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Data Augmentation Using Contour Image for Convolutional Neural Network

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Computers, Materials & Continua 2023年第6期75卷 4669-4680页

作者： Seung-Yeon Hwang jeong-joon kim Department of Computer Engineering Anyang UniversityAnyang-si14058Korea Department of ICT Convergence Engineering Anyang UniversityAnyang-si14058Korea

With the development of artificial intelligence-related technologies such as deep learning,various organizations,including the government,are making various efforts to generate and manage big data for use in artificial ***,it is difficult to acquire big data due to various social problems and restrictions such as personal information *** are many problems in introducing technology in fields that do not have enough training data necessary to apply deep learning ***,this study proposes a mixed contour data augmentation technique,which is a data augmentation technique using contour images,to solve a problem caused by a lack of ***,a famous convolutional neural network(CNN)architecture,and CIFAR-10,a benchmark data set,are used for experimental performance evaluation to prove the superiority of the proposed *** to prove that high performance improvement can be achieved even with a small training dataset,the ratio of the training dataset was divided into 70%,50%,and 30%for comparative *** a result of applying the mixed contour data augmentation technique,it was possible to achieve a classification accuracy improvement of up to 4.64%and high accuracy even with a small amount of data *** addition,it is expected that the mixed contour data augmentation technique can be applied in various fields by proving the excellence of the proposed data augmentation technique using benchmark datasets.

关键词： Data augmentation image classification deep learning convolutional neural network mixed contour image benchmark dataset

A Universal Activation Function for Deep Learning

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Computers, Materials & Continua 2023年第5期75卷 3553-3569页

作者： Seung-Yeon Hwang jeong-joon kim Department of Computer Engineering Anyang UniversityAnyang-si14028Korea Department of ICT Convergence Engineering Anyang UniversityAnyang-si14028Korea

Recently,deep learning has achieved remarkable results in fields that require human cognitive ability,learning ability,and reasoning *** functions are very important because they provide the ability of artificial neural networks to learn complex patterns through *** activation functions are being studied to solve problems such as vanishing gradients and dying nodes that may occur in the deep learning ***,it takes a lot of time and effort for researchers to use the existing activation function in their ***,in this paper,we propose a universal activation function(UA)so that researchers can easily create and apply various activation functions and improve the performance of neural *** can generate new types of activation functions as well as functions like traditional activation functions by properly adjusting three *** famous Convolutional Neural Network(CNN)and benchmark datasetwere used to evaluate the experimental performance of the UA proposed in this *** compared the performance of the artificial neural network to which the traditional activation function is applied and the artificial neural network to which theUA is *** addition,we evaluated the performance of the new activation function generated by adjusting the hyperparameters of *** experimental performance evaluation results showed that the classification performance of CNNs improved by up to 5%through the UA,although most of them showed similar performance to the traditional activation function.

关键词： Deep learning activation function convolutional neural network benchmark datasets universal activation function

Stud welding for fixation of cryogenic insulation of membrane tanks in LNG ship building

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中国有色金属学会会刊：英文版 2009年第B9期19卷 271-275页

作者： jeong-Soo LEE Young-Soo RYU Nam-In kim Bong-joon kim Yoo-Kyung kim Myung-Hyun kim Hanjin Heavy Industries & Construction Co. Ltd Department of Naval Architecture and Ocean Engineering Pusan National University

The support plates including all of the inner hulls such as E grade steel, weld seams and SUS304L were considered to establish the optimal stud welding condition in LNG ship building. The stainless steel plate was especially applied to the bracket on the liquid dome. The polished and etched surfaces of the welded stud and support plate were examined if the bead was properly formed. With the micrographic examination, the fusion boundary of metal weld zone formed by stud welding was analyzed to optimize the welding parameters. And also the analysis of the unacceptable welding faults such as cold and hot weld were performed. The mechanical tests such as tensile tests and bending tests were carried out to reveal any abnormal variation in the relationship of process parameters and the strength.

关键词：螺柱焊接 LNG船绝缘膜优化工艺参数低温坦克不锈钢板最佳条件

β-Arrestin 2 suppresses the activation of YAP by promoting LATS kinase activity

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Genes & Diseases 2023年第2期10卷 348-351页

作者： Minsuh kim Ji Min kim Eun jeong Cho Chang Ohk Sung joon kim Se Jin Jang Asan Institute for Life Sciences Asan Medical CenterSeoul 05505Republic of Korea University of Ulsan College of Medicine Seoul 05505Republic of Korea Department of Pathology Asan Medical CenterSeoul 05505Republic of Korea Graduate School of Medical Science and Engineering KAISTDaejeon 34141Republic of Korea OncoClew Life Science Co. LtdSeoul 05505Republic of Korea

