• Title/Summary/Keyword: Model simplification

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2D Inundation Analysis of SWMM Model according to Sewer Network Simplification Methods (하수관망 단순화 방법에 따른 SWMM모형의 2차원 침수분석)

  • Lee, Jung-Hwan;Hwang, Sung-Hwan;Moon, Hyeon-Tae;Moon, Young-Il
    • Proceedings of the Korea Water Resources Association Conference
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    • 2019.05a
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    • pp.187-187
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    • 2019
  • 서울과 같은 주요 도시지역의 하수관망은 그 규모와 구성이 크고 복잡하여 강우유출모형을 구축하는데 많은 어려움이 발생한다. 또한 많은 연구자들이 직관적으로 관망을 구축하고 단순화하고 있으며, 실무에서는 일정기준 이하의 관망을 일괄적으로 삭제하는 등의 간단한 하수관망 단순화 방법을 사용하여 강우-유출 모형을 구축하고 있다. 따라서 본 연구에서는 서울시의 주요 상습침수 구역인 도림천 유역을 대상으로 전체 하수관망을 구축하고 대상유역의 누가유역면적을 기준으로 모형을 단순화하는 단순화기법과 일정 관경 이하의 하수관을 일괄적으로 삭제하는 단순화방안을 2차원 침수분석 결과를 통해 비교하여 적절한 하수관망 단순화 방안을 찾아보고자 하였다. 각각의 하수관망 단순화 기법을 통해 3가지 규모로 나누어 모형을 단순화 하였으며 도림천 일대에 많은 침수 피해를 발생시킨 2010년 9월 21일 강우사상을 적용하여 각각의 2차원 침수결과를 침수흔적도와 비교하여 규모별 단순화 방안의 적정성을 분석하였다.

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Parametric roll of container ships in head waves

  • Moideen, Hisham;Falzarano, Jeffrey M.;Sharma, S.Abhilash
    • Ocean Systems Engineering
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    • v.2 no.4
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    • pp.239-255
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    • 2012
  • Analysis of ship parametric roll has generally been restricted to simple analytical models and sophisticated time domain simulations. Simple analytical models do not capture all the critical dynamics while time-domain simulations are often time consuming to implement. The model presented in this paper captures the essential dynamics of the system without over simplification. This work incorporates various important aspects of the system and assesses the significance of including or ignoring these aspects. Special consideration is given to the fact that a hull form asymmetric about the design waterline would not lead to a perfectly harmonic variation in metacentric height. Many of the previous works on parametric roll make the assumption of linearized and harmonic behaviour of the time-varying restoring arm or metacentric height. This assumption enables modelling the roll motion as a Mathieu equation. This paper provides a critical assessment of this assumption and suggests modelling the roll motion as a Hills equation. Also the effects of non-linear damping are included to evaluate its effect on the bounded parametric roll amplitude in a simplified manner.

Down-sampling SMPL Model with Sparse Joint Regressor (희소 회귀자를 고려한 3 차원 인체 모델 다운 샘플링)

  • Park, Sohyun;Kang, Jiwoo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.11a
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    • pp.631-633
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    • 2022
  • 인체 선형 모델 (이하 SMPL 모델)은 3 차원 사람 모델로, 3 차원 컴퓨터 그래픽 기술이 발전함에 따라 활용 범위가 확대될 수 있다. 다운샘플링 (Down-sampling)으로 여러 해상도의 SMPL 모델이 사용가능 하다면, 3 차원 컴퓨터 그래픽 기술 발전에 도움이 될 것이다. 3 차원 모델의 다운샘플링을 위한 많은 메쉬 단순화 (Mesh simplification) 기법이 존재한다. 하지만 기존의 기법만을 사용하면 다운 샘플링 한 모델의 자세 (Pose)를 변경했을 때 기대한 것과 다른 결과물이 만들어지는 문제가 발생한다. 본 논문에서는 가장 가까운 정점으로 SMPL 모델의 관절 회귀자 (Joint regressor) 값을 넘겨주어 문제를 해결하는 다운샘플링 (Down-sampling) 방법을 제시한다.

