• 제목/요약/키워드: Data-driven simulation

검색결과 248건 처리시간 0.028초

SSA-based stochastic subspace identification of structures from output-only vibration measurements

  • Loh, Chin-Hsiung;Liu, Yi-Cheng;Ni, Yi-Qing
    • Smart Structures and Systems
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    • 제10권4_5호
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    • pp.331-351
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    • 2012
  • In this study an output-only system identification technique for civil structures under ambient vibrations is carried out, mainly focused on using the Stochastic Subspace Identification (SSI) based algorithms. A newly developed signal processing technique, called Singular Spectrum Analysis (SSA), capable to smooth a noisy signal, is adopted for preprocessing the measurement data. An SSA-based SSI algorithm with the aim of finding accurate and true modal parameters is developed through stabilization diagram which is constructed by plotting the identified system poles with increasing the size of data matrix. First, comparative study between different approaches, with and without using SSA to pre-process the data, on determining the model order and selecting the true system poles is examined in this study through numerical simulation. Finally, application of the proposed system identification task to the real large scale structure: Canton Tower, a benchmark problem for structural health monitoring of high-rise slender structures, using SSA-based SSI algorithm is carried out to extract the dynamic characteristics of the tower from output-only measurements.

Investigation on the nonintrusive multi-fidelity reduced-order modeling for PWR rod bundles

  • Kang, Huilun;Tian, Zhaofei;Chen, Guangliang;Li, Lei;Chu, Tianhui
    • Nuclear Engineering and Technology
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    • 제54권5호
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    • pp.1825-1834
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    • 2022
  • Performing high-fidelity computational fluid dynamics (HF-CFD) to predict the flow and heat transfer state of the coolant in the reactor core is expensive, especially in scenarios that require extensive parameter search, such as uncertainty analysis and design optimization. This work investigated the performance of utilizing a multi-fidelity reduced-order model (MF-ROM) in PWR rod bundles simulation. Firstly, basis vectors and basis vector coefficients of high-fidelity and low-fidelity CFD results are extracted separately by the proper orthogonal decomposition (POD) approach. Secondly, a surrogate model is trained to map the relationship between the extracted coefficients from different fidelity results. In the prediction stage, the coefficients of the low-fidelity data under the new operating conditions are extracted by using the obtained POD basis vectors. Then, the trained surrogate model uses the low-fidelity coefficients to regress the high-fidelity coefficients. The predicted high-fidelity data is reconstructed from the product of extracted basis vectors and the regression coefficients. The effectiveness of the MF-ROM is evaluated on a flow and heat transfer problem in PWR fuel rod bundles. Two data-driven algorithms, the Kriging and artificial neural network (ANN), are trained as surrogate models for the MF-ROM to reconstruct the complex flow and heat transfer field downstream of the mixing vanes. The results show good agreements between the data reconstructed with the trained MF-ROM and the high-fidelity CFD simulation result, while the former only requires to taken the computational burden of low-fidelity simulation. The results also show that the performance of the ANN model is slightly better than the Kriging model when using a high number of POD basis vectors for regression. Moreover, the result presented in this paper demonstrates the suitability of the proposed MF-ROM for high-fidelity fixed value initialization to accelerate complex simulation.

대심도 역사의 화재강도에 따른 연기확산 영향 분석 (ANALYSIS OF SMOKE SPREAD EFFECT DUE TO THE FIRE STRENGTH IN UNDERGROUND SUBWAY-STATION)

  • 장용준;구인혁;김학범;김진호
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2011년 춘계학술대회논문집
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    • pp.373-378
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    • 2011
  • As the number of deeply-underground subway station(DUSS) increases, the safety measures for DUSS have been requested. In this research, Shingumho station (The line # 5, Depth: 46m) has been selected as case-study for the analysis of smoke-spread speed with the different fire strength. Field test data measured for actual fan in DUSS was applied as a condition of a simulation. The whole station was covered in this analysis and total of 4 million grids were generated for this simulation. The fire driven flow was analyzed case by case to compare the smoke-spread effect according to the fire strength. in order to enhance the efficiency of calculation, parallel processing by MPI was employed and large eddy simulation method in FDS code was adopted.

