• 제목/요약/키워드: Physics-based Simulation

검색결과 447건 처리시간 0.026초

Machine-assisted Semi-Simulation Model (MSSM): Predicting Galactic Baryonic Properties from Their Dark Matter Using A Machine Trained on Hydrodynamic Simulations

  • Jo, Yongseok;Kim, Ji-hoon
    • 천문학회보
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    • 제44권2호
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    • pp.55.3-55.3
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    • 2019
  • We present a pipeline to estimate baryonic properties of a galaxy inside a dark matter (DM) halo in DM-only simulations using a machine trained on high-resolution hydrodynamic simulations. As an example, we use the IllustrisTNG hydrodynamic simulation of a (75 h-1 Mpc)3 volume to train our machine to predict e.g., stellar mass and star formation rate in a galaxy-sized halo based purely on its DM content. An extremely randomized tree (ERT) algorithm is used together with multiple novel improvements we introduce here such as a refined error function in machine training and two-stage learning. Aided by these improvements, our model demonstrates a significantly increased accuracy in predicting baryonic properties compared to prior attempts --- in other words, the machine better mimics IllustrisTNG's galaxy-halo correlation. By applying our machine to the MultiDark-Planck DM-only simulation of a large (1 h-1 Gpc)3 volume, we then validate the pipeline that rapidly generates a galaxy catalogue from a DM halo catalogue using the correlations the machine found in IllustrisTNG. We also compare our galaxy catalogue with the ones produced by popular semi-analytic models (SAMs). Our so-called machine-assisted semi-simulation model (MSSM) is shown to be largely compatible with SAMs, and may become a promising method to transplant the baryon physics of galaxy-scale hydrodynamic calculations onto a larger-volume DM-only run. We discuss the benefits that machine-based approaches like this entail, as well as suggestions to raise the scientific potential of such approaches.

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Optical Triangular Waveform Generation with Alterable Symmetry Index Based on a Cascaded SD-MZM and Polarization Beam Splitter-combiner Architecture

  • Dun Sheng Shang;Guang Fu Bai;Jian Tang;Yan Ling Tang;Guang Xin Wang;Nian Xie
    • Current Optics and Photonics
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    • 제7권5호
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    • pp.574-581
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    • 2023
  • A scheme is proposed to generate triangular waveforms with alterable symmetry. The key component is a cascaded single-drive Mach-Zehnder modulator (SD-MZM) and optical polarization beam splitter-combiner architecture. In this triangular waveform generator, the bias-induced phase shift, modulation index and controllable delay difference are changeable. To generate triangular waveform signals with different symmetry indexes, different combinations of these variables are selected. Compared with the previous schemes, this generator just contains one SD-MZM and the balanced photodetector (BPD) is not needed, which means the costs and energy consumption are significantly reduced. The operation principle of this triangular waveform generator has been theoretically analyzed, and the corresponding simulation is conducted. Based on the theoretical and simulated results, some experiments are demonstrated to prove the validity of the scheme. The triangular waveform signals with a symmetry factor range of 20-80% are generated. Both experiment and theory prove the feasibility of this method.

Monte Carlo Simulation Based Digitally Reconstructed Radiographs

  • Kakinohana, Yasumasa;Ogawa, Kazuhiko;Toita, Takafumi;Murayama, Sadayuki
    • 한국의학물리학회:학술대회논문집
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    • 한국의학물리학회 2002년도 Proceedings
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    • pp.436-438
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    • 2002
  • As the use of virtual simulation expands, digitally reconstructed radiographs (DRRs), which mimic conventional simulation films, play an increasingly important role as reference images in the verification of treatment fields. The purpose of our study is to develop an algorithm for computation of digitally reconstructed radiographs based on Monte Carlo simulation that take into account almost all possible physical processes by which photons interact with matter. The Monte Carlo simulation based DRRs have the following features. 1) Account has been taken of almost all possible physical processes of interaction of photons with matter, including a detector (film) response. In principle, this is equivalent to X-ray radiography. 2) Arbitrary photon energies (from diagnostic to therapeutic) can be used to produce DRRs. One can even use electrons as the source. 3) It is easy to produce a double exposure, which mimics the double exposure portal image and may have superior visual appeal for treatment field verification, with weighting within the treatment field.

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Real Examples based Natural Phenomena Synthesis

  • An, HyangA;Seo, Yong-Ho;Park, Jinho
    • International journal of advanced smart convergence
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    • 제2권2호
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    • pp.7-9
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    • 2013
  • Current physics-based simulation is an important tool in the fluid animation. However some problems require a new change to current research trends which depend only on the simulation. The ultimate goal of this project is to obtain information of flow example, analyze an example through machine learning and the novel fluid animation reconfigure without physical simulation.

전압표준용 RSFQ DAC의 전산모사 실험 (Simulation of RSFQ D/A converter to use as a voltage standard)

  • 추형곤;강준희
    • 한국초전도학회:학술대회논문집
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    • 한국초전도학회 2000년도 High Temperature Superconductivity Vol.X
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    • pp.160-164
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    • 2000
  • Digital to analog converters based on the Josephson effect are promising for voltage standard, because they produce voltage steps with high precision and good stability. In this paper, we made a simulation study on RSFQ D/A converter. RSFQ D/A converter was composed of NDRO cells, T(toggle) flip-flops, D flip-flops, Splitters and Confluence Buffers. Confluence Buffer was used to reset the D/A converter. We also obtained operating margins of the important circuit values by simulational experiments.

