• Title/Summary/Keyword: 결정성 분석

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A Study on Improving Performance of the Deep Neural Network Model for Relational Reasoning (관계 추론 심층 신경망 모델의 성능개선 연구)

  • Lee, Hyun-Ok;Lim, Heui-Seok
    • KIPS Transactions on Software and Data Engineering
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    • v.7 no.12
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    • pp.485-496
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    • 2018
  • So far, the deep learning, a field of artificial intelligence, has achieved remarkable results in solving problems from unstructured data. However, it is difficult to comprehensively judge situations like humans, and did not reach the level of intelligence that deduced their relations and predicted the next situation. Recently, deep neural networks show that artificial intelligence can possess powerful relational reasoning that is core intellectual ability of human being. In this paper, to analyze and observe the performance of Relation Networks (RN) among the neural networks for relational reasoning, two types of RN-based deep neural network models were constructed and compared with the baseline model. One is a visual question answering RN model using Sort-of-CLEVR and the other is a text-based question answering RN model using bAbI task. In order to maximize the performance of the RN-based model, various performance improvement experiments such as hyper parameters tuning have been proposed and performed. The effectiveness of the proposed performance improvement methods has been verified by applying to the visual QA RN model and the text-based QA RN model, and the new domain model using the dialogue-based LL dataset. As a result of the various experiments, it is found that the initial learning rate is a key factor in determining the performance of the model in both types of RN models. We have observed that the optimal initial learning rate setting found by the proposed random search method can improve the performance of the model up to 99.8%.

The Characteristics of Terminally Ill Cancer Patients in Hospice and Palliative Care according to Family Composition (가족 구성에 따른 호스피스 완화의료 말기암환자의 특성)

  • Park, Sang Mi;Hwang, Sun Wook;Han, Kyung Do
    • Journal of Hospice and Palliative Care
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    • v.21 no.4
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    • pp.137-143
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    • 2018
  • Purpose: The purpose of this study was to investigate the family composition of terminally ill cancer patients admitted to the hospice unit and how it affects their hospice care. Methods: We retrospectively analyzed the medical records of terminal cancer patients who died in one hospice unit between January 2009 and March 2014. The demographic and clinical characteristics of the patients were examined, and any different made by their marital status was evaluated. We calculated the time interval between cancer diagnosis and hospice admission and the survival period from hospice admission to death and analyzed their association with family composition. Results: When divided by the median time of 13 months between diagnosis and admission, Group B (>13 months) had a significantly higher proportion of patients living with their spouses; (P<0.01). The main decision maker was a spouse (52.9%) in Group B; (P=0.04). Conclusion: Among the characteristics of the family composition, the presence of spouse was an important factor associated with admission to a hospice unit. Clinicians need to be aware of the impact of marital status on end-of-life care. This study indicates that it is helpful to understand family composition of terminallyill cancer patients for an effective palliative and hospice care.

Plant Parasitic Nematode Fauna of Heterodera glycines and H. sojae, and Soil Characteristics of Soybean Fields in Gangwon-do and Chungcheongbuk-do (강원과 충북지역 콩씨스트선충과 반짝이콩씨스트선충의 분포상 및 토양 특성)

  • Kim, Youngjoon;Lee, Dong Woon
    • Korean journal of applied entomology
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    • v.58 no.1
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    • pp.37-47
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    • 2019
  • A survey on the geographical distribution of two soybean cyst nematodes, Heterodera glycines and Heterodera sojae, was conducted in soybean cultivation areas in the Gangwon-do and Chungcheongbuk-do provinces. In 67 fields of 10 counties or cities in Gangwon-do province, H. glycines was detected in 13 fields, H. sojae was detected in five fields, and both species were found in two fields. In 84 fields of nine counties or cities in Chungcheongbuk-do province, H. glycines was detected in 27 fields, H. sojae was detected in four fields, and both species were found in five fields. The diversity and dominance of the plant parasitic nematodes in the Gangwon and Chungbuk provinces were not significantly different among the soybean cultivars. The diversity and dominance index of the plant parasitic nematodes according to the presence or absence of soybean cyst nematodes did not show any significant difference between the soybean cultivation areas of both provinces. The relationship between the soybean cyst nematodes and soil chemical properties showed a low coefficient of determination, and the density of soybean cyst nematodes tended to increase as the pH and available phosphate content in soil samples increased. The soil texture of cyst nematode-detected fields was mostly sandy soils, which amounted to about 60% of the total. As the clay and silt content increased, the density of soybean cyst nematodes tended to decrease, and as the sand content increased, the density of cyst nematodes tended to increase.

