Scattering-Informed Microstructure Prediction during Lagrangian Evolution (SIMPLE)—a data-driven framework for modeling complex fluids in flow

Testing orientational closure approximations in dilute and non-dilute suspensions with Rheo-SANS

(2023) Patrick T. Corona et al.   JOURNAL OF NON-NEWTONIAN FLUID MECHANICS

Automated identification of linear viscoelastic constitutive laws with EUCLID

(2023) Enzo Marino et al.   MECHANICS OF MATERIALS

Flow-Enhanced Flexible Microcomb Printing of Organic Solar Cells

(2022) Gengxin Du et al.   ACS Applied Materials & Interfaces

Fingerprinting soft material nanostructure response to complex flow histories

(2022) Patrick T. Corona et al.   Physical Review Materials

A machine learning inversion scheme for determining interaction from scattering

(2022) Ming-Ching Chang et al.   Communications Physics

Data-driven reduced-order modeling of spatiotemporal chaos with neural ordinary differential equations

(2022) Alec J. Linot et al.   CHAOS

Fingerprinting Brownian Motions of Polymers under Flow

(2022) Zhiqiang Shen et al.   PHYSICAL REVIEW LETTERS

Data-driven selection of constitutive models via rheology-informed neural networks (RhINNs)

(2022) Milad Saadat et al.   RHEOLOGICA ACTA

Three-dimensional printing of photonic colloidal glasses into objects with isotropic structural color

(2022) Ahmet F. Demirörs et al.   Nature Communications

A machine learning enabled hybrid optimization framework for efficient coarse-graining of a model polymer

(2022) Zakiya Shireen et al.   npj Computational Materials

Data-driven construction of stochastic reduced dynamics encoded with non-Markovian features

(2022) Zhiyuan She et al.   JOURNAL OF CHEMICAL PHYSICS

Data-driven physics-informed constitutive metamodeling of complex fluids: A multifidelity neural network (MFNN) framework

(2021) Mohammadamin Mahmoudabadbozchelou et al.   JOURNAL OF RHEOLOGY

Rheology-Informed Neural Networks (RhINNs) for forward and inverse metamodelling of complex fluids

(2021) Mohammadamin Mahmoudabadbozchelou et al.   Scientific Reports

Bayesian estimations of orientation distribution functions from small-angle scattering enable direct prediction of mechanical stress in anisotropic materials

(2021) Patrick T. Corona et al.   Physical Review Materials

Oldroyd B, and not A?

(2021) John Hinch et al.   JOURNAL OF NON-NEWTONIAN FLUID MECHANICS

nn-PINNs: Non-Newtonian physics-informed neural networks for complex fluid modeling

(2021) Mohammadamin Mahmoudabadbozchelou et al.   Soft Matter

A Review on Transport Phenomena of Entangled Polymeric Liquids

(2020) Takeshi Sato   NIHON REOROJI GAKKAISHI

Data-driven molecular modeling with the generalized Langevin equation

(2020) Francesca Grogan et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Toward a fluid mechanics of suspensions

(2020) Jeffrey F. Morris   Physical Review Fluids

Recent advances in machine learning towards multiscale soft materials design

(2019) Nicholas E Jackson et al.   Current Opinion in Chemical Engineering

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

Computational Reverse-Engineering Analysis for Scattering Experiments on Amphiphilic Block Polymer Solutions

(2019) Daniel J. Beltran-Villegas et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Orientational Distribution Function of Aligned Elongated Molecules and Particulates Determined from Their Scattering Signature

(2019) Guan-Rong Huang et al.   ACS Macro Letters

Shear Thickening of Concentrated Suspensions: Recent Developments and Relation to Other Phenomena

(2019) Jeffrey F. Morris   Annual Review of Fluid Mechanics

Microstructural Understanding of the Length- and Stiffness-Dependent Shear Thinning in Semidilute Colloidal Rods

(2019) Christian Lang et al.   MACROMOLECULES

DeePCG: Constructing coarse-grained models via deep neural networks

(2018) Linfeng Zhang et al.   JOURNAL OF CHEMICAL PHYSICS

Deep Potential Molecular Dynamics: A Scalable Model with the Accuracy of Quantum Mechanics

(2018) Linfeng Zhang et al.   PHYSICAL REVIEW LETTERS

Microfluidic devices for small-angle neutron scattering

(2018) Carlos G. Lopez et al.   JOURNAL OF APPLIED CRYSTALLOGRAPHY

Probing flow-induced nanostructure of complex fluids in arbitrary 2D flows using a fluidic four-roll mill (FFoRM)

(2018) Patrick T. Corona et al.   Scientific Reports

Multiscale assembly of solution-processed organic electronics: the critical roles of confinement, fluid flow, and interfaces

(2017) Bijal B Patel et al.   NANOTECHNOLOGY

Machine learning of accurate energy-conserving molecular force fields

(2017) Stefan Chmiela et al.   Science Advances

Flow-Directed Crystallization for Printed Electronics

(2016) Ge Qu et al.   ACCOUNTS OF CHEMICAL RESEARCH

Machine learning strategies for systems with invariance properties

(2016) Julia Ling et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

Scanning-SAXS of microfluidic flows: nanostructural mapping of soft matter

(2016) Viviane Lutz-Bueno et al.   LAB ON A CHIP

Microfluidic SAXS Study of Lamellar and Multilamellar Vesicle Phases of Linear Sodium Alkylbenzenesulfonate Surfactant with Intrinsic Isomeric Distribution

(2016) Andreas S. Poulos et al.   LANGMUIR

Microfluidic processing of concentrated surfactant mixtures: online SAXS, microscopy and rheology

(2016) Hazel P. Martin et al.   Soft Matter

Micellar solutions in contraction slit-flow: Alignment mapped by SANS

(2015) Viviane Lutz-Bueno et al.   JOURNAL OF NON-NEWTONIAN FLUID MECHANICS

Microfluidic-SANS: flow processing of complex fluids

(2015) Carlos G. Lopez et al.   Scientific Reports

Nematic Director Reorientation at Solid and Liquid Interfaces under Flow: SAXS Studies in a Microfluidic Device

(2014) Bruno F. B. Silva et al.   LANGMUIR

Solution coating of large-area organic semiconductor thin films with aligned single-crystalline domains

(2013) Ying Diao et al.   NATURE MATERIALS

Flow-SANS and Rheo-SANS applied to soft matter

(2011) Aaron P.R. Eberle et al.   CURRENT OPINION IN COLLOID & INTERFACE SCIENCE

Multimodal x-ray scatter imaging

(2009) O Bunk et al.   NEW JOURNAL OF PHYSICS

A review of microstructure in concentrated suspensions and its implications for rheology and bulk flow

(2009) Jeffrey F. Morris   RHEOLOGICA ACTA