A fast and simplified crack width quantification method via deep Q learning

  • Xiong Peng;Kun Zhou;Bingxu Duan;Xingu Zhong;Chao Zhao;Tianyu Zhang
    • Smart Structures and Systems
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    • v.32 no.4
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    • pp.219-233
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    • 2023
  • Crack width is an important indicator to evaluate the health condition of the concrete structure. The crack width is measured by manual using crack width gauge commonly, which is time-consuming and laborious. In this paper, we have proposed a fast and simplified crack width quantification method via deep Q learning and geometric calculation. Firstly, the crack edge is extracted by using U-Net network and edge detection operator. Then, the intelligent decision of is made by the deep Q learning model. Further, the geometric calculation method based on endpoint and curvature extreme point detection is proposed. Finally, a case study is carried out to demonstrate the effectiveness of the proposed method, achieving high precision in the real crack width quantification.

Resonance Mode Anlaysis in a Single Can-type Combustor through 3D Thermo-acoustic Analysis based on Helmholtz Solver (헬름홀츠 솔버 기반의 3차원 열음향해석을 통한 발전용 단일 캔 연소기에서의 공진 모드 분석)

  • Junwoo Jung;Daesik Kim
    • Journal of ILASS-Korea
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    • v.29 no.1
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    • pp.23-31
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    • 2024
  • This study conducted a 3D thermo-acoustic analysis based on the helmholtz solver to analyze the major resonance modes causing combustion instability in a single-can combustor. The experimental investigations were carried out on a test rig designed by the Korea Institute of Machinery & Materials (KIMM) under various conditions of hydrogen co-firing and fuel staging. Through these experiments, two primary unstable frequencies were identified. To determine the resonance modes of these frequencies, a 3D thermo-acoustic analysis was conducted using temperature information from the test rig. The results confirmed that the unstable frequencies observed in the experiments were all longitudinal modes. Additionally, the mode shapes identified in the analysis facilitated a simplification of the exit geometry for the low-order network model, confirming that this did not significantly affect the fundamental resonance modes.

A Study on the PM2.5 forcasting Method in Busan Using Deep Neural Network (DNN을 활용한 부산지역 초미세먼지 예보방안 )

  • Woo-Gon Do;Dong-Young Kim;Hee-Jin Song;Gab-Je Cho
    • Journal of Environmental Science International
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    • v.32 no.8
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    • pp.595-611
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    • 2023
  • The purpose of this study is to improve the daily prediction results of PM2.5 from the air quality diagnosis and evaluation system operated by the Busan Institute of Health and Environment in real time. The air quality diagnosis and evaluation system is based on the photochemical numerical model, CMAQ (Community multiscale air quality modeling system), and includes a 3-day forecast at the end of the model's calculation. The photochemical numerical model basically has limitations because of the uncertainty of input data and simplification of physical and chemical processes. To overcome these limitations, this study applied DNN (Deep Neural Network), a deep learning technique, to the results of the numerical model. As a result of applying DNN, the r of the model was significantly improved. The r value for GFS (Global forecast system) and UM (Unified model) increased from 0.77 to 0.87 and 0.70 to 0.83, respectively. The RMSE (Root mean square error), which indicates the model's error rate, was also significantly improved (GFS: 5.01 to 6.52 ug/m3 , UM: 5.76 to 7.44 ug/m3 ). The prediction results for each concentration grade performed in the field also improved significantly (GFS: 74.4 to 80.1%, UM: 70.0 to 77.9%). In particular, it was confirmed that the improvement effect at the high concentration grade was excellent.