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Simulation of RSFQ D/A Converter

  • 추형곤;김규태;강준희
    • Progress in Superconductivity
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    • 제3권2호
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    • pp.172-177
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    • 2002
  • Superconductive digital to analog converters (DAC) based on Josephson effect produce the voltage steps with high precision and good stability Therefore, they can be applied to obtain a very accurate ac voltage standard. In this paper, we made a simulation study of Rapid Single Flux Quantum (RSFQ) DAC. RSFQ DAC was composed of Non-destructive Head Out (NDRO) cells, T flip-flops, D flip-flops, Splitters, and Confluence Buffers. Confluence Buffer was used in resetting the DACs. We also obtained operating margins of the important circuit parameters in simulations.

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Shock Waves in and around Protoclusters at Cosmic Noon in the Horizon Run 5 Simulation

  • Ji, Hannah;Hong, Sungwook E.;Koo, Hyeonmo
    • 천문학회보
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    • 제44권2호
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    • pp.66.1-66.1
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    • 2019
  • We study cosmological shock waves in and around protoclusters at cosmic noon in the Horizon Run 5 Simulation (HR5), one of the world's largest hydrodynamic cosmological simulations. We select the local peaks of X-ray luminosity at z=2.5-3 in the HR5 lightcone volume as protocluster candidates. We find shock waves with Ms > 1.3 within the virial radii of the HR5 protocluster candidates by applying several shock-finding algorithms based on the Rankine-Hugoniot jump condition. We compare the properties of shock waves from different shock-finding algorithms.

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가는 막대의 물리기반 실시간 시뮬레이션 (Physics-Based Real-Time Simulation of Thin Rods)

  • 최민규
    • 한국컴퓨터그래픽스학회논문지
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    • 제16권2호
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    • pp.1-7
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    • 2010
  • 본 논문에서는 큰 회전 변형이 일어나는 가는 막대를 실시간에 시뮬레이션하는 기법을 제안한다. 가는 막대는 로프나 머리카락과 같이 일차원적인 구조를 표현하는데 널리 사용될 수 있다. 시각적으로 사실적인 가는 막대의 애니메이션을 실시간에 생성하는 것은 컴퓨터 그래픽스분야에서 오랫동안 주요한 도전 과제였다. 본 논문에서는 연속체 역학에 기반한 지배방정식을 세우고 이를 실시간에 적분하는 가는 막대구조를 위한 모달와핑기법을 개발한다. 이와같은 새로운 시뮬레이션 기법은 삼차원 솔리드를 위해 개발된 종전의 모달 와핑 기법을 확장한 것이다. 본 논문에서 제안한 방법은 매우 많은 정점으로 이루어진 가는 막대 구조의 큰 휨과 꼬임변형도 실시간에 사실적으로 생성할 수 있다.

Research on the cable-driven endoscopic manipulator for fusion reactors

  • Guodong Qin;Yong Cheng;Aihong Ji;Hongtao Pan;Yang Yang;Zhixin Yao;Yuntao Song
    • Nuclear Engineering and Technology
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    • 제56권2호
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    • pp.498-505
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    • 2024
  • In this paper, a cable-driven endoscopic manipulator (CEM) is designed for the Chinese latest compact fusion reactor. The whole CEM arm is more than 3000 mm long and includes end vision tools, an endoscopic manipulator/control system, a feeding system, a drag chain system, support systems, a neutron shield door, etc. It can cover a range of ±45° of the vacuum chamber by working in a wrap-around mode, etc., to meet the need for observation at any position and angle. By placing all drive motors in the end drive box via a cable drive, cooling, and radiation protection of the entire robot can be facilitated. To address the CEM motion control problem, a discrete trajectory tracking method is proposed. By restricting each joint of the CEM to the target curve through segmental fitting, the trajectory tracking control is completed. To avoid the joint rotation angle overrun, a joint limit rotation angle optimization method is proposed based on the equivalent rod length principle. Finally, the CEM simulation system is established. The rationality of the structure design and the effectiveness of the motion control algorithm are verified by the simulation.

Insights from an OKMC simulation of dose rate effects on the irradiated microstructure of RPV model alloys

  • Jianyang Li;Chonghong Zhang;Ignacio Martin-Bragado;Yitao Yang;Tieshan Wang
    • Nuclear Engineering and Technology
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    • 제55권3호
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    • pp.958-967
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    • 2023
  • This work studies the defect features in a dilute FeMnNi alloy by an Object Kinetic Monte Carlo (OKMC) model based on the "grey-alloy" method. The dose rate effect is studied at 573 K in a wide range of dose rates from 10-8 to 10-4 displacement per atom (dpa)/s and demonstrates that the density of defect clusters rises while the average size of defect clusters decreases with increasing dose rate. However, the dose-rate effect decreases with increasing irradiation dose. The model considered two realistic mechanisms for producing <100>-type self-interstitial atom (SIA) loops and gave reasonable production ratios compared with experimental results. Our simulation shows that the proportion of <100>-type SIA loops could change obviously with the dose rate, influencing hardening prediction for various dose rates irradiation. We also investigated ways to compensate for the dose rate effect. The simulation results verified that about a 100 K temperature shift at a high dose rate of 1×10-4 dpa/s could produce similar irradiation microstructures to a lower dose rate of 1×10-7 dpa/s irradiation, including matrix defects and deduced solute migration events. The work brings new insight into the OKMC modeling and the dose rate effect of the Fe-based alloys.