• Title/Summary/Keyword: GSG

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Semantic Pre-training Methodology for Improving Text Summarization Quality (텍스트 요약 품질 향상을 위한 의미적 사전학습 방법론)

  • Mingyu Jeon;Namgyu Kim
    • Smart Media Journal
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    • v.12 no.5
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    • pp.17-27
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    • 2023
  • Recently, automatic text summarization, which automatically summarizes only meaningful information for users, is being studied steadily. Especially, research on text summarization using Transformer, an artificial neural network model, has been mainly conducted. Among various studies, the GSG method, which trains a model through sentence-by-sentence masking, has received the most attention. However, the traditional GSG has limitations in selecting a sentence to be masked based on the degree of overlap of tokens, not the meaning of a sentence. Therefore, in this study, in order to improve the quality of text summarization, we propose SbGSG (Semantic-based GSG) methodology that selects sentences to be masked by GSG considering the meaning of sentences. As a result of conducting an experiment using 370,000 news articles and 21,600 summaries and reports, it was confirmed that the proposed methodology, SbGSG, showed superior performance compared to the traditional GSG in terms of ROUGE and BERT Score.

Intelligent Korean Sentence Summarization Technique Combining KoBART and GSG (KoBART와 GSG를 결합한 지능형 한국어 문장 요약 기법)

  • Hyeonsol Sim;Hyeonbin Park;Jeeyoung Park;Jaewon Sin;Youngjong Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.698-700
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    • 2023
  • 본 논문에서는 한국어 데이터와 모델링, 추가 평가 지표를 통해 Text Summarization 분야에서 한국어로 좋은 성능을 내기 위한 방식을 제안한다. KoBART의 크기를 키우고 PEGASUS의 GSG를 사용하는 KoBART-GSG 모델을 제안한다. 이때 ASR 모델을 사용하여 한국어 데이터를 구축하고 추가 학습을 진행한다. 또한, 생성된 요약문과 원문에서 Attention 기법으로 키워드와 핵심 문장을 추출하여 지능형 텍스트를 구성하는 새로운 방식을 제안한다. ASR Open API와 제안한 방식을 사용하여 오디오 파일을 텍스트로 변환하고 요약하는 강의나 회의 등 학계와 산업에서 사용할 수 있는 서비스를 제공한다.

Clinical Study of Dokhwalkigisaengtanggagambang(DGG) and Gamisayuktanggagambang(GSG) for Improving Lumbago and Knee Joint Pain (독활기생탕과 가미사육탕 가감방의 요통, 슬관절통 호전도에 대한 임상적 고찰)

  • Choi, Chan-Hern;Kim, Sun-Jong;Shin, Jeong-Cheol;Wi, Tong-Soon;Kim, Jae-Hong;Choi, Jin-Bong;Kim, Young-Eok;Na, Chang-Su
    • The Korea Journal of Herbology
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    • v.28 no.2
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    • pp.75-82
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    • 2013
  • Objective : This study was to evaluate the effectiveness of the prescription Dokhwalkigisaengtangagambang(DGG) and Gamisayuktanggagambang(GSG), which has been utilized in the treatment of joint disease, for improving low back and knee joint pain. Methods : In the patients for the clinical studies, control group was 28 cases, experimental group was 41 cases. All subjects had low back pain and knee pain. The experimental group was treated with DGG or GSG, the control group was treated with 17 prescriptions. VAS (Visual Analag Scale), WOMAC (Western Ontario and McMasters Universties Osteoarthritis Index) and ODI (Oswestry Low back pain Disability index) measured before and after the prescription administration. Results : In the difference of VAS score, the experimental group (p <0.001) and the control group (p <0.001) were decreased significantly before and after the administration of prescription, and in the comparisons between the experimental group and the control group, experimental group was decreased significantly compared to the control group(p = 0.008). In the WOMAC score, there was no significant difference between the experimental group and the control group. In the difference of ODI items score, lifting (p = 0.020) and sleeping (p = 0.028) index were decreased significantly before and after the administration of prescription. Conclusion : The results indicated that the prescription DGG and GSG can reduce knee pain and low back pain. This study will be helpful for improving joint disease.

