Research Articles
Stacked Generalization for Materials Property Prediction: A Comprehensive Framework for Accelerated Discovery
This article provides a comprehensive exploration of stacked generalization, an advanced ensemble learning technique, for predicting materials properties.
Harnessing Inductive Bias: Accelerating Machine Learning for Materials Discovery and Drug Development
This article explores the critical role of inductive bias—the set of assumptions that guide machine learning algorithms—in revolutionizing materials science and biomedical research.
Advanced ICP-MS Method Development for Inorganic Analysis in Biomedical Research and Drug Development
This article provides a comprehensive guide to inductively coupled plasma mass spectrometry (ICP-MS) method development for the analysis of inorganic compounds, specifically tailored for researchers and professionals in drug development.
Leveraging the Materials Project Database for Inorganic Materials in Biomedical Research
This article provides a comprehensive guide for researchers and drug development professionals on utilizing the Materials Project (MP) database for inorganic materials discovery and application.
Validating Negative Frequency Modes: Bridging Computational Alerts to Structural Instability in Drug Discovery
This article provides a comprehensive framework for researchers and drug development professionals on the critical interpretation of negative frequency modes in computational chemistry.
Bridging Theory and Experiment: A Comprehensive Guide to DFT Phonon Calculations and Raman Spectroscopy
This article provides a comprehensive guide for researchers and scientists on the synergistic relationship between Density Functional Theory (DFT) phonon calculations and Raman spectroscopy measurements.
Optimizing Step Size in Finite Displacement Phonon Calculations: A Guide for Accuracy and Efficiency
Finite displacement method is a cornerstone technique for first-principles phonon calculations, essential for determining dynamical stability, thermal properties, and phase transitions in materials.
Implementing Acoustic Sum Rule Corrections in Phonon Calculations: A Comprehensive Guide for Computational Materials Science
This article provides a complete resource for researchers implementing acoustic sum rule (ASR) corrections in phonon calculations.
Navigating Phonon Calculations in Distorted Materials: From Foundational Theory to Advanced Computational Solutions
This article provides a comprehensive guide for researchers and scientists on accurately predicting phonon properties in materials with structural distortions.
Green-Kubo Modal Analysis (GKMA): A Unified Framework for Thermal Conductivity in Disordered Solids
This article provides a comprehensive exploration of Green-Kubo Modal Analysis (GKMA), a powerful computational formalism for calculating modal contributions to thermal conductivity in complex materials.