Lead-free perovskites for next-generation applications: a comprehensive computational and data-driven review
Syeda Kinza Fatima, Reem H. Alzard, Riffat Amna, Mohamed H. Alzard, Kaibo Zheng, Mohamed Abdellah
Abstract
Data-driven frameworks link methods, materials, and applications in LFP research. DFT, HT screening, and ML enable predictive design and broad uses. The field is advancing toward autonomous AI-guided discovery pipelines.
Topics & Concepts
Lead (geology)Perovskite (structure)Computer scienceNanotechnologyMaterials scienceSystems engineeringRisk analysis (engineering)Data scienceEngineeringBusinessGeologyChemical engineeringGeomorphologyPerovskite Materials and ApplicationsMagnetic and transport properties of perovskites and related materialsQuantum Dots Synthesis And Properties