Search Results - "Parno, Matthew"
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Accounting for model form uncertainty in Bayesian calibration of linear dynamic systems
Published in Mechanical systems and signal processing (15-05-2022)“…Accounting for model form uncertainty is one of the key challenges in the model calibration of physical systems. It has been traditionally ignored (or not…”
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Bonded Discrete Element Simulations of Sea Ice With Non‐Local Failure: Applications to Nares Strait
Published in Journal of advances in modeling earth systems (01-06-2022)“…The discrete element method (DEM) can provide detailed descriptions of sea ice dynamics that explicitly model floes and discontinuities in the ice, which can…”
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COVID-19 infection data encode a dynamic reproduction number in response to policy decisions with secondary wave implications
Published in Scientific reports (25-05-2021)“…The SARS-CoV-2 virus is responsible for the novel coronavirus disease 2019 (COVID-19), which has spread to populations throughout the continental United…”
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Characterizing Prediction Uncertainty in Agricultural Modeling via a Coupled Statistical–Physical Framework
Published in Modelling (01-12-2021)“…Multiple factors, many of them environmental, coalesce to inform agricultural decisions. Farm planning is often done months in advance. These decisions have to…”
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ParticLS: Object-oriented software for discrete element methods and peridynamics
Published in Computational particle mechanics (01-02-2022)“…ParticLS ( Partic le L evel S ets) is a software library that implements the discrete element method (DEM) and meshfree methods. ParticLS tracks the…”
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High-resolution repeat topography of drifting ice floes in the Arctic Ocean from terrestrial laser scanning
Published in Scientific data (13-01-2024)“…Snow and ice topography impact and are impacted by fluxes of mass, energy, and momentum in Arctic sea ice. We measured the topography on approximately a 0.5 km…”
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Efficient and Exact Multimarginal Optimal Transport with Pairwise Costs
Published in Journal of scientific computing (01-07-2024)“…We address the numerical solution to multimarginal optimal transport (MMOT) with pairwise costs. MMOT, as a natural extension from the classical two-marginal…”
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A probabilistic optimal sensor design approach for structural health monitoring using risk-weighted f-divergence
Published in Mechanical systems and signal processing (01-12-2021)“…•The paper proposes a new form of Bayes risk functional using probability distribution distances.•This Bayes risk functional is used to design an optimal…”
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FlakeOut: A geometric approach to remove wind-blown snow from terrestrial laser scans
Published in Cold regions science and technology (01-09-2022)Get full text
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MUQ: The MIT Uncertainty Quantification Library
Published in Journal of open source software (09-12-2021)Get full text
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Bayesian calibration of multi-level model with unobservable distributed response and application to miter gates
Published in Mechanical systems and signal processing (01-05-2022)“…•Bayesian calibration of multi-level model with unobservable and distributed outputs•Simultaneous model parameter estimation and model discrepancy…”
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Democratizing uncertainty quantification
Published in Journal of computational physics (15-01-2025)“…Uncertainty Quantification (UQ) is vital to safety-critical model-based analyses, but the widespread adoption of sophisticated UQ methods is limited by…”
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Improved workflow for unguided multiphase image segmentation
Published in Computers & geosciences (01-09-2018)“…Quantitative image analysis often depends on accurate classification of pixels through a segmentation process. However, imaging artifacts such as the partial…”
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The third Sandia fracture challenge: predictions of ductile fracture in additively manufactured metal
Published in International journal of fracture (01-07-2019)“…The Sandia Fracture Challenges provide a forum for the mechanics community to assess its ability to predict ductile fracture through a blind, round-robin…”
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UM-Bridge: Uncertainty quantification and modeling bridge
Published in Journal of open source software (18-03-2023)Get full text
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MParT: Monotone Parameterization Toolkit
Published in Journal of open source software (26-12-2022)Get full text
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Observations of Stress‐Strain in Drifting Sea Ice at Floe Scale
Published in Journal of geophysical research. Oceans (01-05-2022)“…The mechanical deformation of sea ice has substantial influence over large‐scale (e.g., >10 km) ice properties, such as the ice thickness distribution, as well…”
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Efficient and Exact Multimarginal Optimal Transport with Pairwise Costs
Published 05-08-2022“…In this paper, we address the numerical solution to the multimarginal optimal transport (MMOT) with pairwise costs. MMOT, as a natural extension from the…”
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A transport approach to sequential simulation-based inference
Published 26-08-2023“…We present a new transport-based approach to efficiently perform sequential Bayesian inference of static model parameters. The strategy is based on the…”
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Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States
Published in Proceedings of the National Academy of Sciences - PNAS (12-04-2022)“…Short-term probabilistic forecasts of the trajectory of the COVID-19 pandemic in the United States have served as a visible and important communication channel…”
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