Efficient repair of damaged FRP-reinforced geopolymeric columns using carbon fiber reinforced polymers

  • Mohamed Hechmi El Ouni;Ali Raza;Khawar Ali
    • Structural Engineering and Mechanics
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    • v.87 no.6
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    • pp.585-599
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    • 2023
  • Geopolymer concrete (GC) can be competently utilized as a practical replacement for cement to prevent a high carbon footprint and to give a direction toward sustainable concrete construction. Moreover, previous studies mostly focused on the axial response of glass fiber reinforced polymer (glass-FRP) concrete compressive elements without determining the effectiveness of repairing them after their partial damage. The goal of this study is to assess the structural effectiveness of partially damaged GC columns that have been restored using carbon fiber reinforced polymer (carbon-FRP). Bars made of glass-FRP and helix made of glass-FRP are used to reinforce these columns. For comparative study, six of the twelve circular specimens-each measuring 300 mm×1200 mm-are reinforced with steel bars, while the other four are axially strengthened using glass-FRP bars (referred to as GSG columns). The broken columns are repaired and strengthened using carbon-FRP sheets after the specimens have been subjected to concentric and eccentric compression until a 30% loss in axial strength is attained in the post-peak phase. The study investigates the effects of various variables on important response metrics like axial strength, axial deflection, load-deflection response, stiffness index, strength index, ductility index, and damage response. These variables include concentric and eccentric compression, helix pitch, steel bars, carbon-FRP wrapping, and glass-FRP bars. Both before and after the quick repair process, these metrics are evaluated. The results of the investigation show that the axial strengths of the reconstructed SSG and GSG columns are, respectively, 15.3% and 20.9% higher than those of their original counterparts. In addition, compared to their SSG counterparts, the repaired GSG samples exhibit an improvement in average ductility indices of 2.92% and a drop in average stiffness indices of 3.2%.

Three-Dimensional Finite Element Analysis of Internal Connection Implant System (Gsii$^{(R)}$) According to Three Different Abutments and Prosthetic Design (국산 내부연결형 임플란트시스템(GS II$^{(R)}$)에서 지대주 연결방식에 따른 응력분석에 관한 연구)

  • Jang, Mi-Ra;Kwak, Ju-Hee;Kim, Myung-Rae;Park, Eun-Jin;Park, Ji-Marn;Kim, Sun-Jong
    • Journal of Dental Rehabilitation and Applied Science
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    • v.26 no.2
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    • pp.179-195
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    • 2010
  • In the internal connection system, the loading transfer mechanism within the inner surface of the implant and also the stress distribution occuring to the mandible can be changed according to the abutment form. Therefore it is thought to be imperative to study the difference of the stress distribution occuring at the mandible according to the abutment form. The purpose of this study was to assess the loading distributing characteristics of three different abutments for GS II$^{(R)}$ implant fixture(Osstem, Korea) under vertical and inclined loading using finite element analysis. Three finite element models were designed according to three abutments; 2-piece Transfer$^{TM}$ abutment made of pure titanium(GST), 2-piece GoldCast$^{TM}$ abutment made of gold alloy(GSG), 3-piece Convertible$^{TM}$ abutment with external connection(GSC). This study simulated loads of 100N in a vertical direction on the central pit(load 1), on the buccal cusp tip(load 2) and $30^{\circ}$ inward inclined direction on the central pit(load 3), and on the buccal cusp tip(load 4). The following results were obtained. 1. Without regard to the loading condition, greater stress was concentrated at the cortical bone contacting the upper part of the implant fixture and lower stress was taken at the cancellous bone. 2. When off-axis loading was applied, high stress concentration observed in cervical area. 3. GSG showed even stress distribution in crown, abutment and fixture. GST showed high stress concentration in fixture and abutment screw. GSC showed high stress concentration in fixture and abutment. 4. Maximum von Mises stress in the surrounding bone had no difference among three abutment type. In GS II$^{(R)}$ conical implant system, different stress distribution pattern was showed according to the abutment type and the stress-induced pattern at the supporting bone according to the abutment type had no difference among them.

