Results 191 to 200 of about 33,191 (267)

Factorization Machine‐Based Active Learning for Functional Materials Design with Optimal Initial Data

Advanced Intelligent Discovery, EarlyView.
This work investigates the optimal initial data size for surrogate‐based active learning in functional material optimization. Using factorization machine (FM)‐based quadratic unconstrained binary optimization (QUBO) surrogates and averaged piecewise linear regression, we show that adequate initial data accelerates convergence, enhances efficiency, and ...
Seongmin Kim, In‐Saeng Suh
wiley   +1 more source

Influence of Zinc Doping on the Morphological, Structural, and Optical Characteristics of Copper Oxide Thin Films Prepared Through Ultrasound Spray Pyrolysis. [PDF]

Materials (Basel)
Ballardo Rodríguez IC, El Filali B, Díaz Cano AI, Jiménez Rodríguez R, Jaramillo Gómez JA.   +4 more
europepmc   +1 more source

Self‐Driving Laboratory Optimizes the Lower Critical Solution Temperature of Thermoresponsive Polymers

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

A Flexible and Thermally Uniform TiO₂/Ag/SiO₂ Transparent Heater for Skin-Integrated Applications. [PDF]

J Funct Biomater
Jo J, Kang G, Lee C, Vo TTB, Choi D.
europepmc   +1 more source

Generative and Experimental Validation of High Refractive Index Polymers via Domain Knowledge Approach with Small Data

Advanced Intelligent Discovery, EarlyView.
This research demonstrates that the combination of domain knowledge–based multiple regression, multi‐objective Bayesian optimization, and generative models is a suitable prediction tool for candidates of high refractive index polymers, even with the constraints in the model trained on limited data. The experimental validation can reproduce the proposed
Takuya Yokoo, Seigo Watanabe, Hana Matsunaga, Kenichi Oyaizu   +3 more
wiley   +1 more source

Theoretical investigation of fast illicit drug detection via ternary photonic crystals. [PDF]

Sci Rep
Mohamed BA, Aly AH, Mobarak M, Shalaby AS, Sabra W.   +4 more
europepmc   +1 more source

Fluorescent Hydrogel‐Based Strain Sensor With Machine Learning‐Augmented Performance

Advanced Intelligent Discovery, EarlyView.
Fluorescent hydrogel strain sensor based on carbon quantum dots enabling optical readout of deformation through strain‐dependent emission changes, coupled with Random Forest analysis to capture nonlinear fluorescence‐concentration relationships and identify optimal sensing conditions. Hydrogels are ideal matrices for bio‐integrated wearable sensors due
Tailai Chen, Tianlong Liu, Chao Lu, Rimsha Malik, Jin Zhang   +4 more
wiley   +1 more source

Tailoring fully biobased optical adhesives <i>via</i> hydrogen-bonding modulation.

RSC Appl Polym
Nelson BR, Scholiers V, Sakamoto AH, Rynk JF, Pranda PA, Du Prez FE, Anseth KS, Bowman CN.   +7 more
europepmc   +1 more source

Model for analysis of water-cleaning impact on polysilane-based antisoiling coating in PV system. [PDF]

Sci Rep
Sengupta S, Adak D, Maiti PS, Ghosh A, Bhattacharyya R.   +4 more
europepmc   +1 more source

Enhancing the Transparency-Temperature Trade-Off Through Spectral Engineering and Radiative Cooling. [PDF]

Small Sci
Gridtayawong P, Kaewmanee T, Benchaphanthawee W, Phiriyasas V, Ponghiransmith C, Rueangsawang W, Seriwattanachai C, Sakata P, Tangwiroon N, Jittham T, Phuphathanaphong N, Wonganannont P, Pinpapat T, Waritanant T, Tulyananda T, Kanjanaboos P.   +15 more
europepmc   +1 more source