Data Science Approaches for Electrochemical Engineers: An Introduction through Surrogate Model Development for Lithium-Ion Batteries

Generic Model Control for Lithium-Ion Batteries

(2017) Manan Pathak et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Data science: Accelerating innovation and discovery in chemical engineering

(2016) David A. C. Beck et al.   AICHE JOURNAL

Review of simplified Pseudo-two-Dimensional models of lithium-ion batteries

(2016) Ali Jokar et al.   JOURNAL OF POWER SOURCES

Efficient Simulation and Model Reformulation of Two-Dimensional Electrochemical Thermal Behavior of Lithium-Ion Batteries

(2015) P. W. C. Northrop et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Efficient Simulation and Reformulation of Lithium-Ion Battery Models for Enabling Electric Transportation

(2014) Paul W. C. Northrop et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Decision tree construction on GPU: ubiquitous parallel computing approach

(2013) Aziz Nasridinov et al.   COMPUTING

Efficient Reformulation of Solid Phase Diffusion in Electrochemical-Mechanical Coupled Models for Lithium-Ion Batteries: Effect of Intercalation Induced Stresses

(2013) Sumitava De et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Efficient Conservative Numerical Schemes for 1D Nonlinear Spherical Diffusion Equations with Applications in Battery Modeling

(2013) Yi Zeng et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

A few useful things to know about machine learning

(2012) Pedro Domingos   COMMUNICATIONS OF THE ACM

Lithium ion cell modeling using orthogonal collocation on finite elements

(2012) Long Cai et al.   JOURNAL OF POWER SOURCES

Model-based simultaneous optimization of multiple design parameters for lithium-ion batteries for maximization of energy density

(2012) Sumitava De et al.   JOURNAL OF POWER SOURCES

Theory of SEI Formation in Rechargeable Batteries: Capacity Fade, Accelerated Aging and Lifetime Prediction

(2012) Matthew B. Pinson et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Comparison of random forest, support vector machine and back propagation neural network for electronic tongue data classification: Application to the recognition of orange beverage and Chinese vinegar

(2012) Miao Liu et al.   SENSORS AND ACTUATORS B-CHEMICAL

Recurrent Neural Network-Based Modeling and Simulation of Lead-Acid Batteries Charge–Discharge

(2011) Giacomo Capizzi et al.   IEEE TRANSACTIONS ON ENERGY CONVERSION

Coordinate Transformation, Orthogonal Collocation, Model Reformulation and Simulation of Electrochemical-Thermal Behavior of Lithium-Ion Battery Stacks

(2011) Paul W. C. Northrop et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Modeling and Simulation of Lithium-Ion Batteries from a Systems Engineering Perspective

(2011) Venkatasailanathan Ramadesigan et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Tracking climate models

(2011) Claire Monteleoni et al.   Statistical Analysis and Data Mining

Efficient Reformulation of Solid-Phase Diffusion in Physics-Based Lithium-Ion Battery Models

(2010) Venkatasailanathan Ramadesigan et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Reduction of an Electrochemistry-Based Li-Ion Battery Model via Quasi-Linearization and Padé Approximation

(2010) Joel C. Forman et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Single-Particle Model for a Lithium-Ion Cell: Thermal Behavior

(2010) Meng Guo et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Low-dimensional models for real time simulations of catalytic monoliths

(2009) Saurabh Y. Joshi et al.   AICHE JOURNAL