Research Articles
Composition-Based Machine Learning for Inorganic Stability: From Foundational Concepts to Advanced Discovery
This article provides a comprehensive exploration of composition-based machine learning (ML) models for predicting the thermodynamic stability of inorganic materials.
Machine Learning and Computational Approaches for Predicting Thermodynamic Stability of Inorganic Compounds
Accurately predicting the thermodynamic stability of inorganic compounds is a critical challenge in materials discovery and development.
Machine Learning for Inorganic Compound Discovery: Accelerating Materials for Drug Development and Beyond
This article explores the transformative role of machine learning (ML) in accelerating the discovery and development of new inorganic compounds, with a specific focus on applications relevant to researchers and...
Fundamental Principles and Modern Practices for Validating Inorganic Analytical Methods
This article provides a comprehensive guide to inorganic analytical method validation, tailored for researchers, scientists, and drug development professionals.
Navigating Inorganic Compound Databases for QSPR Analysis: Challenges, Methods, and Best Practices
This article provides a comprehensive guide for researchers and drug development professionals on the use of inorganic compound databases in Quantitative Structure-Property Relationship (QSPR) analysis.
Organic vs. Inorganic QSAR/QSPR Models: Key Differences in Data, Descriptors, and Validation
This article provides a comprehensive analysis of the fundamental and methodological differences between Quantitative Structure-Activity/Property Relationship (QSAR/QSPR) models for organic and inorganic compounds.
LDA vs GGA for Phonon Prediction: A Comprehensive Benchmark and Practical Guide
This article provides a systematic comparison of Local Density Approximation (LDA) and Generalized Gradient Approximation (GGA) density functionals for predicting phonon frequencies and lattice dynamics.
Validating Phonon Dispersion Relationships: A Comprehensive Guide to Computational and Experimental Integration with IXS and INS
This article provides a comprehensive framework for researchers and scientists validating computed phonon dispersion relationships against Inelastic X-ray Scattering (IXS) and Inelastic Neutron Scattering (INS) experimental data.
A Comparative Analysis of Phonon Spectra in Stoichiometric vs. Defective Structures: Impacts on Thermal and Electronic Properties
This article provides a systematic comparative analysis of phonon spectra in stoichiometric versus defective material structures, a critical factor influencing thermal and electronic properties in material science and drug development.
Validating Acoustic Phonon Modes: A Practical Guide to Dynamical Matrix Diagonalization
This article provides a comprehensive guide for researchers and scientists on the theory and application of dynamical matrix diagonalization for validating acoustic phonon modes.