For a plastic diffusion lens to uniformly diffuse light, it is important to minimize deformation that may occur during injection molding and to minimize deformation. It is essential to control the injection molding condition precisely. In addition, as the number of meshes increases, there is a limitation in that the time required for analysis increases. Therefore, We applied machine learning algorithms for faster and more precise control of molding conditions. This study attempts to predict the deformation of a plastic diffusion lens using the Decision Tree regression algorithm. As the variables of injection molding, melt temperature, packing pressure, packing time, and ram speed were set as variables, and the dependent variable was set as the deformation value. A total of 256 injection molding analyses were conducted. We evaluated the prediction model's performance after learning the Decision Tree regression model based on the result data of 256 injection molding analyses. In addition, We confirmed the prediction model's reliability by comparing the injection molding analysis results.

우라늄으로 오염된 토양을 복원하기 위해 실규모의 동전기제염장치로 제염하는 과정에서 많은 산폐액이 발생한다. 발생한 산폐액에 CaO를 가해 우라늄수산화물을 침전시켜 여과한 다음, 방사성 폐액을 줄이기 위하여 이 용액을 재사용하였다. 그 러나 이 용액을 동전기에 재사용할 경우, 높은 농도의 칼슘 때문에 양극실에서 음극실로 용액이동 속도가 감소하여 여과포 의 약화, 전선 부식, 음극면에 산화물 부착 등의 문제점이 발생하였다. 이 문제들을 해결하기 위하여 재생액에 황산을 넣어 CaSO4로 침전시켜 칼슘을 제거하였다. 칼슘이 제거된 재생액을 사용하여 소형 동전기 장치에서 20 일간 토양제염 실험을 수 행한 결과는 세척후 토양내 우라늄 잔류 농도가 0.35 Bq/g로 감소하였으며, 이는 증류수 제염한 결과와 유사하게 나타났다.

The authors have demonstrated white oraganic light-emitting diodes (WOLED) using 1,4-bis[2-(4'-diphenylaminobiphenyl-4-yl)vinyl]benzene as fluorescent blue emitter and iridium(III) bis(5-acetyl-2-phenylpyridinato-N,C2') acetylacetonate as phosphorescent red emitter. The optimized WOLED using red host material as bis(2-methyl-8-quinolinato) -4-phenylphenolate exhibited proper color stability in comparison with the control device using 4,4'-N,N'-dicarbazole-biphenyl as red host. The white device showed a maximum luminance of 21100 cd/m2 at 14 V, luminous efficiency of 9.7 cd/A at 20 mA/cm2, and Commission Internationale de I'Eclairage (CIEx,y)coordinates of (0.32, 0.34) at 1000 cd/m2. The devices also exhibited the color shift with δCIEx,y coordinates of ± (0.01,0.01) from 100 to 20000 cd/m2.

Many nuclear facilities will have to be decommissioned or dismantled in the near future. Great amounts of solid radioactive waste and waste solution are generated from there mediation of uranium-contaminated soil. If the uranium selectively removed in the waste solution by a resin and desorbed from the resin by a proper reagent, the solution would be reused without an increase of pH to precipitate uranium, and a very small amount of the 2nd waste would be generated. The sorption of uranium from the washing solutions by an ampholyte resin (S-950, Purolite Company) was tested. As a result, 97% of uranium was sorbed on S-950, and 90% of uranium was desorbed from the resin by a batch-type washing with 0.5 M Na2CO3 solution at 60℃.