• 제목/요약/키워드: Agreement index

검색결과 519건 처리시간 0.026초

Prediction of stress intensity factor range for API 5L grade X65 steel by using GPR and MPMR

  • Murthy, A. Ramachandra;Vishnuvardhan, S.;Saravanan, M.;Gandhi, P.
    • Structural Engineering and Mechanics
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    • 제81권5호
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    • pp.565-574
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    • 2022
  • The infrastructures such as offshore, bridges, power plant, oil and gas piping and aircraft operate in a harsh environment during their service life. Structural integrity of engineering components used in these industries is paramount for the reliability and economics of operation. Two regression models based on the concept of Gaussian process regression (GPR) and Minimax probability machine regression (MPMR) were developed to predict stress intensity factor range (𝚫K). Both GPR and MPMR are in the frame work of probability distribution. Models were developed by using the fatigue crack growth data in MATLAB by appropriately modifying the tools. Fatigue crack growth experiments were carried out on Eccentrically-loaded Single Edge notch Tension (ESE(T)) specimens made of API 5L X65 Grade steel in inert and corrosive environments (2.0% and 3.5% NaCl). The experiments were carried out under constant amplitude cyclic loading with a stress ratio of 0.1 and 5.0 Hz frequency (inert environment), 0.5 Hz frequency (corrosive environment). Crack growth rate (da/dN) and stress intensity factor range (𝚫K) values were evaluated at incremental values of loading cycle and crack length. About 70 to 75% of the data has been used for training and the remaining for validation of the models. It is observed that the predicted SIF range is in good agreement with the corresponding experimental observations. Further, the performance of the models was assessed with several statistical parameters, namely, Root Mean Square Error (RMSE), Mean Absolute Error (MAE), Coefficient of Efficiency (E), Root Mean Square Error to Observation's Standard Deviation Ratio (RSR), Normalized Mean Bias Error (NMBE), Performance Index (ρ) and Variance Account Factor (VAF).

CalTOX 모델을 이용한 대산 석유화학단지의 활동단계에 따른 벤젠 흡입 노출평가 (Prediction of Inhalation Exposure to Benzene by Activity Stage Using a Caltox Model at the Daesan Petrochemical Complex in South Korea)

  • 이진헌;이민우;박창용;박상현;송영호;김옥;신지훈
    • 한국환경보건학회지
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    • 제48권3호
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    • pp.151-158
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    • 2022
  • Background: Chemical emissions in the environment have rapidly increased with the accelerated industrialization taking place in recent decades. Residents of industrial complexes are concerned about the health risks posed by chemical exposure. Objectives: This study was performed to suggest modeling methods that take into account multimedia and multi-pathways in human exposure and risk assessment. Methods: The concentration of benzene emitted at industrial complexes in Daesan, South Korea and the exposure of local residents was estimated using the Caltox model. The amount of human exposure based on inhalation rate was stochastically predicted for various activity stages such as resting, normal walking, and fast walking. Results: The coefficient of determination (R2) for the CalTOX model efficiency was 0.9676 and the root-mean-square error (RMSE) was 0.0035, indicating good agreement between predictions and measurements. However, the efficiency index (EI) appeared to be a negative value at -1094.4997. This can be explained as the atmospheric concentration being calculated only from the emissions from industrial facilities in the study area. In the human exposure assessment, the higher the inhalation rate percentile value, the higher the inhalation rate and lifetime average daily dose (LADD) at each activity step. Conclusions: Prediction using the Caltox model might be appropriate for comparing with actual measurements. The LADD of females was higher ratio with an increase in inhalation rate than those of males. This finding would imply that females may be more susceptible to benzene as their inhalation rate increases.

