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Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning [PDF]
Physical Review Letters, 2011 We introduce a machine learning model to predict atomization energies of a diverse set of organic molecules, based on nuclear charges and atomic positions only.
Müller, Klaus-Robert +3 more
core +6 more sources
Experimental research on surface acoustic wave microfluidic atomization for drug delivery
Scientific Reports, 2022 This paper demonstrates that surface acoustic wave (SAW) atomization can produce suitable aerosol concentration and size distribution for efficient inhaled lung drug delivery and is a potential atomization device for asthma treatment.
Qing-Yun Huang +5 more
doaj +2 more sources
Study on the Influencing Factors of the Atomization Rate in a Piezoceramic Vibrating Mesh Atomizer
Applied Sciences, 2020 On the basis of previous study in our research group, the phenomenon of the dynamic tapered angle was founded, the occurrence of atomization is regarded to derive from the combined effects of the dynamic variation of the micro-tapered aperture, and the ...
Qiufeng Yan, Wanting Sun, Jianhui Zhang
doaj +2 more sources
Low Thermal Stress and Instant Efficient Atomization of Narrow Viscous Microfluid Film Using a Paper Strip Located at the Edge of a Surface Acoustic Wave Atomizer [PDF]
MicromachinesA traditional SAW (surface acoustic wave) atomizer directly supplies liquid to the surface of the atomized chip through a paper strip located in the path of the acoustic beam, resulting in irregular distribution of the liquid film, which generates an ...
Yulin Lei +8 more
doaj +2 more sources
An Overview on Atomization and Its Drug Delivery and Biomedical Applications
Applied Sciences, 2021 Atomization is an intricate operation involving unstable and complex networks with rupture and fusion of liquid molecules. There are diverse details that typify the spray formation, which are the technique and configuration of the atomization process ...
Anu Mohandas +2 more
doaj +2 more sources
Applied Sciences, 2019 In this paper, we find that the dynamic cone angle of a piezoceramic atomizer is linked to periodic changes in the volume of the micro-cone hole of the atomizer, and such changes affect atomization performance.
Qiufeng Yan, Chuanyu Wu, Jianhui Zhang
doaj +2 more sources
Atomization simulation and preparation of GH3536 powders at different atomization pressures
Fenmo yejin jishu, 2023 Spherical GH3536 alloy powders were prepared by vacuum induction-melting gas atomization method at the different atomization pressures (7, 8, 9 MPa). The region below the nozzle was numerically simulated by multiphase flow model and discrete phase model,
HOU Weiqiang +4 more
doaj +1 more source
Friction, 2023 Minimum quantity lubrication (MQL) is a relatively efficient and clean alternative to flooding workpiece machining. Electrostatic atomization has the merits of small droplet diameter, high uniformity of droplet size, and strong coating, hence its ...
Dongzhou Jia +7 more
semanticscholar +1 more source
Electrostatic atomization minimum quantity lubrication machining: from mechanism to application
International Journal of Extreme Manufacturing, 2022 Metal cutting fluids (MCFs) under flood conditions do not meet the urgent needs of reducing carbon emission. Biolubricant-based minimum quantity lubrication (MQL) is an effective alternative to flood lubrication.
Wenhao Xu +12 more
semanticscholar +1 more source
Discover Food, 2023 Droplet size has significant scientific and industrial relevance in the effectiveness of atomization for several applications in the chemical, pharmaceutical, and food industries. This technology is widely employed in the food industry for processes such
Mariola Camacho-Lie +4 more
semanticscholar +1 more source