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Kei Kobayashi

Publications and source records attributed to Kei Kobayashi.

5 recordsLinked to original sources

Electrospray deposition, model, and experiment: toward general control of film morphology.

Poly(vinylidene fluoride) film formation with electrospray deposition has been studied with support of a droplet evaporation model. The input parameters of the model consist basically of the solvent, the solute concentration, the flow rate, and the solution conductivity. The model provides the droplet size, the solute concentration, the droplet velocity, and the shear stress of the droplet at impact as a function of the distance between the nozzle and the substrate. With some additional experimental information such as the size change of the film with spray distance and the viscosity of the solution, the growth rate of the film and the shear rate of the droplet at impact can be determined. Growth rate is shown to define distinct regimes of film formation. In those regimes, only a single factor or a limited number of factors controls the film morphology. The most important factors include the shear rate and the surface energy. It is found that at a specific range of growth rates only the shear rate determines the morphology of the polymer film. Growth rate, as the defining quantity of film morphology, is not limited to polymer solutions. Therefore, the growth rate, in combination with the control factors mentioned above, functions as a general framework through which understanding and control of film formation with electrospray deposition can be improved.

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Information criteria for support vector machines.

This paper presents kernel regularization information criterion (KRIC), which is a new criterion for tuning regularization parameters in kernel logistic regression (KLR) and support vector machines (SVMs). The main idea of the KRIC is based on the regularization information criterion (RIC). We derive an eigenvalue equation to calculate the KRIC and solve the problem. The computational cost for parameter tuning by the KRIC is reduced drastically by using the Nyström approximation. The test error rate of SVMs or KLR with the regularization parameter tuned by the KRIC is comparable with the one by the cross validation or evaluation of the evidence. The computational cost of the KRIC is significantly lower than the one of the other criteria.

Algorithms↗

Palladium-catalyzed coupling reactions of bromothiophenes at the C-H bond adjacent to the sulfur atom with a new activator system, AgNO3/KF.

[reaction: see text] Bromothiophene derivatives react with aryl iodides catalyzed by a palladium complex in the presence of a silver(I) nitrate/potassium fluoride system to induce coupling at the C-H bond, while the carbon-bromine bond is intact. The produced coupling product bearing the C-Br bond allows further palladium-catalyzed C-C bond-forming reactions in reasonable yields.

Journal Article↗

Effect of coding regions on chloroplast gene expression in Chlamydomonas reinhardtii.

An exogenous gene, placed between the 5'-upstream regions of the Chlamydomonas reinhardtii chloroplast genes, rbcL or psbA, and the 3'-end of the rbcL gene, do not have the same expression pattern as endogenous genes in the C. reinhardtii chloroplast. Here, we chose four chloroplast genes, rbcL, psbA, psbD and atpA, and examine the effects of chloroplast gene coding regions on gene expression in C. reinhardtii. We constructed chimeric genes composed of the promoter, 5'- and 3'-untranslated regions, varying lengths of protein coding regions of the chloroplast genes, and the bacterial beta-glucuronidase (GUS) gene (uidA) as a reporter gene, and introduced into chloroplast genomes. The transformants, which contained the rbcL-uidA and psbA-uidA chimeric genes fused to the coding region of each gene, showed high expression of uidA mRNA as compared with the previously generated transformants, RG and PG, in which uidA was only fused to the promoter and 5'-UTR of each gene. The difference in the accumulation of uidA transcripts among the transformants was the result of different rates of transcription. This result indicates that the coding region is necessary for sufficient expression of rbcL and psbA. On the other hand, the psbD and atpA coding region portions did not affect chimeric gene expression.

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