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Crack detection in concrete using deep learning for underground facility safety inspection (지하시설물 안전점검을 위한 딥러닝 기반 콘크리트 균열 검출)

  • Eui-Ik Jeon;Impyeong Lee;Donggyou Kim
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.25 no.6
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    • pp.555-567
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    • 2023
  • The cracks in the tunnel are currently determined through visual inspections conducted by inspectors based on images acquired using tunnel imaging acquisition systems. This labor-intensive approach, relying on inspectors, has inherent limitations as it is subject to their subjective judgments. Recently research efforts have actively explored the use of deep learning to automatically detect tunnel cracks. However, most studies utilize public datasets or lack sufficient objectivity in the analysis process, making it challenging to apply them effectively in practical operations. In this study, we selected test datasets consisting of images in the same format as those obtained from the actual inspection system to perform an objective evaluation of deep learning models. Additionally, we introduced ensemble techniques to complement the strengths and weaknesses of the deep learning models, thereby improving the accuracy of crack detection. As a result, we achieved high recall rates of 80%, 88%, and 89% for cracks with sizes of 0.2 mm, 0.3 mm, and 0.5 mm, respectively, in the test images. In addition, the crack detection result of deep learning included numerous cracks that the inspector could not find. if cracks are detected with sufficient accuracy in a more objective evaluation by selecting images from other tunnels that were not used in this study, it is judged that deep learning will be able to be introduced to facility safety inspection.

Comparative Evaluation of Concrete Compressive Strength According to the Type of Apartment Building Finishing Materials Using Nondestructive Testing (비파괴검사법을 이용한 공동주택 마감재 종류에 따른 콘크리트 압축강도 비교평가)

  • Seong-Uk Hong
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.28 no.1
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    • pp.32-38
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    • 2024
  • In the case of apartment building, it is difficult to conduct non-destructive testing due to the actual presence of people and the dust and noise generated during the core test, so inspections are performed each time in the common area and underground parking lot, and the tests are conducted on the finishing material rather than on the concrete surface due to low-cost orders. As the process progresses, poor inspection is inevitable. In addition, the proposed formulas for strength estimation have large fluctuations depending on the differences in test conditions and environments, and even if they show the same measured value, the deviation between each proposed formula is large, making it difficult to accurately estimate strength, making it difficult to use. Accordingly, we would like to select finishing materials mainly used in apartment complexes and compare and evaluate the compressive strength of concrete according to the type of finishing material by using non-destructive testing methods directly on the finishing materials without removing the finishing materials. The reliability evaluation results of the estimated compressive strength of concrete using the ultrasonic velocity method according to the type of finishing material are as follows. The error rate between the estimated compressive strength and compressive strength derived through the ultrasonic velocity method shows a wide range of variation, ranging from 21.83% to 58.89%. The effect of the presence or absence of finishing materials on the estimated compressive strength was found to be insignificant. Accordingly, it is necessary to select more types of finishing materials and study ultrasonic velocity methods according to the presence or absence of finishing materials, and to study estimation techniques that can increase reliability.

Measuring the Economic Value of Open Government Data: A Consumer Utility Perspective (공공데이터의 경제적 가치 측정: 소비자 효용 관점)

  • Chihong Jeon;Jaeung Sim;Daegon Cho
    • Information Systems Review
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    • v.20 no.2
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    • pp.1-19
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    • 2018
  • In many countries, governments invest a substantial amount of budget in open government data (OGD) for governmental performance and transparency. To understand the actual performance of such policies, the governments should measure the realized value. Many organizations and researchers have attempted to assess the value of OGD. However, they have neglected a perspective of consumers who benefit from OGD. Moreover, little research has quantified the economic value. This research examines extant methods of intangible asset valuation to quantify the economic value of OGD in a citizen perspective. In consideration of the extant research methods and the characteristics of OGD, the contingent valuation method is the most appropriate because it effectively reflects various users and their purpose of use. We then conduct a survey of citizens living in Seoul, Korea and assess the economic value of OGD provided by the Seoul government. Findings show that citizens' willingness to pay (WTP) differs across respondents' prior experience, tax resistance, perceived benefit and perceived reality of virtual scenario, but it does not differ across their demographics. WTP also significantly varies across the question formats. We discuss the reliability of the results and implications for future research.

