Hybrid modeling of first-principles and machine learning: A step-by-step tutorial review for practical implementation

P Shah, S Pahari, R Bhavsar, JSI Kwon - Computers & Chemical …, 2024 - Elsevier
In recent years, the integration of mechanistic process models with advanced machine
learning techniques has led to the development of hybrid models, which have shown …

[HTML][HTML] The modeling and control of (renewable) energy systems by partial differential equations—an overview

V Radisavljevic-Gajic, D Karagiannis, Z Gajic - Energies, 2023 - mdpi.com
Mathematical models of energy systems have been mostly represented by either linear or
nonlinear ordinary differential equations. This is consistent with lumped-parameter dynamic …

Predicting layer thicknesses by numerical simulation for meniscus-guided coating of organic photovoltaics

F Gumpert, A Janßen, CJ Brabec… - … of computational fluid …, 2023 - Taylor & Francis
To achieve maximum efficiency in organic photovoltaics (OPV), functional layers with
uniform and exactly predefined thickness are required. An in-depth understanding of the …

Assessing the width of Gaussian density of states in organic semiconductors

F Maddalena, C de Falco, M Caironi, D Natali - Organic Electronics, 2015 - Elsevier
Abstract The Density of States (DOS) is an ingredient of critical importance for the accurate
physical understanding of the optoelectronic properties of organic semiconductors. The …

[HTML][HTML] Refined drift-diffusion model for the simulation of charge transport across layer interfaces in organic semiconductor devices

S Altazin, C Kirsch, E Knapp, A Stous… - Journal of Applied …, 2018 - pubs.aip.org
We present a new approach to simulate the transport of charges across organic/organic
layer interfaces in organic semiconductor devices. This approach combines the drift …

A multifield coupled thermo‐chemo‐mechanical theory for the reaction‐diffusion modeling in photovoltaics

Z Liu, P Lenarda, J Reinoso… - International Journal for …, 2023 - Wiley Online Library
A comprehensive coupled thermo‐chemo‐mechanical modeling framework is proposed in
this work to study the reaction‐diffusion phenomena taking place inside photovoltaics (PV) …

Optoelectrical, electronic, and thermodynamic DFT study of a carbon nanoring and its derivative: application as active layer material in organic solar cell performance …

GM Dzifack Kenfack, F Tchangnwa Nya… - Journal of Molecular …, 2023 - Springer
Optoelectrical, electronic, and thermodynamic properties of {6} cycloparaphenylene ({6}
CPP) and its derivative, N, N-dimethyl-diaza {6} cycloparaphenylene (DMDA {6} CPP), are …

Buffer layers in inverted organic solar cells and their impact on the interface and device characteristics: An experimental and modeling analysis

S Banerjee, SK Gupta, A Singh, A Garg - Organic Electronics, 2016 - Elsevier
Buffer layers play crucial role in increasing the power conversion efficiencies (η) in organic
solar cells (OSCs) and hence it is important to understand the underlying microscopic …

Numerical simulation of photocurrent generation in bilayer organic solar cells: Comparison of master equation and kinetic Monte Carlo approaches

M Casalegno, A Bernardi, G Raos - The Journal of chemical physics, 2013 - pubs.aip.org
Numerical approaches can provide useful information about the microscopic processes
underlying photocurrent generation in organic solar cells (OSCs). Among them, the Kinetic …

An effective two-orbital quantum chemical model for organic photovoltaic materials

G Raos, M Casalegno, J Ide - Journal of Chemical Theory and …, 2014 - ACS Publications
We present a coarse-grained quantum chemical model of organic photovoltaic materials,
which is based on the classic idea that the main physical processes involve the electrons …