Effective Inverse Matrix Transformation Method for Haptic Volume Rendering (햅틱 볼륨 렌더링을 위한 효과적인 역행렬 계산법)

  • Kim, Nam-Oh;Min, Wan-Ki;Jung, Won-Tae;Kim, Young-Dong
    • Proceedings of the KIEE Conference
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    • 2007.11c
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    • pp.183-186
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    • 2007
  • Realistic deformation of computer simulated anatomical structures is computationally intensive. As a result, simple methodologies not based in continuum mechanics have been employed for achieving real time deformation of virtual reality. Since the graphical interpolations and simple spring models commonly used in these simulations are not based on the biomechanical properties of tissue structures, these "quick and dirty"methods typically do not accurately represent the complex deformations and force-feedback interactions that can take place during surgery. Finite Element(FE) analysis is widely regarded as the most appropriate alternative to these methods. However, because of the highly computational nature of the FE method, its direct application to real time force feedback and visualization of tissue deformation has not been practical for most simulations. If the mathematics are optimized through pre-processing to yield only the information essential to the simulation task run-time computation requirements can be drastically reduced. To apply the FEM, We examined a various in verse matrix method and a deformed material model is produced and then the graphic deformation with this model is able to force. As our simulation program is reduced by the real-time calculation and simplification because the purpose of this system is to transact in the real time.

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Development of Simple Articulated Human Models using Superquadrics for Dynamic Analysis

  • Lee, Hyun-Min;Kim, Jay-Jung;Chae, Je-Wook
    • Journal of the Ergonomics Society of Korea
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    • v.30 no.6
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    • pp.715-725
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    • 2011
  • Objective: This study is aimed at developing Articulated Human Models(AHM) using superquadrics to improve the geometric accuracy of the body shape. Background: The previous work presents the AHM with geometrical simplification such as ellipsoids to improve analysis efficiency. However, because of the simplicity, their physical properties such as a center of mass and moment of inertia are computed with errors compared to their actual values. Method: This paper introduces a three steps method to present the AHM with superquadrics. First, a 3D whole body scan data are divided into 17 body segments according to body joints. Second, superquadric fitting is employed to minimize the Euclidean distance between body segments and superquadrics. Finally, Fee-Form Deformation is used to improve accuracy over superquadric fitting. Results: Our computational experiment shows that the superquadric models give better accuracy of dynamic analysis than that of ellipsoid ones. Conclusion: We generate the AHM composed of 17 superquadrics and 16 joints using superquadric fitting. Application: The AHM using superquadrics can be used as the base model for dynamics and ergonomics applications with better accuracy because it presents the human motion effectively.

A Simulation Analysis for the Shortening of the Patients' Stay Time in the Emergency Department (응급실 체류시간 단축을 위한 시뮬레이션 분석)

  • Lee, Jung-Man;Kim, Mi-Yi;Kim, Dong-Hyun;Lee, Jong-Il;Kim, Ki-Man;Lee, Young-Hoon;Kim, Seung-Ho;Park, Yu-Suk
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.32 no.4
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    • pp.17-24
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    • 2009
  • The purpose of this research is to find the reasons of overcrowding in the emergency department of an hospital, then to shorten the total stay time of patients. The fact that main causes of the overcrowding exist in the process of the emergency department was discovered by analysis of the data. In order to improve these process, simulation model was developed by ARENA 7.0. Staff's service time, staff's organization, process ratio, and patient's waiting time were estimated in the simulation model in consideration of the decision of the patient's course of action. Several scenarios such as the simplification of the process, the setup of dedicated pathology lab, and mixed method were suggested and evaluated. Total stay time of the patients would be reduced up to 28.45%.

A Study of the real-time graphic deformation algorithm with virtual environment control (가상환경 제어에서 실시간 그래픽 변형에 관한 연구)

  • Kim, Young-Su;Bae, Chul;Kim, A-Hyun;Park, Kyung-Seok;Kang, Won-Chan;Kim, Young-Dong
    • Proceedings of the KIEE Conference
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    • 2003.07d
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    • pp.2265-2267
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    • 2003
  • In this paper, the virtual reality system is tried to developed, which controls not only the sense of sight and hearing but also the sense of touch, In order to develope the sense of touch in this study, the stable tactual transaction system, based on summing up the basic algorithm and theory is embodied. Especially, the graphic deformation algorithm is developed in realtime with using the deformed FEM. To apply the FEM, a deformed material model is produced and then the graphic deformation with this model is able to force. Finally, the graphic transaction algorithm is deduced by the realtime calculation and simplification because the purpose of this system is to transact in real time. The result of this study is that the proposed system is possible to deform the graphics and transact the haptic in real time in PC. The simulation program has been made to prove this result.

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