Research Articles
DFDensity Functional Theory DFT Catalytic Activity Trends of Transition Metals: From Computational Prediction to Drug Discovery Applications
This article provides a comprehensive exploration of Density Functional Theory (DFT) as a pivotal tool for predicting and rationalizing the catalytic activity trends of transition metals.
DFT Catalyst Design Principles: A Computational Guide for Drug Discovery and Biomedical Research
This article provides a comprehensive guide to Density Functional Theory (DFT) principles for catalyst design, tailored for researchers and drug development professionals.
Mastering DFT Calculations for Oxygen Reduction Reaction Catalysts: From Principles to Biomedical Applications
This comprehensive guide explores the application of Density Functional Theory (DFT) in designing and optimizing oxygen reduction reaction (ORR) catalysts, with a focus on relevance to biomedical research and fuel...
Reaction-Conditioned vs. Unconditional: The AI Catalyst Generation Battle Shaping Drug Discovery
This article provides a comprehensive analysis for researchers and drug development professionals on two dominant paradigms in AI-driven catalyst generation: unconditional (de novo) design and reaction-conditioned (goal-directed) generation.
Generative AI for Catalyst Design: A Comparative Analysis of VAE vs Diffusion Model Accuracy
This article provides a comprehensive comparison of Variational Autoencoders (VAEs) and Diffusion Models for generative catalyst design, targeting researchers and drug development professionals.
Homogeneous vs. Heterogeneous Generative Models for Molecular Catalysts: A Comparative Analysis for Accelerated Drug Discovery
This article provides a comprehensive comparative analysis of homogeneous and heterogeneous catalyst generative models in computational chemistry and drug discovery.
Unraveling CO Poisoning: Molecular Mechanisms, Detection Strategies, and Catalyst Protection in PEM Fuel Cells
This article provides a comprehensive examination of Carbon Monoxide (CO) poisoning mechanisms in Proton Exchange Membrane (PEM) fuel cell catalysts.
Revolutionizing Catalyst Discovery: How Generative AI and Surrogate Models Accelerate Design Pipelines
This article explores the transformative integration of generative AI and surrogate models for building accelerated catalyst design pipelines.
Decoding Catalysis: A Comprehensive Guide to Brønsted-Evans-Polanyi Relations in DFT Surface Chemistry
This article provides a thorough exploration of Brønsted-Evans-Polanyi (BEP) relations within the framework of Density Functional Theory (DFT) for surface chemistry.
Unlocking Catalytic Performance: The Critical Role of Brønsted to Lewis Acid Site Ratio in H-ZSM-5 Zeolite Design
This article provides a comprehensive analysis of the Brønsted to Lewis (B/L) acid site ratio in H-ZSM-5 zeolites and its decisive influence on catalytic behavior.