Experimental and numerical research on the behavior of steel-fiber-reinforced-concrete columns with GFRP rebars under axial loading

  • Iman Saffarian;Gholam Reza Atefatdoost;Seyed Abbas Hosseini;Leila Shahryari
    • Structural Engineering and Mechanics
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    • 제86권3호
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    • pp.399-415
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    • 2023
  • This paper presents the experimental and numerical evaluations on the circular SFRC columns reinforced GFRP rebars under the axial compressive loading. The test programs were designed to inquire and compare the effects of different parameters on the columns' structural behavior by performing experiments and finite element modeling. The research variables were conventional concrete (CC), fiber concrete (FC), types of longitudinal steel/GFRP rebars, and different configurations of lateral rebars. A total of 16 specimens were manufactured and categorized into four groups based on different rebar-concrete arrangements including GRCC, GRFC, SRCC, and SRFC. Adding steel fibers (SFs) into the concrete, it was essential to modify the concrete damage plastic (CDP) model for FC columns presented in the finite element method (FEM) using ABAQUS 6.14 software. Failure modes of the columns were similar and results of peak loads and corresponding deflections of compression columns showed a suitable agreement in tests and numerical analysis. The behavior of GFRP-RC and steel-RC columns was relatively linear in the pre-peak branch, up to 80-85% of their ultimate axial compressive loads. The axial compressive loads of GRCC and GRFC columns were averagely 80.5% and 83.6% of axial compressive loads of SRCC and SRFC columns. Also, DIs of GRCC and GRFC columns were 7.4% and 12.9% higher than those of SRCC and SRFC columns. Partially, using SFs compensated up to 3.1%, the reduction of the compressive strength of the GFRP-RC columns as compared with the steel-RC columns. The effective parameters on increasing the DIs of columns were higher volumetric ratios (up to 12%), using SFs into concrete (up to 6.6%), and spiral (up to 5.5%). The results depicted that GFRP-RC columns had higher DIs and lower peak loads compared with steel-RC columns.

직각 광정 위어를 지나는 천수 흐름 모의에서 흐름률 보정 계수 (Flux correction coefficient in numerical simulation of shallow-water flow over square-edged broad-crested weir)

  • 황승용
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2023년도 학술발표회
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    • pp.503-503
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    • 2023
  • Hwang(2022; J.KWRA, 55, 10)은 수심 적분 모형으로 불연속 지형을 경사로 완화하지 않고 직접 해석하는 Hwang(2015; J.KSCE, 35, 6)의 기법이 적용된 수치 모형의 정확도를 높이기 위해 지형 전면에 실제로 작용하는 정수압 분포와 차이를 해명하는 흐름률 보정 계수(flux correction coefficient)를 도입하였다. 직각 광정 위어 실험 중에서 널리 알려진 다섯 가지 월류 실험으로부터 218회의 시행을 추려 실험과 모의에서 월류량 값이 서로 잘 일치하는 흐름률 보정 계수를 각각 산정하였는데, 이때 광정 위어를 지나는 흐름을 모의하기 위해 계산 영역을 평면 2차원으로 두고 삼각형 계산 격자로 분할하였다(Hwang, 2022). 실험에 사용된 실험 수로들이 수로의 길이 방향으로 그 폭이 일정하므로 옆벽의 영향이 크지 않다면 수로의 단위 폭에 모형을 적용함으로써 계산 영역의 차원을 한 수준 낮출 수 있다. 실질적으로 1차원 모의가 되어 모의 시간을 획기적으로 줄일 수 있으므로 다양한 분석이 가능하겠으나, 2차원 모의로부터 결정된 흐름률 보정 계수를 수정없이 그대로 적용하는 것이 적절한지 검토할 필요가 있다. 이 연구에서는 Hwang(2022)이 검토한 218회의 직각 광정 위어 실험 시행에 수로의 단위 폭에 불연속 지형을 직접 해석할 수 있는 Hwang(2015)의 1차원 모형을 적용하고 모의와 실험에서 월류량의 차이가 최소가 되는 흐름률 보정 계수를 각각 산정하였다. 결정된 흐름률 보정 계수의 평균값을 별도로 선정된 두 가지 직각 광정 위어 실험에 적용하였으며, 보정에 따른 모형의 성능을 평가하기 위해 Willmott의 일치 지표(index of agreement)를 이용하였다. 흐름률 보정 계수를 적용하였을 때, 한 실험 경우에 대해 모형의 성능이 대폭 개선됨을 확인하였고 성능 개선이 미미한 나머지 실험 경우는 보정 전에 일치 지표가 이미 상당히 높은 편이었다. 2차원 문제에 이어 1차원 모형의 적용에서도 흐름률 보정 계수를 결정함으로써 계단이나 직립 보와 같은 불연속 지형을 넘나드는 천수 흐름의 월류량을 더 쉽고 정확하게 파악할 수 있을 것으로 기대된다.

