H52B
Metamodeling and Surrogate Modeling: Addressing Model Uncertainty and Support for Decision Making I

Friday, 18 December 2015: 10:20-12:20
3014 (Moscone West)
Primary Conveners:  Michael N Fienen, USGS Wisconsin Water Science Center, Middleton, WI, United States
Conveners:  Anthony John Jakeman, Australian National University, Integrated Catchment Assessment and Management Centre, Canberra, Australia, Andrea Castelletti, Politecnico di Milano, Milano, Italy and Saman Razavi, University of Saskatchewan, Saskatoon, SK, Canada
Chairs:  Michael N Fienen, USGS Wisconsin Water Science Center, Middleton, WI, United States and Anthony John Jakeman, Australian National University, Integrated Catchment Assessment and Management Centre, Canberra, Australia
OSPA Liaisons:  Saman Razavi, University of Saskatchewan, Saskatoon, SK, Canada
10:20
Robust, Optimal Water Infrastructure Planning Under Deep Uncertainty Using Metamodels (Invited) (59062)
Holger Robert Maier1, Eva H.Y. Beh1, Feifei Zheng1, Graeme C. Dandy1 and Zoran Kapelan2, (1)University of Adelaide, Adelaide, Australia, (2)University of Exeter, College of Engineering, Mathematics and Physical Sciences, Exeter, United Kingdom
10:35
Ensemble of Surrogates-based Optimization for Identifying an Optimal Surfactant-enhanced Aquifer Remediation Strategy at Heterogeneous DNAPL-contaminated Sites (60717)
Wenxi Lu Sr, Xin Xin, Jiannan Luo, Xue Jiang, Yu Zhang, Ying Zhao, Mo Chen, Zeyu Hou and Qi Ouyang, JLU Jilin University, Changchun, China
10:50
Yielding physically-interpretable emulators – A Sparse PCA approach (64122)
Stefano Galelli1, Ahmad Alsahaf2, Matteo Giuliani3 and Andrea Castelletti2, (1)Singapore University of Technology and Design, Singapore, Singapore, (2)Politecnico di Milano, Milano, Italy, (3)Polytechnic University of Milan, Milan, Italy
11:05
Application of a “Semi-Structured” Approach with MODFLOW-USG to Inform Metamodels of Stream Depletion for Decision-Support (67258)
Daniel Feinstein, USGS Wisconsin Water Science Center, Middleton, WI, United States
11:20
Reduced Order Modeling Of Multiphase Flow In Fractured Formation (Invited) (60136)
George Shu Heng Pau1, Stefan Finsterle2 and Yingqi Zhang2, (1)Lawrence Berkeley National Laboratory, Earth Science Division, Berkeley, CA, United States, (2)Lawrence Berkeley National Laboratory, Berkeley, CA, United States
11:35
A Comparative Study of Various Optimality Criteria for Experimental Design in Groundwater Modeling Model (71387)
Timothy Ushijima, University of California Los Angeles, Los Angeles, CA, United States
11:50
Sparse Polynomial Chaos Surrogate for ACME Land Model via Iterative Bayesian Compressive Sensing (76000)
Khachik Sargsyan1, Daniel M Ricciuto2, Cosmin Safta1, Bert Debusschere1, Habib N Najm1 and Peter E Thornton2, (1)Sandia National Laboratories, Livermore, CA, United States, (2)Oak Ridge National Laboratory, Oak Ridge, TN, United States
12:05
Vertically-integrated Approaches for Carbon Sequestration Modeling (Invited) (65380)
Karl Bandilla, Michael A Celia and Bo Guo, Princeton University, Civil and Environmental Engineering, Princeton, NJ, United States
 
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