Experimental protocol

Exploring machine learning models to predict atmospheric water harvesting with an ion deposition membrane

This paper presents a novel Ion Deposition Membrane-based approach to atmospheric water harvesting, leveraging machine learning to predict water yields under various environmental conditions.

March 2025 · Giulio Barletta, Shashwata Moitra, Sybil Derrible, Alex Mathew, Anoop Muraleedharan Nair, Constantine M. Megaridis
Energy-GNoME

Energy-GNoME: A Living Database of Selected Materials for Energy Applications

This paper presents the novel Energy-GNoME database and the related protocol.

November 2024 · Paolo De Angelis, Giovanni Trezza, Giulio Barletta, Pietro Asinari, Eliodoro Chiavazzo
Feature grouping protocol

Learning Effective Good Variables from Physical Data

This paper presents two novel approaches to the discovery of possible groups or combinations of primitive variables.

July 2024 · Giulio Barletta, Giovanni Trezza, Eliodoro Chiavazzo
Simulation model.

Thévenin’s Battery Model Parameter Estimation Based on Simulink

This paper proposes the estimation of the values of the parameters of the Thévenin equivalent circuit of a LIB commercial cell.

August 2022 · Giulio Barletta, Piera Di Prima, Davide Papurello