• 제목/요약/키워드: Cumulative heat

검색결과 73건 처리시간 0.021초

An interpretable machine learning approach for forecasting personal heat strain considering the cumulative effect of heat exposure

  • Seo, Seungwon;Choi, Yujin;Koo, Choongwan
    • 한국건설관리학회논문집
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    • 제24권6호
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    • pp.81-90
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    • 2023
  • Climate change has resulted in increased frequency and intensity of heat waves, which poses a significant threat to the health and safety of construction workers, particularly those engaged in labor-intensive and heat-stress vulnerable working environments. To address this challenge, this study aimed to propose an interpretable machine learning approach for forecasting personal heat strain by considering the cumulative effect of heat exposure as a situational variable, which has not been taken into account in the existing approach. As a result, the proposed model, which incorporated the cumulative working time along with environmental and personal variables, was found to have superior forecast performance and explanatory power. Specifically, the proposed Multi-Layer Perceptron (MLP) model achieved a Mean Absolute Error (MAE) of 0.034 (℃) and an R-squared of 99.3% (0.933). Feature importance analysis revealed that the cumulative working time, as a situational variable, had the most significant impact on personal heat strain. These findings highlight the importance of systematic management of personal heat strain at construction sites by comprehensively considering the cumulative working time as a situational variable as well as environmental and personal variables. This study provided a valuable contribution to the construction industry by offering a reliable and accurate heat strain forecasting model, enhancing the health and safety of construction workers.

CNG 직접분사식 연소기에서의 열량해석(1) :균질급기 (Analysis of Heat Quantity in CNG Direct Injection Bomb(1) : Homogeneous Charge)

  • 최승환;전충환;장영준
    • 한국자동차공학회논문집
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    • 제12권2호
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    • pp.17-23
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    • 2004
  • A cylindrical constant volume combustion bomb is used to investigate the combustion characteristics and to analyze the heat quantity of homogeneous charge methane-air mixture under various initial pressures, excess air ratios and ignition times. As the overall pressure increase, the values of maximum combustion pressure, maximum heat release rate and cumulative heat release have been increased. But it is not very meaningful to compare with some values such as maximum combustion pressure, maximum heat release rate and cumulative heat release for different overall pressure due to the different heat energy of supplied fuel. So the each value is needed to be compared with normalized value, which is divided by the entered fuel energy. To analyze the heat quantity, some definitions including the CHR ratio, the UHC ratio and the HL ratio are needed and are calculated. As the overall pressure increase, the CHR ratios and the UHC ratios have been decreased, while the HL ratios have been increased. The CHR ratio of 300 ms has the higher value than that of 10000ms, and the HL ratios of 300 ms have a lower value.

발효조의 온도제어 신호를 이용한 직접열량계의 개발 및 대사열량의 온라인 측정 (Development of an Integrated Calorimeter Using Temperature Control Signals of a Bioreactor and On-line Measurement of Metabolic Heat of a Microbial Cultivation)

  • 홍건표;허원
    • KSBB Journal
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    • 제14권5호
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    • pp.543-549
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    • 1999
  • 본 연구에서는 미생물의 성장시 수반하는 대사열을 측정할 수 있는 직접 열량계의 기능을 가질 수 있도록 발효조를 개량하였다. 발효조의 온도제어신호의 길이를 측정하고 이 신호를 컴퓨터에서 전달하여 계산하고 발효조에 공급된 누적 열량을 측정할 수 있도록 발효조를 일부 개조하고 온라인 측정 시스템을 구성하였다. 균체 없이 발효조를 운전하면서 여러 조건에서 누적 열량을 측정하여 통기량의 따라 30.9kJ/vvm의 열손실과 공기중으로 전도 및 대류, 복사에 의한 0.5 kJ/L/hr/$^{\circ}C$의 열손실이 발생함을 측정할 수 있었다. 그리고 소형의 가열체를 반응액에 발생함을 측정할 수 있었다. 그리고 소형의 가열체를 반응액에 투입하여 열량측정의 정확도를 확인하였으며 누적열량은 $\pm$0.2%의 오차 범위 내에서 측정되었다. 본 시스템에소 효모와 대장균을 이용하여 대사열량을 성공적으로 측정할 수 있음을 보였다.