Dysregulation of the Hippo pathway has been frequently identified in various human cancers. The Hippo pathway is a highly complex pathway involving multiple types of proteins, and the activation of YAP by LATS kinase is the final effector step in the transcription process. In this study, we linked the roles of the multifunctional adapter proteins β-arrestins (β-arrestin 1 and 2) in cooperation with other signaling pathways such as GPCR and Wnt to essential cellular functions involved in carcinogenesis, including the regulation of cell proliferation, migration, and differentiation as well as stem cell properties.1 Although β-arrestin 1 and 2 have high structural similarities, they have different roles in carcinogenesis as β-arrestin 1 aids cancer cell survival and metastasis2 and β-arrestin 2 inhibits tumor growth.1 In the Hippo signaling pathway, β-arrestins function as scaffold proteins that mediate the phosphorylation of key molecules, and their association with human cancers is a major research topic. In this study, we demonstrated that β-arrestin 2 inhibits YAP activation through the formation of the β-arrestin 2-LATS-YAP trimeric complex, which results in the promotion of the kinase activity of LATS in cancer cell lines and patient-derived colon cancer organoids.

关键词： cancer carcinogenesis activation

Improved formaldehyde gas sensing properties of well-controlled Au nanoparticle-decorated In2O3 nanofibers integrated on low power MEMS platform

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Journal of Materials Science & Technology 2020年第3期38卷 56-63页

作者： Dongha Im Donghyun kim Dasol jeong Woon Ik Park Myoungpyo Chun joon-Shik Park Hyunjung kim Hyunsung Jung Nano Materials&Nano Technology Center Korea Institute of Ceramic Engineering&TechnologyJinju 52851Republic of Korea Department of Mineral Resources and Energy Engineering Chonbuk National UniversityJeonju 54896Republic of Korea Smart Sensor Research Center Korea Electronic Technology InstituteSeongnam 13509Republic of Korea

Approaches for the fabrication of a low power-operable formaldehyde(HCHO)gas sensor with high sensitivity and selectivity were performed by the utilization of an effective micro-structured platform with a micro-heater to reach high temperature with low heating power as well as by the integration of indium oxide(In2O3)nanofibers decorated with well-dispersed Au nanoparticles as a sensing *** In2O3 nanofibers with the large specific surface area were prepared by the electrospinning following by calcination *** nanoparticles with the well-controlled size as a catalyst were synthesized on the surface of In2O3 *** Au-decorated In2O3 nanofibers were reliably integrated as sensing materials on the bridge-type micro-platform including micro-heaters and *** micro-platform designed to maintain high temperature with low power consumption was fabricated by a microelectromechanical system(MEMS)*** micro-platform gas sensor consisting with Au-In2O3 nanofibers were fabricated effectively to detect HCHO gases with high sensitivity and *** HCHO gas sensing behaviors were schematically studied as a function of the gas concentration,the size of the adsorbed Au nanoparticles,the applied power to raise the temperature of a sensing part and the kind of target gases.

关键词： Gold nanoparticle In2O3 nanofiber Formaldehyde Gas sensor Low power Micro-platform

Relation between preoperative hyperopia and surgical outcome in infantile esotropia

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International Journal of Ophthalmology(English edition) 2018年第12期11卷 1963-1967页

作者： Haeng Jin Lee jeong-Ah kim Seong-joon kim Young Suk Yu Department of Ophthalmology Seoul National University College of Medicine Seoul Artificial Eye Center Seoul National University Hospital Clinical Research Institute

AIM: To evaluate the relation between preoperative hyperopia and surgical outcomes of infantile esotropia in patients younger than 24 months of ***: Medical records of patients who underwent bilateral medial rectus muscle recession for infantile esotropia between November 1, 2002 and December 1, 2011 were retrospectively reviewed. Patients were divided into two groups according to the degree of preoperative hyperopia. Group I had less than +3.0 diopter(D) of hyperopia and group II had between +3.0 and +5.0 D of hyperopia. Postoperative alignments were evaluated 1 wk, 3, 6 mo, and 1 y after surgery. Following the 1-year postoperative visit, patients were monitored yearly. Relationships between preoperative factors including hyperopia and postoperative outcomes were evaluated. RESULTS: Forty-six patients were included, with 33 patients in group I and 13 patients in group II. The preoperative mean refractive error was +0.88 D in group I and +3.45 D in group II. Surgical outcomes were not significantly different between groups at any postoperative time point examined. Cumulative probability of surgical success, prevalence of inferior oblique overaction, dissociated vertical deviation, and re-operation rate were not significantly different between ***: Preoperative moderate hyperopia(less than +5.0 D) did not affect the surgical outcome of infantile esotropia. Therefore, the surgical correction of esotropia should be considered when the angle of esodeviation is unchanged following hyperopia correction, even in children with moderate hyperopia.