Effects of the Addition of Cauliflower Powder on Low-Fat Chicken Breast Sausage Quality (콜리플라워 분말의 첨가가 저지방 닭가슴살 소시지 품질에 미치는 영향)

  • Minkyung Woo;Seonmin Lee;Seul-Ki-Chan Jeong;Hayeon Jeon;Seokhee Han;Soeun Kim;Samooel Jung;Kyung Jo
    • Korean Journal of Poultry Science
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    • v.51 no.2
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    • pp.47-56
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    • 2024
  • This study investigated the quality characteristics of low-fat chicken breast sausage with cauliflower powder to replace the fat. Cauliflower was freeze-dried and then ground into powder form. Sausagebatter was prepared separately according to the amount of fat and cauliflower powder added. 1) Control, sausage with 20% of pork fat, 2) LF, sausage with 3% of pork fat, 3) C0.5, sausage with 3% of pork fat and 0.5% of cauliflower powder, 4) C1.0, sausage with 3% of pork fat and 1.0% cauliflower powder. The prepared sausage batter was heated to a final internal temperature of 75℃. The pH of sausage batter increased with the addition of cauliflower powder (P<0.05). Storage loss and cooking loss increased in low-fat samples but decreased as the amount of cauliflower powder added increased (P<0.05). The hardness measured on the 30th day of storage decreased in LF but increased with the content of cauliflower powder (P<0.05). The redness and yellowness of the sausage increased with the addition of cauliflower powder. The malondialdehyde content of chicken breast sausages decreased at C0.5 and C1.0 on the 30th day of storage. The sausages with cauliflower powder received lower scores in sensory evaluation (P<0.05). Therefore, the addition of cauliflower powder to low-fat chicken breast sausage reduced overall sensory acceptability but improved water-holding capacity and oxidative stability.

Study on the Structure of the Korea-Japan Joint Development Zone by Means of Geophysical Data (지구물리 자료를 이용한 한일공동개발구역 일원의 구조 해석)

  • Jeongwon Ha;Sik Huh;Hyoungrea Rim
    • Geophysics and Geophysical Exploration
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    • v.27 no.1
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    • pp.23-36
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    • 2024
  • In this study, we analyze the structure of the Korea-Japan Joint Development Zone (JDZ) using gravity, magnetic, and seismic data. Gravity and magnetic data analysis confirmed that the Jeju Basin exhibits low anomalies compared to adjacent areas. We applied the total gradient to the Bouguer anomaly to identify basin boundaries, and computed the analytic signal from the total magnetic anomaly data to enhance the edges of the magnetic anomalies. The Taiwan-Sinzi Belt, exhibits high magnetic anomalies and crosses the center of the JDZ in the northeast-southwest direction; we presume that intrusive rocks are sporadic in the JDZ. The 3D inversion results of the gravity and magnetic data show a strong correlation between magnetic susceptibility and density (i.e. a low-density zone in the Jeju Basin and the Ho Basin, and a high magnetic susceptibility distribution in the Taiwan-Sinzi Belt). Comparison of the density and seismic profiles of the Jeju Basin shows that high densities are associated with sill, horst, and basement highs, whereas low densities are associated with basement low and grabens. These results suggest that interpretations based on seismic, gravity and magnetic data can effectively reveal the subsurface structure of the JDZ.