The Improvement of the Area Estimation of the Metropolitan Railway Station Platforms (도시철도 및 광역철도 승강장 면적산정식의 개선방안 연구)

  • Kim, Jinho;Shin, Minjung;You, Soyoung;Kim, Taewan
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.6
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    • pp.991-999
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    • 2018
  • In urban areas, the proportion of railway traffic in public transport is increasing. The congestion situation is repeated as the passengers concentrate on station and transfer facilities and the inconvenience of the passengers is increasing in terms of safety and convenience. Therefore, the importance of estimating the appropriate area of the station has been emphasized. The area estimation formula used in the metropolitan railway stations currently is a partial modification of the area estimation formula of Japan in the 1970s. It does not reflect changes in the social and cultural environment and patterns of passengers. The technical basis for major decision variables is insufficient. Therefore, the theoretical basis of the area estimation formula and the pedestrian environment satisfaction of the design guideline of metropolitan railway stations were analyzed in order to suggest improvement formula. The improved area estimation formula was verified by conducting field surveys on 5 stations of metropolitan railways and 15 stations of urban railways. The existing area estimation formula is LOS E grade for the main space. However, the LOS D grade is implemented when the improved area estimation formula is applied. Based on the results, the design factors for the area estimation formula are suggested.

The Significance of the Joint Inscription of Falconry to the Representative List of the Intangible Cultural Heritage of Humanity (인류무형유산 대표목록 '매사냥' 공동등재의 특성과 의의)

  • Hwang, Kyeong-Soon
    • Korean Journal of Heritage: History & Science
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    • v.51 no.4
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    • pp.208-223
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    • 2018
  • This paper focuses on strategies and issues involving a joint inscription of an Intangible Cultural Heritage element to UNESCO through multinational cooperation and conclusive characteristics and the significance of the multinational filing. The case of "Falconry", which was jointly filed by 18 State Parties including ROK and inscribed on the Representative List of the Intangible Cultural Heritage of Humanity of UNESCO on 2010, was analyzed as the main object of discussion The issues can be summarized as follows: First; State Parties that participated at the joint nomination process got to grasp the purpose of the multinational nomination mechanism a lot better than before through drawing up the nomination forms. Especially, we learned that the inscription of the falconry eventually has to contribute to the perception of ICH in general and applying that knowledge at the submission of the multinational file was the major aspect for the inscription on the list in 2010 and the extension of the inscription 2012. Second; the very nature of prosecution of the multinational nomination, State Parties are given opportunities to communicate and cooperate over their shared ICH element, through which a mutual understanding of other cultures and the national characteristics of other countries - which means implementing the very ideology of UNESCO- to contribute to cooperation and peace among nations through multinational nominations. Third, the falconry, according to the Operational Directives of the <>, has a chance to be deemed a Best Practice case, since it continuously extends through more and more State Parties participating to the multinational file. Extension of a Representative List of the Intangible Cultural Heritage of Humanity element can help defusing the tension caused by identifying the owner of the intangible heritage and can mean more awareness of the purpose of the convention.