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한의사의 진단, 설문지, 맥진을 이용한 미병 관리에 관한 관찰적 임상연구 (Observational Clinical Study on Mibyeong Based on Korean Medicine Diagnosis, Questionnaire, and Radial Artery Tonometry)

  • 문희영;김민수;임수현;채윤병;이인선
    • Korean Journal of Acupuncture
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    • 제40권2호
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    • pp.44-53
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    • 2023
  • Objectives : This study was conducted to reveal the relationship between multiple factors of traditional Korean Medicine diagnosis and consider the further probabilities of treating people with physical and mental problems not defined as diseases, which is called 'Mibyeong' in traditional Korean Medicine. Methods : 40 healthy participants were included in the observational clinical trial. The participants were asked to complete health questionnaires (e.g. State-Trait Anxiety Inventory, Pittsburgh Sleep Quality Index, Stress Response Inventory) and they went through a traditional diagnosis process, including four stages of diagnosis (looking, listening/smelling, inquiring, and pulse taking), by a Korean Medicine doctor. Both the Korean Medicine doctor and an artery tonometry device performed the pulse diagnosis. Results : Although all participants were healthy people with no history of disease, more than half of participants had a problem related with severe level of fatigue (n=19), sleep disturbance (n=26) and stress (n=27) status according to the related questionnaires. Participants diagnosed with phlegm syndrome by the Korean Medicine doctor showed significantly greater score in phlegm pattern questionnaires than participants who were not. However, there was little agreement between the doctor's pulse diagnosis and radial artery tonometry results. Conclusions : We conducted a pulse diagnosis and measured health-related information along with the traditional Korean Medicine diagnose procedure, including four stages of diagnosis, and we found a linkage between diagnosis of phlegm and the phlegm pattern questionnaire score. The results suggest that a number of healthy participants, with no disease diagnosed, have Mibyoung symptoms which need further clinical management. Thus, we suggest that Mibyoung management programs based on qualified diagnosis tools and traditional Korean medicine diagnosis procedures be developed, and that future research using various diagnostic tools be carried out on a large population.

자동무인경전철 복합재 차체 구조물의 구조 시험 및 해석적 검증에 의한 유한요소 모델 도출 연구 (A Study on Structural Test and Derivation of Standard Finite Element Model for Composite Vehicle Structures of Automated People Mover)

  • 고희영;신광복;김대환
    • Composites Research
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    • 제22권5호
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    • pp.1-7
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    • 2009
  • WR580/NF4000 유리섬유 에폭시 면재를 갖는 알루미늄 하니컴 샌드위치 복합재가 적용된 자동무인경전철 차체 구조물은 구조 시험과 유한요소 해석에 의해 평가되었다. 구조 시험은 JIS E 7105 규정에 따라 수행되었다. 차체 구조물의 추조 안전성은 다이얼 게이지와 가속도 센서를 통해 얻어진 처짐 및 고유진동수 결과에 의해 평가되었다. 그리고 제안된 유한요소 모델은 구조 시험 결과와 비교 되었으며, 유한요소 해석은 구조 시험과 잘 일치함을 보였다. 또한, 차제 구조물의 강성을 높이기 위해 언더프레임에 보강재가 적용된 모델은 설계단계에서 제안되었다. 보강된 언더프레임 모델을 갖는 복합재 차체 구조물은 구조 강성이 약 44%가 향상되었다.

