Automated generative process synthesis via transformer‐based dual‐loop simulation and optimization
AIChE Journal, EarlyView.Abstract This study presents a novel framework for automated generative process synthesis, addressing the complexity of simultaneously optimizing discrete topologies and continuous operating variables. To overcome conventional superstructure limitations, we propose a dual‐loop architecture integrating generative transformers with rigorous process ...
Yeong Woo Son +4 more
wiley +1 more source
Human lungs fluid mechanics: an overview of current modelling techniques. [PDF]
Eur Phys J E Soft MatterRomanò F.
europepmc +1 more source
A Review of the Complex Flow and Heat Transfer Characteristics in Microchannels. [PDF]
Micromachines (Basel), 2023 Zhang J, Zou Z, Fu C.
europepmc +1 more source
Advanced Intelligent Discovery, EarlyView.This perspective highlights how knowledge‐guided artificial intelligence can address key challenges in manufacturing inverse design, including high‐dimensional search spaces, limited data, and process constraints. It focused on three complementary pillars—expert‐guided problem definition, physics‐informed machine learning, and large language model ...
Hugon Lee +3 more
wiley +1 more source
Inspection of stability of a general roll-damping of a ship via non-perturbative approach. [PDF]
Sci RepMoatimid GM, Mohamed MAA, Abohamer MK.
europepmc +1 more source
Analysis of Flexural Vibrations of a Piezoelectric Semiconductor Nanoplate Driven by a Time-Harmonic Force. [PDF]
Materials (Basel), 2021 Li M, Zhang Q, Wang B, Zhao M.
europepmc +1 more source
Data‐Guided Photocatalysis: Supervised Machine Learning in Water Splitting and CO2 Conversion
Advanced Intelligent Discovery, EarlyView.This review highlights recent advances in supervised machine learning (ML) for photocatalysis, emphasizing methods to optimize photocatalyst properties and design materials for solar‐driven water splitting and CO2 reduction. Key applications, challenges, and future directions are discussed, offering a practical framework for integrating ML into the ...
Paul Rossener Regonia +1 more
wiley +1 more source
Investigating various nonlinear vibration problems using VIBRANT: A tool based on Abaqus and Python. [PDF]
PLoS OneTüfekci M, Sevencan F, Yurdakul O.
europepmc +1 more source
Unified one-dimensional finite element for the analysis of hyperelastic soft materials and structures. [PDF]
Mech Adv Mat Struct, 2023 Pagani A, Carrera E.
europepmc +1 more source
Evolution of Physical Intelligence Across Scales
Advanced Intelligent Discovery, EarlyView.By following the evolution of physical intelligence across scales, this article shows how intelligence arises from materials, structures, physical interactions, and collectives. It establishes physical intelligence as the evolutionary foundation upon which embodied intelligence is built.
Ke Liu +7 more
wiley +1 more source