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박종인 ( Jongin Park ),김남규 ( Namgyu Kim ) 한국지식경영학회 2020 지식경영연구 Vol.21 No.1
Text is the most widely used means of exchanging or expressing knowledge and information in the real world. Recently, researches on structuring unstructured text data for text analysis have been actively performed. One of the most representative document embedding method (i.e. doc2Vec) generates a single vector for each document using the whole corpus included in the document. This causes a limitation that the document vector is affected by not only core words but also other miscellaneous words. Additionally, the traditional document embedding algorithms map each document into only one vector. Therefore, it is not easy to represent a complex document with interdisciplinary subjects into a single vector properly by the traditional approach. In this paper, we introduce a multi-vector document embedding method to overcome these limitations of the traditional document embedding methods. After introducing the previous study on multi-vector document embedding, we visually analyze the effects of the multi-vector document embedding method. Firstly, the new method vectorizes the document using only predefined keywords instead of the entire words. Secondly, the new method decomposes various subjects included in the document and generates multiple vectors for each document. The experiments for about three thousands of academic papers revealed that the single vector-based traditional approach cannot properly map complex documents because of interference among subjects in each vector. With the multi-vector based method, we ascertained that the information and knowledge in complex documents can be represented more accurately by eliminating the interference among subjects.
대기압 플라즈마를 이용한 P타입 태양전지 웨이퍼 도핑 연구
윤명수(Myoungsoo Yun),조태훈(Taehun Jo),박종인(Jongin Park),김상훈(Sanghun Kim),김인태(In Tae Kim),최은하(Eun Ha Choi),조광섭(Guangsup Cho),권기청(Gi-Chung Kwon) 한국태양광발전학회 2014 Current Photovoltaic Research Vol.2 No.3
Thermal doping method using furnace is generally used for solar-cell wafer doping. It takes a lot of time and high cost and use toxic gas. Generally selective emitter doping using laser, but laser is very high equipment and induce the wafer’s structure damage. In this study, we apply atmospheric pressure plasma for solar-cell wafer doping. We fabricated that the atmospheric pressure plasma jet injected Ar gas is inputted a low frequency (1 kHz ~ 100 kHz). We used shallow doping wafers existing PSG (Phosphorus Silicate Glass) on the shallow doping CZ P-type wafer (120 ohm/square). SIMS (Secondary Ion Mass Spectroscopy) are used for measuring wafer doping depth and concentration of phosphorus. We check that wafer’s surface is not changed after plasma doping and atmospheric pressure doping width is broaden by increase of plasma treatment time and current.
갓 (Brassica juncea) 품종구분을 위한 ITS 영역 및 MITE Family 정보를 이용한 분자표지 개발
양기웅(Kiwoung Yang),이고은(Go-eun Yi),아리프 하산 칸 로빈(Arif Hasan Khan Robin),정남희(Namhee Jeong),이용혁(Yong-Hyuk Lee),박종인(Jongin Park),김회택(Hoyteak Kim),정미영(Mi-Young Chung),노일섭(Ill-Sup Nou) 한국원예학회 2016 원예과학기술지 Vol.34 No.2
갓(Brassica juncea; 2n = 4x = 36, AABB genome, 1,068Mb)은 U’s triangle의 배추와 흑겨자 사이의 복이배체 작물로 구분한다. 본 연구는 갓 15 품종의 ribosomal DNA ITS 영역과 MITE를 이용하여 갓의 유연관계 및 품종구분 분자표지를 확인하였다. Ribosomal DNA ITS 영역은 종 및 품종의 유연관계를 알아보는 연구로 많이 사용되고 있어서, 이를 이용하여 갓 15 품종의 유연관계를 알아보았다. 또한, MITE는 매우 많은 copy 수를 가지고 있고, 유전적으로 안정적이기 때문에 유전체 및 진화연구에 매우 적합한 재료이다. MITE를 이용한 갓의 품종구분 분자표지를 확인하기 위해 MITE super-families 중 Stowaway(BraSto) 관련 70점, Tourist(BraTo) 관련 79점, hAT(BrahAT) 관련 6점, Mutator(BraMu) 관련 5점으로 품종구분 표지를 알아보았다. 총 160점의 분자표지 중 32점이 갓 15 품종에서 뚜렷한 다형성을 보였다. 특히, 흑갓은 표현형뿐만 아니라 유전자형도 매우 다르게 나타났다. 또한 8점의 MITE 분자표지를 활용하여 47점의 유전자원에서 다형성 및 품종구분 표지로의 활용 가능성을 확인하였다. 이러한 다형성 표지들은 갓의 품종구분 및 품종 보호에 매우 유용하게 사용할 수 있을 것이라 기대한다. Brassica juncea (2n = 4x = 36, AABB genome, 1,068 Mb) is a U’s triangle species and an amphidiploid derivative of B. rapa and B. nigra. Fifteen varieties were used to study the ITS (internal transcribed spacer) regions of ribosomal DNA and MITEs (miniature inverted-repeat transposable elements) with a view of developing specific molecular markers. ITSs and MITEs are an excellent resource for developing DNA markers for genomics and evolutionary studies because most of them are stably inherited and present in high copy numbers. The ITS (ITS1 and ITS2) sequence was compared with the consensus sequence of B. rapa and B. nigra. Variation in ITS1 created two separate groups among 15 varieties, with 10 varieties in one group and 5 in the other. Phylogenetic analysis revealed two major clusters for those 10 and 5 varieties. Among the 160 different MITE primers used to evaluate the selected 15 varieties of B. juncea, 70 were related to the Stowaway, 79 to the Tourist, 6 to the hAT, and 5 to the Mutator super-families of MITEs. Of 160 markers examined, 32 were found to be polymorphic when fifteen different varieties of B. juncea were evaluated. The variety ‘Blackgat’ was different from the other mustard varieties with respect to both phenotype and genotype. The diversity of 47 additional accessions could be verified using eight selected molecular markers derived from MITE family sequences. The polymorphic markers identified in this study can be used for varietal classification, variety protection, and other breeding purposes.