Functional data-driven framework for fast forecasting of electrode slurry rheology simulated by molecular dynamics

Martini 3: a general purpose force field for coarse-grained molecular dynamics

(2021) Paulo C. T. Souza et al.   NATURE METHODS

On application of machine learning method for history matching and forecasting of times series data from hydrocarbon recovery process using water flooding

(2021) Mayur Pal   PETROLEUM SCIENCE AND TECHNOLOGY

Battery production design using multi-output machine learning models

(2021) Artem Turetskyy et al.   Energy Storage Materials

From Materials to Cell: State-of-the-Art and Prospective Technologies for Lithium-Ion Battery Electrode Processing

(2021) Jianlin Li et al.   CHEMICAL REVIEWS

Rechargeable Batteries of the Future—The State of the Art from a BATTERY 2030+ Perspective

(2021) Maximilian Fichtner et al.   Advanced Energy Materials

4D-resolved physical model for Electrochemical Impedance Spectroscopy of Li(Ni1-x-yMnxCoy)O2-based cathodes in symmetric cells: Consequences in tortuosity calculations

(2020) Abbos Shodiev et al.   JOURNAL OF POWER SOURCES

Kernel-Based Machine Learning for Efficient Simulations of Molecular Liquids

(2020) Christoph Scherer et al.   Journal of Chemical Theory and Computation

Mesoscale Effects in the Extraction of the Solid-State Lithium Diffusion Coefficient Values of Battery Active Materials: Physical Insights from 3D Modeling

(2020) Mehdi Chouchane et al.   Journal of Physical Chemistry Letters

Data-driven assessment of electrode calendering process by combining experimental results, in silico mesostructures generation and machine learning

(2020) Marc Duquesnoy et al.   JOURNAL OF POWER SOURCES

Investigating electrode calendering and its impact on electrochemical performance by means of a new discrete element method model: Towards a digital twin of Li-Ion battery manufacturing

(2020) Alain C. Ngandjong et al.   JOURNAL OF POWER SOURCES

Compact physical model for simulation of thermal networks

(2019) Elisa Guelpa et al.   ENERGY

Numerical simulation of the behavior of lithium-ion battery electrodes during the calendaring process via the discrete element method

(2019) Clara Sangrós Giménez et al.   POWDER TECHNOLOGY

Toward Data‐Driven Applications in Lithium‐Ion Battery Cell Manufacturing

(2019) Artem Turetskyy et al.   Energy Technology

Lithium ion battery electrodes predicted from manufacturing simulations: Assessing the impact of the carbon-binder spatial location on the electrochemical performance

(2019) Mehdi Chouchane et al.   JOURNAL OF POWER SOURCES

Multivariate Functional Principal Component Analysis for Data Observed on Different (Dimensional) Domains

(2017) Clara Happ et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Stability and dynamics of membrane-spanning DNA nanopores

(2017) Vishal Maingi et al.   Nature Communications

Functional data analysis for density functions by transformation to a Hilbert space

(2016) Alexander Petersen et al.   ANNALS OF STATISTICS

Residual lifetime prediction for lithium-ion battery based on functional principal component analysis and Bayesian approach

(2015) Yujie Cheng et al.   ENERGY

Parameter Space Compression Underlies Emergent Theories and Predictive Models

(2013) B. B. Machta et al.   SCIENCE

Cramér–Karhunen–Loève representation and harmonic principal component analysis of functional time series

(2013) Victor M. Panaretos et al.   STOCHASTIC PROCESSES AND THEIR APPLICATIONS

A cross-validation scheme for machine learning algorithms in shotgun proteomics

(2012) Viktor Granholm et al.   BMC BIOINFORMATICS

One-dimensional statistical parametric mapping in Python

(2011) Todd C. Pataky   COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

Predicting effective viscosity of magnetite ore slurries by using artificial neural network

(2011) Manik P. Deosarkar et al.   POWDER TECHNOLOGY

Low computational cost CFD analysis of thermoacoustic oscillations

(2009) Andrea Toffolo et al.   APPLIED THERMAL ENGINEERING

Software components for parallel multiscale simulation: an example with LAMMPS

(2009) Benjamin FrantzDale et al.   ENGINEERING WITH COMPUTERS

Functional Data Analysis of Running Kinematics in Chronic Achilles Tendon Injury

(2008) ORNA A. DONOGHUE et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE