Troy– Author –
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Accelerating Deep-Ultraviolet Nonlinear Optical Material Discovery: Integrated MLIP-First Principles Framework Demonstrated in LiB2O3F
ACS Publications USA Overview An integrated framework for accelerating the discovery of deep-ultraviolet (deep-UV) nonlinear optical materials has been established, demonstrating its efficacy in the LiB2O3F system. This framework combine... -
LAMMPS Accelerates MLIP Integration: Revolutionizing MD Simulations with DeePMD-kit, MACE, CHGNet Foundation Models
LAMMPS Molecular Dynamics Simulator USA Overview The LAMMPS molecular dynamics simulator is enhancing its integration with several machine-learned interatomic potential (MLIP) frameworks, including DeePMD-kit, NequIP, Allegro, MACE, Seve... -
Generative AI Accelerates Product Development: From Ideation to Efficient Digital Twin Prototyping
Atlas Systems USA Overview Generative AI (GenAI) is fundamentally transforming product development, dramatically accelerating every stage from ideation to prototyping and testing. GenAI rapidly generates diverse design proposals and stre... -
Machine-Learned Interatomic Potential Developed for Tungsten-Boron Surface Sputtering via tabGAP Framework, Guiding MXene Defect Engineering
arXiv International Overview A machine-learned interatomic potential (MLIP) has been developed using the tabGAP framework to simulate sputtering behavior of tungsten-boron (W-B) surfaces at large scales. Trained with density functional t... -
U.S. DOE Accelerates Materials Inverse Design with Physics-Aware AI Framework, Dramatically Reducing Time-to-Market
Department of Energy USA Overview The U.S. Department of Energy (DOE) announced a strategic initiative to accelerate materials inverse design by integrating a physics-aware AI framework encompassing foundation models, deep learning, gene... -
AI and Polymer Informatics Slash Material Development Time from Decades to Months
ChemCopilot USA Overview AI, machine learning, and polymer informatics frameworks are dramatically accelerating polymer R&D, potentially reducing the development cycle for novel commercial polymers from 10-15 years to mere months or ... -
Chinese Study Finds Optimal Performance of Two-Terminal Perovskite-Silicon Tandems Highly Dependent on Geographical Conditions
PV Magazine China Overview Research from China indicates that the commercial success of two-terminal (2T) perovskite-silicon tandem solar cells relies heavily on geography and market conditions, beyond just achieving high efficiencies. O... -
Durability Breakthrough: Lithuanian Team Unlocks Perovskite Solar’s Commercial Potential
The Cool Down Lithuania Overview Researchers at Lithuania's Kaunas University of Technology have developed a novel method to dramatically improve the durability and lifespan of perovskite solar cells, addressing a critical barrier to the... -
LONGi Achieves 34.85% NREL-Certified Efficiency for Perovskite-Silicon Tandem Solar Cell, Setting New Industry Record
Facebook China Overview LONGi Green Energy has achieved a certified 34.85% power conversion efficiency on its perovskite-silicon tandem solar cell, verified by NREL testing standards, setting a new industry record. This breakthrough surp... -
Monochrome to Conduct Perovskite Solar Cell Field Trials at Over 5,000m Altitude Near K2 Base Camp, Pakistan
The Cool Down Japan Overview Monochrome, a Japanese building-integrated photovoltaic (BIPV) manufacturer, plans to conduct field trials of its perovskite PV prototype at approximately 5,150 meters altitude near Pakistan's K2 Base Camp. T...