Derivation of Anti-Tamper System Requirements Based on CMVP Standard for Technology Protection of Weapon Systems (무기 시스템의 기술 보호를 위한 CMVP 표준 기반의 Anti-Tamper 시스템 요구사항 도출)

  • Lee, Min-Woo;Lee, Jae-Chon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.4
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    • pp.470-478
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    • 2019
  • As the growth of the domestic defense industry is remarkable regarding technology level and export size, technology protection is necessary. Particularly, there is a need to apply anti-tamper measures to prevent critical technologies from illegally being taken out of weapon systems. However, there is no security protection strategy and system built yet in ROK. Precedent studies discussed the trend analysis and technical research for specific protective techniques, and the application of anti-tamper using limited procedures was provided. Recently, methods of how to select the technology for protection were studied based on risk management. Nonetheless, these studies cannot be associated with the acquisition process for the whole life-cycle, having difficulty with actual development and evaluation of the weapon systems. The objective of our study is to derive the system requirements of the weapon system for which anti-tamper measures have been determined to apply. Specifically, requirements items suitable for the development of anti-tamper weapon systems were derived based on ISO/IEC 19790, the CMVP standard for the development and verification of cryptographic modules. Also, its utilization in technical reviews and test & evaluations was presented. The usefulness of the research results was confirmed through inductive inference and comparative evaluation. The result can be expected to play a role in initiating extensive activities needed for technology protection of the weapon systems.

The Relationship between the Serum Aspartate Aminotransferase/Alanine Aminotransferase Ratio and Pulse Pressure in Korean Adults with Hypertension (대한민국 고혈압 성인에서 아스파르트산 아미노전이효소/알라닌 아미노전이효소 비율과 맥압의 관련성)

  • Yoon, Hyun
    • Korean Journal of Clinical Laboratory Science
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    • v.53 no.3
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    • pp.241-248
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    • 2021
  • The present study was conducted to assess the relationship between aspartate aminotransferase/alanine aminotransferase (AST/ALT) ratio and pulse pressure in Korean adults with hypertension. Data from 1,515 adults from the sixth Korean National Health and Nutrition Examination Survey (KNHANES VI-3, 2015) were analyzed. There were several key findings in the present study. First, aspartate aminotransferase (odds ratio [OR], 1.018; 95% confidence interval [CI], 1.002 to 1.033), alanine aminotransferase (OR, 0.982; 95% CI, 0.969 to 0.996), and aspartate aminotransferase/alanine aminotransferase ratio (OR, 1.367; 95% CI, 1.027 to 1.819) were the independent factors determining high pulse pressure. Second, after adjusting for related variables [age, gender, smoking, alcohol consumption, regular exercise, total cholesterol (TC), triglycerides (TGs), high-density lipoprotein-cholesterol (HDL-C), fasting plasma glucose (FPG), body mass index (BMI), and waist circumference (WC)], the ORs of high pulse pressure with the 1st quartile as a reference were significantly higher in the 4th quartile of aspartate aminotransferase/alanine aminotransferase ratio [1.632 (95% CI, 1.113~2.393)]. The high pulse pressure was positively associated with aspartate aminotransferase and alanine aminotransferase/alanine aminotransferase ratio in Korean adults with hypertension, but was inversely associated with alanine aminotransferase.

Influence of the Amount of Conductive Paste on the Electrical Characteristics of c-Si Photovoltaic Module (전도성 페이스트 도포량 변화에 따른 결정질 태양광 모듈의 전기적 특성에 대한 영향성 분석)