Development of Radar System for Laser Tracking System (레이저 추적 시스템을 위한 레이더 시스템 개발)

  • Ki-Pyoung Sung;Hyung-Chul Lim;Man-Soo Choi;Sung-Yeol Yu
    • Journal of Space Technology and Applications
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    • v.4 no.1
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    • pp.1-11
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    • 2024
  • Korea Astronomy and Space Science Institute (KASI) developed an satellite laser ranging (SLR) system for tracking space objects using ultra-pulsed lasers. For the safe operation of SLR system, aircraft surveillance radar system (ASRS) was developed to prevent human damage from high power laser transmitted from the SLR system. The ASRS consists of the radar hardware subsystem (RHS) and main control subsystem (MCS), in order to detect flying objects in the direction of laser propagation and then stop immediately the laser transmission. The RHS transmits the radio frequency (RF) pulse signals and receives the returned signals, while the MCS analyzes the characteristics of received signals and distinguishes the existence of flying objects. If the flying objects are determined to be existed, the MCS sends the command signal to the laser controller in SLR system to pause the laser firing. In this study, we address the interface and operational scenarios of ASRS, including the design of RHS and MCS. It was demonstrated in the aircraft experiments that the ASRS could detect an aircraft and then stop transmitting high power laser successfully.

Analysis of Reasonable Sampling Times for Measuring Methane Emissions using the Closed Chamber Method in Rice Paddy Field (논 메탄 배출 관측을 위한 폐쇄형 챔버의 합리적인 가스 포집 시간대 분석)

  • HyunKi Kim;Yun-Ho Lee;Heon-Joong Kim;Hyun-Jin Park;Hee-woo Lee;Jong-Tak Yoon;Jaeki Chang;Hye-Ran Park
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.26 no.3
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    • pp.199-207
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    • 2024
  • Measuring and estimating methane (CH4) emissions accurately is important in rice paddy field. For reliable estimation, diurnal and seasonal variations of methane must be tracked, and measured frequently. The closed chamber method proposed according to the IPCC guidelines is relatively cheap and easy to move, so it is widely used, but it is difficult to estimate accurate methane emissions due to spatiotemporal constraints such as sampling time and number of measuring times. In this paper, the diurnal variation pattern was analyzed by measuring methane emissions four times at two-hour intervals throughout the day during the rice growth stage. When the emissions for each time period were converted to a daily time-weighted average, the diurnal average methane flux appeared in the time periods of 8:00~12:00 and 16:00~20:00. Through our results, we hope to provide useful information about determining reasonable times of methane measurement to researchers who measure methane emissions in rice paddy fields using the closed chamber method in the future.

Pilot Application and Expansion Direction of Generative AI for the Review of Environmental Impact Assessment Reports (환경영향평가 검토지원을 위한 생성형 AI의 시범적용과 확대 방향)

  • Kwanghun Choi;Jongsik Ha;Daeyong Jin
    • Journal of Environmental Impact Assessment
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    • v.33 no.5
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    • pp.252-276
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    • 2024
  • The review of environmental impact assessment reports is a crucial process to ensure the expertise and objectivity of the content and procedures of Environmental Impact Assessment (EIA). Since the amendment of the Environmental Impact Assessment Act in 1997, a single national research institute has independently and exclusively supported this role based on legal grounds. In 2021, in an effort to secure a more diverse range of review opinions, there was a movement towards decentralization and diversification of review institutions. However, concerns have been raised about the limitations in the independence and consistency of these review opinions. Meanwhile, with the introduction of OpenAI's ChatGPT in November 2022, the use of generative artificial intelligence (AI) has increased, becoming common in daily life, work, and research. This has led to discussions about the potential use of generative AI to leverage existing EIA review capabilities and ensure a balanced range of opinions from the recently decentralized and diversified institutions. This study aims to propose a pilot implementation and future methodological and institutional expansion of generative AI to support the review of environmental impact assessment reports. To achieve this, a generative AI system was initially developed and tested to support the review of content related to Health Impact Assessment within the EIA framework. The practical applications of this pilot system were documented. Additionally, by specifying the procedures, content, and stakeholders involved in the EIA review process, this paper suggests considerations for its expansion from both methodological and institutional perspectives.

