• Title/Summary/Keyword: PNU

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Forecasting of erythrocyte sedimentation rate using gated recurrent unit (GRU) neural network (Gated recurrent unit (GRU) 신경망을 이용한 적혈구 침강속도 예측)

  • Lee, Jaejin;Hong, Hyeonji;Song, Jae Min;Yeom, Eunseop
    • Journal of the Korean Society of Visualization
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    • v.19 no.1
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    • pp.57-61
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    • 2021
  • In order to determine erythrocyte sedimentation rate (ESR) indicating acute phase inflammation, a Westergren method has been widely used because it is cheap and easy to be implemented. However, the Westergren method requires quite a long time for 1 hour. In this study, a gated recurrent unit (GRU) neural network was used to reduce measurement time of ESR evaluation. The sedimentation sequences of the erythrocytes were acquired by the camera and data processed through image processing were used as an input data into the neural network models. The performance of a proposed models was evaluated based on mean absolute error. The results show that GRU model provides best accurate prediction than others within 30 minutes.

Numerical Simulation of Air Flows in Human Upper Airway for Free Flap Reconstruction Following Resection Surgery in Oral Cancer Patients (구강암 절제 및 재건 수술에 따른 기도 내 공기 유동 시뮬레이션)

  • Seo, Heerim;Song, Jae Min;Yeom, Eunseop
    • Journal of the Korean Society of Visualization
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    • v.18 no.3
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    • pp.96-102
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    • 2020
  • Oral cancer surgery changes the morphologic characteristics of the human upper airway. These changes can affect the flow patterns. In this study, computational fluid dynamics (CFD) simulations with transient solver were performed to numerically investigate the air flows in the human upper airways depending oral cancer surgery. 3D reconstructed models were obtained from 2D CT images of one patient. For the boundary condition, the realistic breathing cycle of human was applied. The hydraulic diameters of cross-sections for post-surgical model are changed greatly along streamwise direction, so these variations can cause higher wall shear stress and flow disturbance compared to pre-surgical model. The recirculation flows observed in the protruding region result in the relatively large pressure drop. These results can be helpful to understand the flow variations after resection surgery of oral cancer.

Comparison of Experimental and Simulation Results for Flow Characteristics around Jet Impingement/Effusion Hole in Concave Hemispherical Surface (오목한 반구면의 Jet Impingement/Effusion Hole 주변 유동 특성에 대한 실험과 시뮬레이션의 비교)

  • Youn, Sungji;Seo, Heerim;Yeom, Eunseop
    • Journal of the Korean Society of Visualization
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    • v.20 no.2
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    • pp.28-37
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    • 2022
  • Flow characteristics of jet impingement over concave hemispherical surface with effusion cooling holes is relatively more complex than that of a flat surface, so the experimental validation for computational fluid dynamics (CFD) results is important. In this study, experimental results were compared with simulation results obtained by assuming different turbulence models. The vortex was observed in the region between the central jets where the recirculation structure appeared. The different patterns of vorticity distributions were observed for each turbulence models due to different interaction of the injected jet flow. Among them, the transition k-kl-ω model predicted similarly not only the jet potential core region with higher velocity, but also the recirculation region between the central jets. From the validation, it may be helpful to accurately predict heat and mass transfer in jet impingement/effusion hole system.

Temperature field measurement and CFD analysis of a jet impinging on a concave surface depending on changes in nozzle to surface distance and the diameter of a circular nozzle (원형 노즐의 직경 변화 및 표면으로 부터의 거리변화에 따른 오목한 표면에 충돌하는 제트의 온도장 측정 및 CFD해석)

  • Yeongmin Jo;Yujin Im;Eunseop Yeom
    • Journal of the Korean Society of Visualization
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    • v.21 no.2
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    • pp.55-62
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    • 2023
  • The characteristic of jet impinging on the concave surface were analyzed through thermographic phosphor thermometry (TPT) and numerical investigation. Under a jet Reynolds number of 6600, nozzle diameters and nozzle-to-surface distances (H/d) were changed 5mm and 10mm and H/d=2 and 5. The RNG k-ε turbulence model can accurately predict the distribution of Nusselt number, compared to other models (SST k-ω, realizable k-ε). Heat transfer characteristics varied with the nozzle diameter and H/d, with a secondary peak noted at H/d =2, due to vortex-induced flow detachment and reattachment. An increase in nozzle diameter enhanced jet momentum, turbulence strength, and heat transfer.

