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20222025
most citedMachine Learning Benchmarks for the Classification of Equivalent Circuit Models from Electrochemical Impedance Spectra

43 citations · 195 across the 20 of their papers we have counts for

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Showing 2023Show all

5 papers · 1 filter

stat.ML2023★ 13 cited

Interpretation of High-Dimensional Linear Regression: Effects of Nullspace and Regularization Demonstrated on Battery Data

Joachim Schaeffer, Eric Lenz, William C. Chueh +3

High-dimensional linear regression is important in many scientific fields. This article considers discrete measured data of underlying smooth latent processes, as is often obtained…

cs.CE2023★ 17 cited

Mechanistic Modeling and Analysis of Thermal Radiation in Conventional, Microwave-assisted, and Hybrid Freeze Drying for Biopharmaceutical Manufacturing

Prakitr Srisuma, George Barbastathis, Richard D. Braatz

In freeze drying, thermal radiation has a significant effect on the drying process of vials located near the corner and edge of the trays, resulting in non-uniformity of the produc…

q-bio.QM2023★ 1 cited

Dynamics and Control of Oscillatory Bioreactors

Pavan Inguva, Krystian Ganko, Alexis B. Dubs +1

Bioreactors are widely used in many industries to generate a range of products using various host cells e.g., yeast, insect, and mammalian cells. Depending on the process, product,…

math.OC2023

A direct optimization algorithm for input-constrained MPC

Liang Wu, Richard D. Braatz

Providing an execution time certificate is a pressing requirement when deploying Model Predictive Control (MPC) in real-time embedded systems such as microcontrollers. Real-time MP…

cs.LG2023★ 43 cited

Machine Learning Benchmarks for the Classification of Equivalent Circuit Models from Electrochemical Impedance Spectra

Joachim Schaeffer, Paul Gasper, Esteban Garcia-Tamayo +10

Analysis of Electrochemical Impedance Spectroscopy (EIS) data for electrochemical systems often consists of defining an Equivalent Circuit Model (ECM) using expert knowledge and th…