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고속 라우터를 위한 향상된 비트맵 룩업 알고리즘 (Enhanced Bitmap Lookup Algorithm for High-Speed Routers)

  • 이강우;안종석
    • 정보처리학회논문지A
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    • 제11A권2호
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    • pp.129-142
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    • 2004
  • 인터넷 회선의 고속화에 따라 패킷을 초당 기가비트 이상의 속도로 전송하는 라우터에 대한 연구가 활발하다. 본 논문에서는 라우터의 병목인 최장 프리픽스 검색(LPM : longest prefix matching)을 효율적으로 수행하기 위해 제안된 비트맵 트라이(Bitmap Trie) 알고리즘을 혁신적으로 향상시킨 방법을 제시한다. 이 방법은 검색시간을 단축하기 위하여 다음과 같은 세 가지 기법을 적용하였다. 첫째, 카운트 테이블을 추가하여 기존 알고리즘에서의 과도한 시프트 연산을 제거하여 프로세서 내의 처리시간을 단축했다. 두 번째는 트랜스퍼 테이블내의 중복된 포워딩 정보를 제거하여 메모리 효율을 증가시켰으며, 마지막으로, 포워딩 정보에 대한 접근빈도에 따라 검색범위를 다원화하여 데이터 접근을 최적화하였다. 또한, 신뢰도가 가장 놀은 실행-구동 시뮬레이션 방법을 채택함으로써 검색의 지연요소를 발생 원인별로 세분하여 알고리즘이 실행되는 과정을 면밀하게 분석할 수 있었다. 실험 결과는 실제 시스템으로부터 실측한 결과와 비교하는 검증과정을 거쳤으며, 그 결과 기존 알고리즘에 비해 검색 수행시간을 약 82% 단축한 알고리즘을 개발하였다.

한시적 연관규칙을 위한 데이타 주도 탐사 기법 (Data-Driven Exploration for Transient Association Rules)

  • 조일래;김종덕;이도헌
    • 한국정보처리학회논문지
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    • 제4권4호
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    • pp.895-907
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    • 1997
  • 연관규칙(asscociation rule) 탐사(mining)는 대용량 데이타베이스로부터 사건간의 동시 발생 경향을 발견하는 작업이다. 기존의 연관규칙은 전체 트랜잭션에 대하여 성립하는 사건 간의 연관 관계만을 고려하고 있다. 그러나 어떤 연관규칙은 비록 전체 시간구간에 대해서는 신뢰도가 그리 높지 않더라도 특징 기간에서 특별히 강한 신뢰도로 성립할 수 있고, 이러한 정보를 알 수 있다면 의사 결정에 매우 유용하리라고 생각한다. 본 논문 에서는 임의의 부분 시간구간에서 특별히 높은 신뢰도를 갖는 연관성을 한시적 연관규칙(transient assosiation rule)이라 정의하고, 대용량의 데이타베이스로부터 한시적 연관규칙이 성립하는 시간구간을 탐사하는 효율적인 알고리즘을 제안한다. 제안된 알고리즘은 불필요한 구간 검색을 배제할 수 있는 데이타 주도(data-driven) 검색 기법을 제시하고, 한 번의 데이타베이스 스캐닝(scaning)으로 다음 단계의 검색에 필요한 정보를 획득하여 주기억장치 상에 관리할 수 있도록 하는 효과적인 자료구조를 설계한다. 아울러 실험을 통해, 제안 알고리즘이 현장에 적용할 만한 시간 비용으로 수행됨을 보인다.

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ECU HILS를 이용한 실차 주행 조건에서의 인젝터 평가시스템 (Evaluating System for Fuel Injector with the Condition of a Driving Vehicle Mode Using an ECU HILS)

  • 이충훈
    • 한국생산제조학회지
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    • 제19권6호
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    • pp.812-828
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    • 2010
  • A fuel injection system using an ECU HILS as an alternate to a vehicle test for the fuel injectors was developed. The throttle position, vehicle speed, engine speed, crank position, cam position, intake air flow, and several other sensor signals that are supplied to the ECU were measured and recorded as a data file for a vehicle driven in the FTP-75 mode in a chassis dynamometer. Electric signals that are equivalent to the sensor signals from the vehicle are reconstructed from the recorded data file using data acquisition boards, microprocessors, and computers. All sensor signals are supplied to the ECU with synchronized timing using a computer program. The findings show that the cost and time of vehicle experiments can be reduced using the ECU HILS system. Moreover, the repeatability of the generation of sensor signals can enhance the accuracy of a range of experiment related to vehicle testing. An ECU scanner that scans the sensor signals that are input to the ECU through a serial port was used to assess the accuracy of the reconstructed signals. The scanning results show good agreement with the reconstructed input signals. Injectors were connected to the ECU HILS system and were driven by the system to measure the quantity of injected fuel.

