Optimized CNN framework with VGG19, EfficientNet, and Bayesian optimization for early colon cancer detection. [PDF]
Sci RepRahman T +7 more
europepmc +1 more source
The Necessity of Dynamic Workflow Managers for Advancing Self‐Driving Labs and Optimizers
Advanced Intelligent Discovery, EarlyView.We assess the maturity and integration readiness of key methodologies for Materials Acceleration Platforms, highlighting the need for dynamic workflow managers. Demonstrating this, we integrate PerQueue into a color‐mixing robot, showing how flexible orchestration improves coordination and optimization.
Simon K. Steensen +6 more
wiley +1 more source
Autonomous Bayesian Optimization-Based Control System for Droplet Generation. [PDF]
Small MethodsCho S, Kim H, Shin S, Lee M, Lee J.
europepmc +1 more source
Targeted Variance Reduction: Robust Bayesian Optimization of Black-Box Simulators with Noise Parameters [PDF]
John Joshua Miller, Simon Mak
openalex +1 more source
A Machine Learning Model for Interpretable PECVD Deposition Rate Prediction
Advanced Intelligent Discovery, EarlyView.This study develops six machine learning models (k‐nearest neighbors, support vector regression, decision tree, random forest, CatBoost, and backpropagation neural network) to predict SiNx deposition rates in plasma‐enhanced chemical vapor deposition using hybrid production and simulation data.
Yuxuan Zhai +8 more
wiley +1 more source
Bayesian Optimization for Efficient Multiobjective Formulation Development of Biologics. [PDF]
Mol PharmWaibel I +9 more
europepmc +1 more source
Reinforcement Learning of Molecule Optimization with Bayesian Neural Networks
, 2021 Wei Hu
openalex +2 more sources
Topology‐Aware Machine Learning for High‐Throughput Screening of MOFs in C8 Aromatic Separation
Advanced Intelligent Discovery, EarlyView.We screened 15,335 Computation‐Ready, Experimental Metal–Organic Frameworks (CoRE‐MOFs) using a topology‐aware machine learning (ML) model that integrates structural, chemical, pore‐size, and topological descriptors. Top‐performing MOFs exhibit aromatic‐enriched cavities and open metal sites that enable π–π and C–H···π interactions, serving as ...
Yu Li, Honglin Li, Jialu Li, Wan‐Lu Li
wiley +1 more source
Random rotational embedding Bayesian optimization for human-in-the-loop personalized music generation. [PDF]
PLoS OneMarcos M +2 more
europepmc +1 more source
Bayesian-Optimized Ensemble Models for Predicting Steel Mechanical Properties
Suyang Wang +6 more
openalex +1 more source