Flow Characteristics of Upper Airway After Neck Dissection and Reconstructive Surgery in Tongue Cancer Patients (설암 환자에서 경부청소술 및 재건술에 따른 수술 전 후 기도 내 공기 유동 특성)

  • Jae Min Song;Heerim Seo;Eunseop Yeom
    • Journal of the Korean Society of Visualization
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    • v.22 no.2
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    • pp.90-95
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    • 2024
  • This study examined changes in airway airflow characteristics before and after extensive surgery for tongue cancer, which includes neck dissection and reconstruction. Pre- and post-operative CBCT scans were used to model 3D upper airways. Computational fluid dynamics (CFD) simulations analyzed airflow and pressure variations. Results showed a significant reduction in airway volume post-surgery, especially in the posterior tongue and epiglottis areas, leading to increased airflow velocity and complex vortex formations. Pressure drop analysis revealed that post-surgery, higher negative pressure is required for inhalation, indicating increased breathing effort. This suggests that the surgical removal of cancerous tissues and lymph nodes, along with reconstruction, alters airway geometry significantly, potentially impacting respiratory function. The findings highlight the clinical importance of assessing airway changes in tongue cancer surgery to anticipate and mitigate postoperative respiratory complications.

Estimation of Waxy Corn Harvest Date over South Korea Using PNU CGCM-WRF Chain (PNU CGCM-WRF Chain을 활용한 남한지역 찰옥수수 수확일 추정)

  • Hur, Jina;Kim, Yong Seok;Jo, Sera;Shim, Kyo Moon;Ahn, Joong-Bae;Choi, Myeong-Ju;Kim, Young-Hyun;Kang, Mingu;Choi, Won Jun
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.23 no.4
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    • pp.405-414
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    • 2021
  • This study predicted waxy corn harvest date in South Korea using 30-year (1991-2020) hindcasts (1-6 month lead) produced by the Pusan National University Coupled General Circulation Model (PNU CGCM)-Weather Research and Forecasting (WRF) chain. To estimate corn harvest date, the cumulative temperature is used, which accumulated the daily observed and predicted temperatures from the seeding date (5 April) to the reference temperature (1,650~2,200℃) for harvest. In terms of the mean air temperature, the hindcasts with a bias correction (20.2℃) tends to have a cold bias of about 0.1℃ for the 6 months (April to September) compared to the observation (20.3℃). The harvest date derived from bias-corrected hindcasts (DOY 187~210) well simulates one from observation (DOY 188~211), despite a slight margin of 1.1~1.3 days. The study shows the possibility of obtaining the gridded (5 km) daily temperature and corn harvest date information based on the cumulative temperature in advance for all regions of South Korea.

A Simple and Efficient One-Pot Three-Component Synthesis of Propargylamines Using Bismuth (III) Chloride

  • Teimouri, Abbas;Chermahini, Alireza Najafi;Narimani, M.
    • Bulletin of the Korean Chemical Society
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    • v.33 no.5
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    • pp.1556-1560
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    • 2012
  • A simple highly versatile and efficient method has been developed for the three-component coupling of aldehydes, amines and alkynes to prepare propargylamines, in the presence of a catalytic amount of $BiCl_3$. The advantages of methods are high yield, mild reaction conditions, no environmental pollution and easy work up procedure.

Objective Naturalness and Urbanness Evaluation of Animation Images

  • Wang, Wanting;Kim, Jae Ho
    • Proceedings of the Korea Contents Association Conference
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    • 2013.05a
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    • pp.43-44
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    • 2013
  • In my paper, an evaluation method on naturalness and urbanness characterizations of animation image is proposed. In contrast to the prior works, we intend to give the exact degree of naturalness and urbanness by combining the low-level visual feature-based schemes with the biological visual schemes. In our method, four descriptors are extracted and pseudoinverse is adopted. By this method, we can experiment on the exact degree of naturalness and urbanness with satisfactory results.

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Development of AC Transmassion Line Audible Noise Prediction Formulas Using Evolutionary Computations

  • Yang, Kwang-Ho;Park, June-Ho;Hwang, Gi-Hyun;Kim, Jeong-Boo
    • Journal of Electrical Engineering and information Science
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    • v.2 no.6
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    • pp.116-122
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    • 1997
  • The audible noise produced by corona discharge in high voltage transmission lines is the most important line design consideration. In this paper, more accurate and useful formulas for predicting the A-weighted audible noise during heavy and light rain in alternative current (AC) transmission lines are proposed through comparison with the existing formulas. The proposed formulas are developed by the applications of evolutionary computations (ECs) to audible noise data base from long-term measurement.

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Performance of Switched Reluctance Motor driven by Variable Voltage Source (VVS구동 스위치드 릴럭턴스 전동기의 동작특성)

  • An, Y.J.;Ahn, J.W.;Joe, C.J.;Hwang, Y.M.
    • Proceedings of the KIEE Conference
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    • 1994.11a
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    • pp.169-171
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    • 1994
  • This paper suggests a SRM control scheme driven by a variable voltage source. This scheme shows that it is unnecessary to introduce a switch to control dc-link voltage and to limit a phase current. And its vary easy to build-up flat-topped phase current which is advantageous to the high torque and efficiency drive of a SRM. Experimental tests are shown to verify this suggestion.

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