A Comparison of Adolescents Internet Use and Learning Conduct Based on their Parents Socio-Economic Status : Focused on Korean Time Use Survey of 2014 (부모의 사회경제적 지위에 따른 청소년들의 인터넷 이용 및 학습 행태 비교: 2014년 생활시간조사자료 분석을 중심으로)

  • Kang Sun-Kyung;Choi Yoon
    • Studies on Life and Culture
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    • v.48
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    • pp.335-374
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    • 2018
  • This study explores the influence of parents socio-economic status on their adolescent children s internet use and learning conduct based on Korean Time Use Survey of 2014, under the assumption that parents socio-economic status can function as a mechanism for reproducing inter-generational inequality due to the difference of their children s internet use and learning conduct. Upon reviewing the weekdays average hours of using internet per day for the students from the age 13, the first year of a middle school to the age 18, the third year of a high school, they spend 15 minutes for information search, and 54 minutes for computer or mobile games. They tend to spend 211 minutes for study in the school, 56 minutes for after school study, and 88 minutes for self-study. According to Tobit regression analysis, the higher the students parents socio-economic status, the bigger the total hour for self-study and after school study. On the other hand, the lower the parents socio-economic status, the bigger the total hour for their adolescents internet or mobile game. The research shows that the lower the parents socio-economic status, the bigger the risk of their adolescent children s exposure to the addiction of the internet and mobile game. This implies that the parents socio-economic status can function to reproduce the inter-generational inequality. Based on the analysis result, this study discusses the practical and policy level implications in social welfare for improving the inequality reproducing mechanism.

Physico-Chemical Properties among Three Products of Granular Fused Magnesium Phosphate (세가지 입상(粒狀) 용성인비(熔成燐肥) 제품간(製品間)의 이화학적(理化學的) 특성(特性))

  • Lim, Dong-Kyu;Kim, Seok-Cheol;Lee, Sang-Kyu;Choi, Du-Hoi;Kang, Ui-Gum;Park, Kyeong-Bae
    • Korean Journal of Soil Science and Fertilizer
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    • v.29 no.2
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    • pp.113-123
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    • 1996
  • This experiment was carried out to compare with the physico-chemical properties of granular fused magnesium phosphates which were two domestic products(Pungnong Biryo Industrial Co., LTD and Kyunggi Chemical Industrial Co., LTD) and a imported Chinese product. The changes of pH, distribution of particle size, disintegration in water and in soil, hardness in soil, chemical composition, and dissolution rates in water, in soil and in 2% citric acid solution were investigated. The changes in pH were bigger in Jungmun series(black volcanic soil), in the imported chinese product, and in Jungmun series with the larger quantities applied. The domestic products were lower in pH, calcium, alkalinity and 1/2N-HCl soluble silicate than the Chinese product but total(Aqua regia) soluble phosphate, 2% citric acid soluble phosphate, 1/2N-HCl soluble and 2% citric acid soluble magnesium, and 2% citric acid soluble manganese concentration were similar among the domestic products and the imported product. In particle sizes, Chinese product was the biggest, Kyunggi product was the next, and Pungnong product was the smallest. The changes of disintegration rate in water and in soil were smaller in Pungnong and Kyunggi products at the early days of dissolution, and there were decreased with the order of Kyunggi product> Chinese product> Pungnong product at the latter days. The hardness of the products in soil was the strongest in Kyunggi product, the next was Pungnong product and Chinese product was the weakest so as to hardly measurable. The changing dissolution rates of 2% citric acid soluble phosphate concentration of granular fused magnesium phosphate products were the highest in Kyunggi product and the lowest in Pungnong product at the early days, the three products were dissolved over 90% within 50 days, and there were no clear difference among the products after 70 days of dissolution. The dissolution rates of 2% citric acid soluble phosphate concentration of granular fused magnesium phosphate products in soil were the highest in Pungnong product and Chinese product was the lowest, but they were less than 60% in 100 days of dissolution.

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