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PLASTICITY-BASED WELDING DISTORTION ANALYSIS OF THIN PLATE CONNECTIONS

  • Jung, Gonghyun;Tsai, Chon L.
    • 대한용접접합학회:학술대회논문집
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    • 대한용접접합학회 2002년도 Proceedings of the International Welding/Joining Conference-Korea
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    • pp.694-699
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    • 2002
  • In autobody assembly, thin-wall, tubular connections have been used for the frame structure. Recent interest in light materials, such as aluminum or magnesium alloys, has been rapidly growing for weight reduction and fuel efficiency. Due to higher thermal expansion coefficient, low stiffness/strength, and low softening temperature of aluminum and magnesium alloys, control of welding-induced distortion in these connections becomes a critical issue. In this study, the material sensitivity to welding distortion was investigated using a T-tubular connection of three types materials; low carbon steel (A500 Gr. A), aluminum alloy (5456-H116) and magnesium alloy (AZ91C-T6). An uncoupled thermal and mechanical finite element analysis scheme using the ABAQUS software program was developed to model and simulate the welding process, welding procedure and material behaviors. The predicted angular distortions were correlated to the cumulative plastic strains. A unique relationship between distortion and plastic strains exists for all three materials studied. The amount of distortion is proportional to the magnitude and distribution of the cumulative plastic strains in the weldment. The magnesium alloy has the highest distortion sensitivity, followed by the other two materials with the steel connection having the least distortion. Results from studies of thin-aluminum plates show that welding distortion can be minimized by reducing the cumulative plastic strains by preventing heat diffusion into the base metal using a strong heat sink placed directly beneath the weld. A rapid cooling method is recommended to reduce welding distortion of magnesium tubular connections.

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A cumulative damage model for extremely low cycle fatigue cracking in steel structure

  • Huanga, Xuewei;Zhao, Jun
    • Structural Engineering and Mechanics
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    • 제62권2호
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    • pp.225-236
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    • 2017
  • The purpose of this work is to predict ductile fracture of structural steel under extremely low cyclic loading experienced in earthquake. A cumulative damage model is proposed on the basis of an existing damage model originally aiming to predict fracture under monotonic loading. The cumulative damage model assumes that damage does not grow when stress triaxiality is below a threshold and fracture occurs when accumulated damage reach unit. The model was implemented in ABAQUS software. The cumulative damage model parameters for steel base metal, weld metal and heat affected zone were calibrated, respectively, through testing and finite element analyses of notched coupon specimens. The damage evolution law in the notched coupon specimens under different loads was compared. Finally, in order to examine the engineering applicability of the proposed model, the fracture performance of beam-column welded joints reported by previous researches was analyzed based on the cumulative damage model. The analysis results show that the cumulative damage model is able to successfully predict the cracking location, fracture process, the crack initiation life, and the total fatigue life of the joints.

압력용기용 고온재의 이종재 마찰용접과 AE평가 (Dissimilar Friction Welding of Elevated Temperature Materials for Pressure Vessels and Its AE Evaluation)

  • 공유식;이연탁;유인종;오세규;임만배
    • 동력기계공학회지
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    • 제6권1호
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    • pp.68-73
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    • 2002
  • An opportunity to use the elevated temperature has been recently increasing in various elements of heat facilities or machines such as heat exchanger tubes, pressure vessels, engines of aircraft, boilers and turbines in power plants, and nuclear reactor components, etc. as machinery industry develops. Thus, the development of such elevated-temperature heat-resisting materials and the studies on their elevated-temperature materials friction welding, creep design and analysis have been considered as an important and needful fact. In this paper, friction welding optimization for 1Cr0.5Mo to STS304 and AE applications for the weld quality evaluation were investigated. The important results of this study are as follows : The techniques for dissimilar friction welding optimization of the elevated temperature materials 1Cr0.5Mo and STS304 and its real-time weld quality evaluation by AE were developed, considering on both strength and toughness. Quantitative relationship was identified among welding condition, weld quality and cumulative AE counts.

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FATIGUE ANALYSIS OF A REACTOR PRESSURE VESSEL FOR SMART

  • Jhung, Myung-Jo
    • Nuclear Engineering and Technology
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    • 제44권6호
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    • pp.683-688
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    • 2012
  • The structural integrity of mechanical components during several transients should be assured in the design stage. This requires a fatigue analysis including thermal and stress analyses. As an example, this study performs a fatigue analysis of the reactor pressure vessel of SMART during arbitrary transients. Using heat transfer coefficients determined based on the operating environments, a transient thermal analysis is performed and the results are applied to a finite element model along with the pressure to calculate the stresses. The total stress intensity range and cumulative fatigue usage factor are investigated to determine the adequacy of the design.

