractional calculus models[J]. WATER RESOURCES RESEARCH,2017,53(3).
APA Kelly, James F.,Bolster, Diogo,Meerschaert, Mark M.,Drummond, Jennifer D.,&Packman, Aaron I..(2017).FracFit: A robust parameter estimation tool for fractional calculus models.WATER RESOURCES RESEARCH,53(3).
MLA Kelly, James F.,et al."FracFit: A robust parameter estimation tool for fractional calculus models".WATER RESOURCES RESEARCH 53.3(2017).
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