Feasibility and reliability of various morphologic features on magnetic resonance imaging for iliotibial band friction syndrome

  • Jin Kyem Kim;Taeho Kim;Hong Seon Lee;Dong Kyu Kim
    • The Korean Journal of Pain
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    • 제36권2호
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    • pp.208-215
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    • 2023
  • Background: To evaluate the feasibility, inter-reader reliability, and intra-reader reliability for various morphological features reported to be related to iliotibial band friction syndrome (ITBFS) on knee magnetic resonance imaging (MRI). Methods: A total of 145 patients with a clinical diagnosis and knee MRI findings consistent with ITBFS were included in the "study group" and 232 patients without knee pathology on both physical examination and MRI were included in the "control group". Various morphologic features on knee MRI were assessed including the patella shape, patella height, lateral epicondyle anterior-posterior (AP) width, lateral epicondyle height, ITB diameter (ITB-d), and ITB area (ITB-a). Results: Patients in the study group had significantly higher lateral epicondyle height (13.9 mm vs. 12.92 mm, P = 0.003), ITB-d (2.9 mm vs. 2.0 mm, P = 0.022), and ITB-a (38.5 mm2 vs. 23.8 mm2, P < 0.001) than the control group. ITB-a showed higher area under the curve index (0.849 with 74.1% sensitivity and 72.4% specificity at a 30.3 mm2 cutoff) than ITB-d (0.710 with 70.8% sensitivity and 61.2% specificity at 2.4 mm cutoff) and lateral epicondyle height (0.776 with 72.4% sensitivity and 67.8% specificity at 13.4 mm cutoff). However, only the inter-reader agreement for ITB-a (intraclass correlation coefficient = 0.65) was moderate, while the agreements for other morphologic features were good or excellent. Conclusions: Lateral epicondyle height seems to be a reliable and feasible morphologic feature for diagnosis of ITBFS.

Ensembles of neural network with stochastic optimization algorithms in predicting concrete tensile strength

  • Hu, Juan;Dong, Fenghui;Qiu, Yiqi;Xi, Lei;Majdi, Ali;Ali, H. Elhosiny
    • Steel and Composite Structures
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    • 제45권2호
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    • pp.205-218
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    • 2022
  • Proper calculation of splitting tensile strength (STS) of concrete has been a crucial task, due to the wide use of concrete in the construction sector. Following many recent studies that have proposed various predictive models for this aim, this study suggests and tests the functionality of three hybrid models in predicting the STS from the characteristics of the mixture components including cement compressive strength, cement tensile strength, curing age, the maximum size of the crushed stone, stone powder content, sand fine modulus, water to binder ratio, and the ratio of sand. A multi-layer perceptron (MLP) neural network incorporates invasive weed optimization (IWO), cuttlefish optimization algorithm (CFOA), and electrostatic discharge algorithm (ESDA) which are among the newest optimization techniques. A dataset from the earlier literature is used for exploring and extrapolating the STS behavior. The results acquired from several accuracy criteria demonstrated a nice learning capability for all three hybrid models viz. IWO-MLP, CFOA-MLP, and ESDA-MLP. Also in the prediction phase, the prediction products were in a promising agreement (above 88%) with experimental results. However, a comparative look revealed the ESDA-MLP as the most accurate predictor. Considering mean absolute percentage error (MAPE) index, the error of ESDA-MLP was 9.05%, while the corresponding value for IWO-MLP and CFOA-MLP was 9.17 and 13.97%, respectively. Since the combination of MLP and ESDA can be an effective tool for optimizing the concrete mixture toward a desirable STS, the last part of this study is dedicated to extracting a predictive formula from this model.

Hysteresis performance of earthquake-damaged resilient RAC shear walls retrofitted with CFRP strips and steel plates