수온별 Red Sea Bream Iridovirus (RSIV) 인위감염에 따른 돌돔의 누적폐사 및 Heat Shock Protein (HSP) 70의 동정 (Cumulative Mortality in Striped Beakperch, Oplegnathus fasciatus Infected with Red Sea Bream Iridovirus (RSIV) at Different Water Temperature and Identification of Heat Shock Protein 70)

  • 김석렬;정병문;정성주;키타무라 신이치;김두운;김도형;오명주
    • 한국어병학회지
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    • 제21권1호
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    • pp.13-20
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    • 2008
  • 본 연구에서는 RSIV의 수온에 따른 병원성을 규명하기 위한 연구의 일환으로 수온별로 RSIV를 인위적으로 감염시킨 돌돔의 누적폐사를 관찰하고, 다른 온도에서 사육된 돌돔의 온도 스트레스 단백질인 HSP이 관여하는지를 확인하고자, 돌돔의 HSP 유전자의 염기서열 일부를 밝혔다. 각온도별 감염실험에서 17°C와 20°C의 경우 폐사가 발생하지 않았으나, 25°C 및 27°C 수조에서는 각각 90%와 80%의 누적 폐사율을 보였다. 돌돔에서 확인된 HSP 유전자의 일부는 넙치에서 확인된 HSP70와 97%의 homology를 나타내 돌돔의 HSP70으로 판단되었다.

Evaluation of the hydration heat and strength progress of cement-fly ash binary composite

  • Xiao-Yong Wang
    • Journal of Ceramic Processing Research
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    • 제21권6호
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    • pp.622-631
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    • 2020
  • Fly ash is an industry by-product of thermal power factories that is broadly utilized in the concrete industry. This research shows a framework for evaluating the hydration heat, reaction amount, and strength progress of cement-fly ash binary composite. First, we conducted an experiment to study the isothermal hydration heat of fly ash composite paste with assorted fly ash contents and temperatures. According to the experimental outcomes of cumulative hydration heat, the coefficients of a kinetic reaction model of fly ash were determined. Furthermore, the reaction amount of fly ash was calculated using a fly ash reaction model. We discovered that the reaction of fly ash is considerably improved at elevated temperatures. The reaction amount of fly ash decreases with the growing content of fly ash. Second, in line with the reaction amount of fly ash and cement, we developed a straight-line equation for evaluating the strength progress of binary composite. The strength progress model applies to a number of water-to-binder ratios and fly ash substitution ratios. Summarily, the suggested hydration-heat-strength model is helpful for understanding the material style of fly ash concrete.

Fluctuation of Temperature Induces Pathogenicity of Streptococcus iniae and Changes of Immunology Related Genes of Korean Rockfish, Sebastes schlegeli

  • EunYoung Min;Seon-Myeong Jeong;Hyun-Ja Han;Miyoung Cho
    • 생태와환경
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    • 제56권4호
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    • pp.420-429
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    • 2023
  • This study was designed to examine the immune response in Korean rockfish during water temperature fluctuation and to elucidate the factors contributing to streptococcal pathogenesis in cultured Korean rockfish, S. schlegeli. We investigated cumulative mortality against Streptococcus iniae (FP5228 strain) infection in the exposed Korean rockfish (39.7±5.8 g) to environmentally relevant temperature (Control, 23℃; High temperature, 28℃ and 23℃ and 28℃ with 12 hours interval exchange, 23↔28℃) for 48 hours. Also, the expression of the mRNA related to the immune response genes (heat shock protein 70, interleukin1β, lysozyme g-type and thioredoxin-like 1) were measured in spleen and head kidney by real-time PCR analysis in the exposed fish to thermal stress. In this study, the combined stress with bacterial challenge in fishes exposed to thermal stress lowered the survival rate than that of control (23℃). The cumulative mortality in the group of control, 28℃ and 23↔28℃ was 24%, 24% and 40% (P<0.05), respectively. Also, thermal stress modulated the mRNA level of immune related genes; heat shock protein 70, interleukin-1β, lysozyme g-type and thioredoxin-like 1 in Korean rockfish. The present study indicates that a high and sudden water temperature change affect immune responses and reduce the disease resistance in Korean rockfish.