关键词： infantile esotropia hyperopia medial rectus muscle recession

Development of Fok-I based nested polymerase chain reaction-restriction fragment length polymorphism analysis for detection of hepatitis B virus X region V5M mutation

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World Journal of Gastroenterology 2015年第47期21卷 13360-13367页

作者： Hong kim Seok-Hyun Hong Seoung-Ae Lee jeong-Ryeol Gong Bum-joon kim Department of Biomedical Sciences Microbiology and Immunology and Liver Research Institute Seoul National University College of Medicine

AIM: To develop a Fok-I nested polymerase chain reaction(PCR)-restriction fragment length polymorphism analysis(PRA) method for the detection of hepatitis B virus X region(HBx) V5 M ***: Nested PCR was applied into DNAs from 198 chronic patients at 2 different stages [121 patients with hepatocellular carcinoma(HCC) and 77 carrier patients]. To identify V5 M mutants, digestion of nested PCR amplicons by the restriction enzyme Fok-I(GGA TGN9↓) was done. For size comparison, the enzymetreated products were analyzed by electrophoresis on 2.5% agarose gels, stained with ethidium bromide, and visualized on a UV ***: The assay enabled the identification of 69 patients(sensitivity of 34.8%; 46 HCC patients and 23 carrier patients). Our data also showed that V5 M prevalence in HCC patients was significantly higher than in carrier patients(47.8%, 22/46 patients vs 0%, 0/23 patients, P < 0.001), suggesting that HBx Ag V5 M mutation may play a pivotal role in HCC generation in chronic patients with genotype C ***: The Fok-I nested PRA developed in this study is a reliable and cost-effective method to detect HBx Ag V5 M mutation in chronic patients with genotype C2 infection.

关键词： Hepatitis B virus X antigen Polymerasechain reaction-restriction fragment length polymorphismanalysis V5M mutation Hepatocellur carcinoma

Naturally occurring mutations in the reverse transcriptase region of hepatitis B virus polymerase from treatment-na?ve Korean patients infected with genotype C2

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World Journal of Gastroenterology 2017年第23期23卷 4222-4232页

作者： Ji-Eun kim So-Young Lee Hong kim Ki-jeong kim Won-Hyeok Choe Bum-joon kim Department of Biomedical Sciences Microbiology and Immunologyand Liver Research InstituteSeoul National University College of Medicine Department of Microbiology School of MedicineJoong-Ang University Department of Internal Medicine Konkuk University School of Medicine

AIM To report naturally occurring mutations in the reverse transcriptase region(RT) of hepatitis B virus(HBV) polymerase from treatment na?ve Korean chronic patients infected with genotype *** Here, full-length HBV reverse transcriptase RT sequences were amplified and sequenced from 131 treatment na?ve Korean patients chronically infected with hepatitis B genotype C2. The patients had two distinct clinical statuses: 59 patients with chronic hepatitis(CH) and 72 patients with hepatocellular carcinoma(HCC). The deduced amino acids(AAs) at42 previously reported potential nucleos(t)ide analog resistance(NAr) mutation positions in the RT region were analyzed. RESULTS Potential NAr mutations involving 24 positions were found in 79 of the 131 patients(60.3%). Notably, AA substitutions at 2 positions(rt184 and rt204) involved in primary drug resistance and at 2 positions(rt80 and rt180) that functioned as secondary/compensatory mutations were detected in 10 patients(1 CH patient and 9 HCC patients) and 7 patients(1 CH and 6 HCC patients), respectively. The overall mutation frequencies in the HCC patients(3.17%, 96/3024 mutations) were significantly higher than the frequencies in the CH patients(2.09%, 52/2478 mutations)(P = 0.003). In addition, a total of 3 NAr positions, rt80, rt139 and rt204 were found to be significantly related to HCC from treatment na?ve Korean patients. CONCLUSION Our data showed that naturally occurring NAr mutations in South Korea might contribute to liver disease progression(particularly HCC generation) in chronic patients with genotype C2 infections.

关键词： Hepatitis B virus Polymerase Reverse transcriptase Potential nucleos(t)ide analog resistance Chronic hepatitis Hepatocellular carcinoma

Task scheduling scheme by checkpoint sharing and task duplication in P2P-based desktop grids

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Journal of Central South University 2014年第10期21卷 3864-3872页

作者： joon-Min Gil Young-Sik jeong School of IT Engineering Catholic University of Daegu13-13Hayang-ro Hayang-eup Gyeongsan-si Gyeongbuk 712-701 Korea Department of Multimedia Engineering Dongguk University 30 Pildong-rol-gilJung-gu Seoul 100-715 Korea

A scheduling scheme is proposed to reduce execution time by means of both checkpoint sharing and task duplication under a peer-to-peer(P2P) architecture. In the scheme, the checkpoint executed by each peer(i.e., a resource) is used as an intermediate result and executed in other peers via its duplication and transmission. As the checkpoint is close to a final result, the reduction of execution time for each task becomes higher, leading to reducing turnaround time. To evaluate the performance of our scheduling scheme in terms of transmission cost and execution time, an analytical model with an embedded Markov chain is presented. We also conduct simulations with a failure rate of tasks and compare the performance of our scheduling scheme with that of the existing scheme based on client-server architecture. Performance results show that our scheduling scheme is superior to the existing scheme with respect to the reduction of execution time and turnaround time.

关键词： P2P-based desktop grids checkpoint sharing task duplication embedded Markov chain