• Title/Summary/Keyword: 그룹 분리

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Application of Time-series Cross Validation in Hyperparameter Tuning of a Predictive Model for 2,3-BDO Distillation Process (시계열 교차검증을 적용한 2,3-BDO 분리공정 온도예측 모델의 초매개변수 최적화)

  • An, Nahyeon;Choi, Yeongryeol;Cho, Hyungtae;Kim, Junghwan
    • Korean Chemical Engineering Research
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    • v.59 no.4
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    • pp.532-541
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    • 2021
  • Recently, research on the application of artificial intelligence in the chemical process has been increasing rapidly. However, overfitting is a significant problem that prevents the model from being generalized well to predict unseen data on test data, as well as observed training data. Cross validation is one of the ways to solve the overfitting problem. In this study, the time-series cross validation method was applied to optimize the number of batch and epoch in the hyperparameters of the prediction model for the 2,3-BDO distillation process, and it compared with K-fold cross validation generally used. As a result, the RMSE of the model with time-series cross validation was lower by 9.06%, and the MAPE was higher by 0.61% than the model with K-fold cross validation. Also, the calculation time was 198.29 sec less than the K-fold cross validation method.

Structural Elucidation of Carotenoids in Penaeus orientalis Shells (Penaeus orientalis 껍질로부터 분리 정제한 Carotenoids의 구조 결정)

  • 김재웅;김동희;이서구
    • The Korean Journal of Food And Nutrition
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    • v.13 no.3
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    • pp.269-272
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    • 2000
  • Penaeus orientalis 껍질에서 6종류의 carotenoids가 분리정제되었다. $\beta$-carotene(3.1%), doradexanhinester(6.1%), astaxanthin diester(54.8%), zeaxan-thin monoester(7.9%), astaxanthin monoester(12.4%) 그리고 astaxanthin(5.7%)의 함량과 구조들은 UV/VIS.IR $^1$H0NMR. MS 스펙트라와 검화반응, 아세탈화반응, 알릴릭그룹,에폭시 반응 그리고 환원반응을이용하여 결정되었다. Carotenoids와 에스테르 결합된 지방산들은 주로 $C_{18:1}$, $C_{16:0}$, $C_{16:1}$ 이고 나머지 지방산들도 소량 함유되었다.되었다.

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Genetic diversity of Clostridium perfringens form food-poisoning outbreak in Gyeonggi-do, 2013-2014 (경기도 식중독에서 분리된 Clostridium perfringens의 유전적 특성 분석)

  • Park, Sung-Hee;Choi, Ok-Kyung;Jeong, Jin-A;Kim, Woon-Ho;Lee, Yea-Eun;Park, Kwang-Hee;Yoon, Mi-Hye
    • Korean Journal of Microbiology
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    • v.52 no.3
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    • pp.286-297
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    • 2016
  • Clostridium perfringens is both a ubiquitous environmental bacterium and a major cause of human gastrointestinal disease, and C. perfringens food poisoning ranks among the most common gastrointestinal diseases in developed countries. 120 isolates of C. perfringens were obtained from food-poisoning outbreaks in 2013~2014, Gyeonggi-do. Using PCR, all 120 isolates were identified as C. perfringens type A. Of the tested isolates, 49 isolates carried the cpe gene, 71 isolates carried the cpb2 gene. The outbreak cases of cpb2 and cpe /cpb2 genes were 7 and 7, whereas the outbreak cases of cpe-gene were 2. The epidemiological relationship between C. perfringens isolates has previously been investigated chiefly by pulsed-field gel electrophoresis (PFGE) and multi-locus sequence typing (MLST). The genetics relatedness of the isolates raged from 53.5-100% and 75 district PFGE type were observed. The PFGE results revealed a wide genetic diversity among the 64 cpb2 carrying isolates (except 7 isolates), while 46 cpe-carrying isolates (except 3 isolates) showed a high genetic similarity. The MLST analysis revealed that 14 cpe isolates (cpe-chromosomal isolates) belong to a distinct cluster that is significantly distant from all the other cpb2 isolates (cpe-plasmid carrying and cpe-negative isolates). The isolates carrying a cpb2 appear to be rarely related, and are more variable than chromosomal cpe isolates. The results suggest that the cpe-positive outbreak isolates showed close genetic relation, whereas the cpb2-positive isolates revealed a wide genetic diversity.

Generation of Dynamic Sub-groups for Social Networks Analysis (소셜 네트워크 분석을 위한 동적 하위 그룹 생성)

  • Lee, Hyunjin
    • Journal of Digital Contents Society
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    • v.14 no.1
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    • pp.41-50
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    • 2013
  • Social network analysis use the n nodes with l connections. About dozens or hundreds number of nodes are reasonable for social network analysis to the entire data. Beyond such number of nodes it will be difficult to analyze entire data. Therefore, it is necessary to separate the whole social networks, a method that can be used at this time is Clustering. You will be able to easily perform the analysis of the features of social networks and the relationships between nodes, if sub-group consists of all the nodes by Clustering. Clustering algorithm needs the interaction with the user and computer because it is need to pre-set the number of sub-groups. Sub-groups generated like this can not be guaranteed optimal results. In this paper, we propose dynamic sub-groups creating method using the external community association. We compared with previous studies by the number of sub-groups and sub-groups purity standards. Experimental results show the excellence of the proposed method.

Lane Extraction Using Grouped Block Snake Algorithm (그룹화 블록 스네이크 알고리즘을 이용한 차선추출)

  • 이응주
    • Journal of Korea Multimedia Society
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    • v.3 no.5
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    • pp.445-453
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    • 2000
  • In this paper we propose the method which extracts lane using the grouped block snake algorithm. In the proposed algorithm, input image is divided into $8\times{8}$ blocks and then noise-included blocks are removed by a probability-based method. And also, we use hough transform to separate lane from the background image and suggest a grouped block snake method to detect road lane blocks. The proposed method reduces computational complexity and removes the noise in a more effective way compared to the pixel-based snake method.

