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
Heat Transfer Enhancement of Diamond Rib Mounted in Periodic Merging Chambers of Micro Channel Heat Sink. [PDF]
Micromachines (Basel)Lu X, Wang L, Wang L, Hu Y.
europepmc +1 more source
A Novel Mini-Channel Heat Sink Design with Arc-Type Design Domain by Topology Optimization. [PDF]
Micromachines (Basel), 2022 Zhou T, Guo C, Shao X.
europepmc +1 more source
A Computational Approach for Biomimetic Design of Liver‐On‐A‐Chip
Advanced Intelligent Discovery, EarlyView.A biomimetic liver‐on‐a‐chip with antiparallel perfusion was designed using COMSOL‐guided simulation to replicate hepatic acinus transport. Full‐scale modelling revealed diffusion‐dominated, length‐dependent nutrient gradients and low‐shear conditions.
Zhenxu Yang +9 more
wiley +1 more source
Feature analysis aided design of lightweight heat sink from network structures. [PDF]
iScienceLuo T, Zhu C, Li B, Shen X, Zhu G.
europepmc +1 more source
Constructal Optimization of Rectangular Microchannel Heat Sink with Porous Medium for Entropy Generation Minimization. [PDF]
Entropy (Basel), 2021 Li W, Xie Z, Xi K, Xia S, Ge Y.
europepmc +1 more source
Advanced Intelligent Discovery, EarlyView.A low‐cost, self‐driving laboratory is developed to democratize autonomous materials discovery. Using this "frugal twin" hardware architecture with Bayesian optimization, the platform rapidly converges to target lower critical solution temperature (LCST) values while self‐correcting from off‐target experiments, demonstrating an accessible route to data‐
Guoyue Xu, Renzheng Zhang, Tengfei Luo
wiley +1 more source
Hydraulic and Thermal Performance of Microchannel Heat Sink Inserted with Pin Fins. [PDF]
Micromachines (Basel), 2021 Xie GF +5 more
europepmc +1 more source
A Unifying Approach to Self‐Organizing Systems Interacting via Conservation Laws
Advanced Intelligent Discovery, EarlyView.The article develops a unified way to model and analyze self‐organizing systems whose interactions are constrained by conservation laws. It represents physical/biological/engineered networks as graphs and builds projection operators (from incidence/cycle structure) that enforce those constraints and decompose network variables into constrained versus ...
F. Barrows +7 more
wiley +1 more source
A Computational Fluid Dynamic Study on Efficiency of a Wavy Microchannel/Heat Sink Containing Various Nanoparticles. [PDF]
Micromachines (Basel), 2021 Khetib Y +5 more
europepmc +1 more source