  • Kim, Yong Sung;Lim, Jong Rok;Shin, Woo Gyun;Ko, Suk-Whan;Ju, Young-Chul;Hwang, Hye Mi;Chang, Hyo Sik;Kang, Gi-Hwan
    • Korean Journal of Materials Research
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    • v.29 no.11
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    • pp.720-726
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    • 2019
  • Recently, research on cost reduction and efficiency improvement of crystalline silicon(c-Si) photovoltaic(PV) module has been conducted. In order to reduce costs, the thickness of solar cell wafers is becoming thinner. If the thickness of the wafer is reduced, cracking of wafer may occur in high temperature processes during the c-Si PV module manufacturing process. To solve this problem, a low temperature process has been proposed. Conductive paste(CP) is used for low temperature processing; it contains Sn57.6Bi0.4Ag component and can be electrically combined with solar cells and ribbons at a melting point of $150^{\circ}C$. Use of CP in the PV module manufacturing process can minimize cracks of solar cells. When CP is applied to solar cells, the output varies with the amount of CP, and so the optimum amount of CP must be found. In this paper, in order to find the optimal CP application amount, we manufactured several c-Si PV modules with different CP amounts. The amount control of CP is fixed at air pressure (500 kPa) and nozzle diameter 22G(outer diameter 0.72Ø, inner 0.42Ø) of dispenser; only speed is controlled. The c-Si PV module output is measured to analyze the difference according to the amount of CP and analyzed by optical microscope and Alpha-step. As the result, the optimum amount of CP is 0.452 ~ 0.544 g on solar cells.

Effects of Orchard Environments and Landscape Features on the Population Occurrence of Major Lepidopteran Pests in Apple Orchards (과원 환경과 경관 요소가 사과원 주요 나방류 해충 발생에 미치는 영향)

  • Kim, Hyangmi;Jung, Chuleui
    • Korean journal of applied entomology
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    • v.60 no.1
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    • pp.79-90
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    • 2021
  • Landscape composition and structure are important factors determining biological diversity including pests and natural enemires in agricultural ecosystem. This study was conducted to indentify effect of landscape composition on occurrence of lepidopteran pest population in Geochang, Gyoungdnam. For this, orchard characteristics and management practices were surveyed in 80 conventional apple orchards in Geochang, Korea, along with the monitoring of pest population densities. The landscape features of each surveyed orchard also obtained by extracting information from the public-service map. Grapholita molesta was the most dominat and damaging pest followed by Phyllonorycter ringoniella and Carposina sasakii in trap catches. Adoxophyes paraorana occurrences were low. Farmers spray insecticides and fungicides ap. 12.4 times per year respectively while acaricides were sprayed 2.4 times. Major landscape features such as surrounding apple orchard or paddy field did not influence the pest populations but presence of plum, peach, wild peach, graph, and even abandoned orchards significantly resulted in higher pest population mostly on G. molesta. C. sasakii population was higher in orchards with grape, peach, and P. ringoniella with peach, grape, abandoned orchards and jujube. Results highlight the need of landscape management not only for the rural amenity but also for increasing functional diversity of agroecosystem as well as reducing pest population.

Effects of Blooming in Ground Cover on the Pollinator Network and Fruit Production in Apple Orchards (사과원 피복 초생의 개화가 화분매개자 네트워크와 사과 생산에 미치는 영향)

  • Son, Min Woong;Jung, Chuleui
    • Korean journal of applied entomology
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    • v.60 no.1
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    • pp.115-122
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    • 2021
  • Pollinators are not only crucial for plant reproduction, but also important for crop production. These pollinators are affected by the diversity of plants within orchards. Thus, the study investigated the effect of blooming on the ground cover on pollinator diversity, network, fruiting rates and subsequent apple size during harvest season in apple blooming period. Total ten orchards were selected; Five with ground covered mostly by dandelion while the another five without ground cover. The orchards with dandelion bloom showed 16 pollinator groups and 801 pollination network interaction, while 14 pollinator groups and 589 interaction were found from orchards without ground cover blooms. es. Overall pollinators' abundances were not different. But bumble bees and caliphorid flies were more abundant in orchards with ground cover blooming. There was no significant in fruiting rates, but the apple size was significantly bigger in orchards with ground cover. These results may indicate that blooming on the ground cover during apple flowering season would increase pollinator diversity and influence fruit quality later on in apple orchards, and pose importance of floral diversity for sustainable apple production system.