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Multi-node Frequency Synchronization Method for Distributed Networks (분산 네트워크를 위한 다수 노드 주파수 동기화 방식)

  • Kim, Jung-Hyun;Kim, Ji-Hyung;Lim, Kwang-Jae
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37 no.3C
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    • pp.251-258
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    • 2012
  • In this paper, we propose a novel method of multi-node frequency synchronization for distributed networks. The proposed method synchronizes carrier frequencies of all nodes in the network and this enables new entry node to synchronize immediately. Moreover, when several groups exist in the network, inter-group synchronization method is proposed. The proposed distributed frequency synchronization method is expected to be very useful for the military operation scenario that new node entry is in a state of flux and group merging and splitting frequently happen.

Design of the non-blocking pattern generator for the elimination of conflicts in banyan ATM switch (반얀망 ATM 스위치에서 충돌 제거를 위한 비충돌 패턴 발생기 설계)

  • Lee, Joo-Young;Jung, Jae-Il
    • Journal of the Korean Institute of Telematics and Electronics S
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    • v.35S no.12
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    • pp.8-16
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    • 1998
  • In this paper, we propose the non-blocking pattern generator(NBPG) for banyan ATM switches and evaluate the performance by simulation. The proposed NBPG first classifies input cells into two groups. the conflict intended cells are assigned to their new non-blocking input addresses by the conflict table. Simulation results show that the NBPG generates non-blocking address patterns with minimal changes.

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Text Extraction and Word Grouping using 3D Area-Weighted Graph in Document (문서 이미지에서 문자 추출과 3차원 면적-가중치 그래프를 이용한 단어 그룹핑)

  • 옥세영;박환철;조환규
    • Proceedings of the Korean Information Science Society Conference
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    • 1998.10c
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    • pp.556-558
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    • 1998
  • 이미지 분석이나 데이터 베이스 인덱싱 또는 종이 문서를 전자 문서화 하는 문제는컴퓨터 비젼 응용분야에서 중요 관심사가 되어왔다. 이러한 문제들을 처리하기 위해서는 제일 먼저 이미지와 문자가 혼합되어 있는 문서에서 자동으로 문자와 이미지들을 분리해 내는 과정이 필수 적이다. 본 논문에서는 신문이나 광고등에서 볼 수 있는 이미지, 음각 문자와 양각 문자가 섞여 있는 문서에서 문자만을 추출하는 알고리즘을 제안한다. 이 알고리즘은 Run-length code를 이용하여 문자나 이미지의 경계선(bound) 모양의 특징을 추출하여 음각 문자와 이미지, 양각 문자를 구분한다. 그리고 추출된 글자들을 3차원 공간상에 매핑한 후 3차원 면적 가중치 그래프를 이용하여 관련된 단어들로 묶어주는 3차원 그룹핑 알고리즘을 제시한다. 실험결과로는 추출된 문자와 그룹핑된 결과를 보여준다.

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Characteristics of PVA for pervaporation membrane (투과증발막용 PVA 제조특성)

  • Gang, So-Ra;Yoon, Suk-Young;Chang, Duk-Rye
    • 한국신재생에너지학회:학술대회논문집
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    • 2009.11a
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    • pp.518-519
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    • 2009
  • 투과증발은 저 에너지 분리기술로서 공비혼합물의 분리 및 유기화화물을 선택적으로 분리하는 공정에 활용되고 있다. 투과증발공정을 위한 막으로 쓰이는 대표적인 고분자 재료인 친수성 고분자 PVA(Poly(vinyl alcohol)는 하이드로실 그룹을 포함하고 있어 물에 대한 선택도가 뛰어난 장점을 가지고 있다. 그러나 PVA는 물에 대한 친화력이 높아 투과증발막으로 적용하기 위해서는 내수성을 향상시키기 위하여 가교시킨후 투과증발막으로 사용가능하다. 본 연구에서는 PVA 분리막을 투과증발막으로 적용하기 위하여 PVA를 전기방사에 의해 나노섬유로 제조하고 제조된 나노섬유가 수용액에서 내수성을 갖게 하기 위해 10-70%의 KOH수용액에 가교화 하여 특성을 알아보았다.

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Design of Counter current Extraction Process for the Separation of [Pr, Nd, Sm]/[La] using Cyanex 572 (Cyanex 572를 사용하여 [Pr, Nd, Sm]/[La]분리에 대한 향류추출공정 설계)

  • Lee, Joo-eun;So, Hong-Il;Jang, In-Hwan;Ahn, Jae-Woo;Kim, Hong-in;Lee, Jin-young
    • Resources Recycling
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    • v.27 no.4
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    • pp.50-56
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    • 2018
  • For the purpose of optimizing the counter current extraction process for separation of [Pr, Nd, Sm] group and [La] in mixed solution using Cyanex 572 as an extractant, the theory of Xu Guangxian was derived for calculating the optimized extraction factors. From the basic batch test result, the separation factor was 16.80 at extraction process and 21.48 at scrubbing process, and the loading capacity of 1.0 M Cyanex 572 was 0.12 M of rare earth element. The process parameters such as the stage number at extraction and scrubbing process, the flow rate ratio of feed and solvent solution can be calculated using an equation of optimum extraction ratio proposed by Xu Guangxian. From the result of calculation, 7 extraction stages and 4 scrubbing stages were required for rare earth separation, and the flow rate ratio of feed solution, solvent solution, scrubbing solution was 25 : 5.67 : 12.27.