  • Jianwei Zhang;Siyuan Wang;Man Zhang;Yuping Sun;Hongwei Wang
    • Steel and Composite Structures
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    • 제52권3호
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    • pp.357-376
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    • 2024
  • In this paper, weakly bonded ultra-high-strength steel bars (UHSS) were used as longitudinal reinforcement in recycled aggregate concrete shear walls to achieve resilient performance. The study evaluated the repairability and hysteresis performance of shear walls before and after retrofitting. Quasi-static tests were performed on recycled aggregate concrete (RAC) and steel fiber reinforced recycled aggregate concrete (FRAC) shear walls to investigate the reparability of resilient shear walls when loaded to 1% drift ratio. Results showed that shear walls exhibited drift-hardening properties. The maximum residual drift ratio and residual crack width at 1% drift ratio were 0.107% and 0.01mm, respectively, which were within the repairable limits. Subsequently, shear walls were retrofitted with bonded X-shaped CFRP strips and steel plates wrapped at the bottom and retested. Except for a slight reduction in initial stiffness, earthquake-damaged resilient shear walls retrofitted with a composite method still had satisfactory hysteresis performance. A revised damage assessment index D, has been proposed to assess of damage degree. Moreover, finite-element analysis for the shear wall before and after retrofit retrofitting was established in OpenSees and verified with experimental results. The finite element results and test results were in good agreement. Finally, parametric analysis was performed.

관동맥질환의 진단을 위한 아데노신 Tc-99m sestaMIBI SPECT의 재현성 (Reproducibility of Adenosine Tc-99m sestaMIBI SPECT for the Diagnosis of Coronary Artery Disease)

  • 이덕영;배진호;이상우;천경아;유정수;안병철;하정희;채성철;이규보;이재태
    • 대한핵의학회지
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    • 제39권6호
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    • pp.473-480
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    • 2005
  • 목적: 아데노신 부하 Tc-99m MIBI SPECT는 관동맥질환의 진단, 예후 평가, 치료 방침의 설정, 치료 효과 판정 및 경과 관찰에 유용성이 있다고 알려져 있다. 치료 효과 판정 및 치료 방침 설정을 위해서는 검사 방법의 재현성이 높아야 한다. 본 연구는 아데노신 부하 Tc-99m MIBI SPECT의 재현 성능을 평가하기 위하여 동일인에서 2회 연속적으로 시행한 아데노신 부하 Tc-99m MIBI SPECT에서 약물주사에 따른 혈역학적 변화와 부작용의 빈도, 영상에 나타난 심근분절의 방사능섭취 정도의 차이를 알아 보고자 하였다. 대상 및 방법: 관동맥질환이 의심되거나 관동맥질환으로 진단된 후 추적검사를 위하여 아데노신 부하 Tc-99m MIBT SPECT를 시행한 30명의 환자를 대상으로 2-11 일(평균: 4.1 일)의 간격으로 검사를 반복하였다. 관류영상의 육안적 판독은 좌심실의 단층 영상을 18분절로 구분하여, 섭취 정도에 따라 4등급으로 분류하였고, 관류 정도의 평가는 2명의 핵의학 전공의사가 각각 평가한 후 일치하지 않은 경우에는 두 판독자 간에 토의로 합의된 소견으로 비교하였다. 결과: 아데노신 주사에 따른 수축기혈압, 이완기 혈압 및 맥박 수의 변화는 두 검사 사이에 유의한 차이가 없었고, 두 번의 검사를 시행하는 동안 검사를 중지하거나 부작용 치료를 위한 처치를 받아야 만큼 중독한 부작용의 발생은 없었다. 관류점수상 540분절 중 439분절에서 완전하게 일치하였고(일치도 81.3%, tau B index 0.73%), 1점 차이(97분절, 18%), 2점 차이(4분절, 0.7%)있었으나 3점 이상의 차이가 있은 경우는 없었다. 두 검사에서 측정된 관류결손의 범위와 중증도점수 사이에는 각각 $\gamma$-값 0.982와0.965의 높은 양의 상관성을 나타내었다(p<0.001, respectively). 결론: 연속적으로 2회 시행한 아데노신 부하 Tc-99m MIBI SPECT는 부하에 따른 혈역학적 변화 및 부작용의 발생이 유사하였고, 심근분절의 관류상태의 시각적 평가 및 관류결손의 정량적 판정에서 매우 높은 재현성을 보여주었다. 그러므로 아데노신 Tc-99m MIBI SPECT는 관동맥질환이 의심되거나 관동맥질환으로 진단된 환자에서 약물치료나 중재적 시술 또는 외과적 수술 치료 후 심근관류상태의 경시적 변화를 평가하는데 유용하게 이용될 수 있을 것이라 판단된다.