Electromagnetic Interference Shielding Effect of Fiber Reinforced Composites with Stainless Fiber Conductive Filler (스테인레스 섬유를 충전제로 사용한 섬유강화 복합재료의 전자파 차폐 효과)

  • Han, Gil-Young;Song, Dong-Han;Ahn, Dong-Gyu
    • Journal of the Korean Society for Precision Engineering
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    • v.27 no.7
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    • pp.71-78
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    • 2010
  • The objective of this research is to investigate the influence of material characteristic and design on to the electromagnetic interference (EMI) shielding characteristics. Basalt glass fiber reinforced composite specimens with stainless fiber conductive filler were manufactured to perform the electromagnetic interference shielding effectiveness(SE) experiments. In order to reflection and absorb the specimen in electromagnetic fields, flanged coaxial transmission line sample holder was fabricated according to ASTM D 4935-89. Electromagnetic shielding effectiveness(EMSE) was measured quantitatively to examine the electromagnetic shielding characteristics of designed specimens. The result of EMI shielding experiments showed that maximum EMSE value of sandwich type specimens with GSG(basalt glass fiber/stainless fiber/basalt glass fiber) and SGS(stainless fiber/basalt glass fiber/stainless fiber) were 65dB and 80dB at a frequency of 1,500MHz, respectively.

Design and Construction of Cellular Foundation Mattress as Foundations of Building Structures (건축구조물 기초로서 셀룰러 기초 매트리스의 설계 및 시공)

  • Jeong Young Lee;Jong Gon Ko;Nguyen Ngoc Son;Jae Hak Park;Doo Kie Kim
    • Journal of the Korean Geosynthetics Society
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    • v.22 no.1
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    • pp.25-37
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    • 2023
  • Cellular Foundation Mattress made of new materials such as high density polyethylene, are not currently use for the foundation of small and medium-sized buildings in Korea. Therefore, they need to be developed and verified based on domestic ground and field conditions. This study presents the basic design and construction method of Cellular Foundation Mattress. Since the foundation reinforcement effect of Cellular Foundation Mattress should be evaluated and verified for soft ground, a performance comparison evaluation was conducted using the Soilbag method, which is commonly used for the foundation of small and medium-sized buildings in Korea. After the mattress reinforcement, the settlement amount decreased by 38.4% compared to the original ground and the bearing capacity increased by 159%, confirming the same ground reinforcement effect and ground stability as the Soilbag method.

Anti-Thrombogenic and Anti-Inflammatory Effects of Solvent Fractions from Leaves of Zanthoxylum Schinifolium (Sancho Namu) in Rats Fed High Fat Diet (고지방식이 흰쥐에서 산초나무 Butanol 및 Methylene Chloride 분획의 항혈전 및 항염증 작용)

  • Jang, Hyun-Seo;Rhee, Soon-Jae;Woo, Mi-Hee;Cho, Sung-Hee
    • Journal of Nutrition and Health
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    • v.40 no.7
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    • pp.606-615
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    • 2007
  • This study was performed to investigate anti-thrombogenic, anti-inflammatory effects of n-BuOH (B) and $CH_2Cl_2$ (MC) fractions extracted from Sancho (Zanthoxylum. schinifolium) leaves in rats fed high fat diets. The experimental animal groups were consisted of eight including one 5% fat (N) and one 20% fat (H) without the test materials in diets and six H groups of feeding three levels (50, 100 and 150 mg/day) of the B and the MC fractions from Z. schinifolium, respectively. Plasma activated partial thromboplastin times and thrombin times of H group were decreased compared to the N group, but they were increased by feeding the MC fraction of 50 mg and over. Polymorphonuclear leukocyte 5#-lipo-xygenase activities and leukotriene $B_4$ contents of the H group were significantly increased compared to the N group, but they were decreased in the 100 mg and 150 mg of B fraction or the 150 mg of MC fraction fed groups. Liver cytochrome $P_{450}$, $O_2^-$, $H_2O_2$ and GSSG contents were increased by the high fat diet but decreased by feeding the B fraction or the MC fraction, while GSH content and glutathione S-transferase activity lowered by high fat diet were increased by feeding the two solvent fractions. The effects of the solvent fractions were evident at the level of 100 mg/day and over. The present results confirmed that two solvent fractions from the leaves of Z, schinifolium have enhancing effects on anti-thrombosis and anti-inflammation partly by antioxidant action and partly by direct modulation of the respective processeds. In conclusion, the n-BuOH and $CH_2Cl_2$ fractions from leaves of Z, schinifolium can be utilized as the proper ingredients of functional foods for preventing chronic degenerative disease.