Digital engineering models for prefabricated bridge piers

  • Nguyen, Duy-Cuong;Park, Seong-Jun;Shim, Chang-Su
    • Smart Structures and Systems
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    • 제30권1호
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    • pp.35-47
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    • 2022
  • Data-driven engineering is crucial for information delivery between design, fabrication, assembly, and maintenance of prefabricated structures. Design for manufacturing and assembly (DfMA) is a critical methodology for prefabricated bridge structures. In this study, a novel concept of digital engineering model that combined existing knowledge of DfMA with object-oriented parametric modeling technologies was developed. Three-dimensional (3D) geometry models and their data models for each phase of a construction project were defined for information delivery. Digital design models were used for conceptual design, including aesthetic consideration and possible variation during fabrication and assembly. The seismic performance of a bridge pier was evaluated by linking the design parameters to the calculated moment-curvature curves. Control parameters were selected to consider the tolerance control and revision of the digital models. Digitalized fabrication of the prefabricated members was realized using the digital fabrication model with G-code for a concrete printer or a robot. The fabrication error was evaluated and the design digital models were updated. The revised fabrication models were used in the preassembly simulation to guarantee constructability. For the maintenance of the bridge, the as-built information was defined for the prefabricated bridge piers. The results of this process revealed that data-driven information delivery is crucial for lifecycle management of prefabricated bridge piers.

데스크탑 그리드에서 자원 사용 경향성을 고려한 효율적인 스케줄링 기법 (An Efficient Scheduling Method Taking into Account Resource Usage Patterns on Desktop Grids)

  • 현주호;이승구;김상철;이민구
    • 한국정보과학회논문지:시스템및이론
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    • 제33권7호
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    • pp.429-439
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    • 2006
  • 데스크탑 그리드는 컴퓨팅 집약적인 분산 어플리케이션을 수행하는데 있어서 유망한 플랫폼으로 부각되고 있다. 그러나 비 신뢰적이고 예측할 수 없는 자원의 특성 때문에 데스크탑 그리드에서 병렬 어플리케이션의 효율적인 스케줄링은 어려운 문제로 알려져 있다. 이에 따라서 빈약한 스케줄링 능력과 함께 현재 데스크탑 그리드는 고 처리 어플리케이션(high throughput application)의 실행에는 적합하지만 빠른 반환 시간을 요구하는 어플리케이션의 실행을 지원하는데 있어서 어려움을 갖는다. 빠른 반환 시간을 요구하는 어플리케이션의 효율적인 실행은 어플리케이션의 전체 실행 시간(makespan)을 축소함으로써 해결할 수 있는 문제로써 데스크탑 그리드가 이를 지원할 수 있게 하는 것은 매력적인 제안이 될 것이다. 본 논문에서는 데스크탑 그리드에서 효율적인 어플리케이션의 실행을 지원하기 위한 새로운 스케줄링 방법을 제안한다. 7주간의 시간동안 40대의 데스크탑에서 추출된 추적(trace) 데이타의 분석을 통해서 데스크탑 사용 경향성과 비 신뢰적인 데스크탑의 영향이 스케줄링의 성능을 개선하는데 있어서 활용 될 수 있음을 확인하였고 이 요소들을 고려함으로써 데스크탑 그리드의 비 신뢰적이고 예측할 수 없는 자원의 특성을 스케줄링에 적절하게 반영 할 수 있는 스케줄링 기법이 제안되었다. 제안된 스케줄링 기법은 실제 데스크탑들의 행동 패턴을 반영한 추적 기반 시뮬레이션(trace-driven simulation)을 통해서 기존의 스케줄링 방법들과 스케줄링 성능이 비교되었고 시뮬레이션 결과를 통해서 제안된 스케줄링 기법이 기존의 데스크탑 스케줄링 기법들에 비해서 병렬 어플리케이션의 전체 실행 시간을 축소하고 중지(suspension)와 장애(failure)의 발생 빈도를 줄이는 것을 보여준다.

태양열 구동 흡수식 냉동기의 기본설계 및 성능분석 (Basic Design and Performance Analysis of an Solar Absorption Chiller)

  • 백남춘;윤응상;주문창;정시영
    • 태양에너지
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    • 제18권3호
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    • pp.107-112
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    • 1998
  • Basic design of a solar driven absorption cooling machine(SDACM) with a cooling capacity of 5 USRT was carried out. The SDACM is a single effect cycle driven by low temperature hot water from solar collectors. The SDACM design data were calculated by the steady state simulation program which was developed in this study The variation of COP and cooling capacity of the SDACM were investigated at different off-design conditions. Both the cooling capacity and the system COP were improved with decreasing cooling water temperature. If hot water temperature was increased, the cooling capacity was improved but the system COP was found to be decreased. The decrease of the system COP were basically caused by increased thermal loads in the system components.

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Packet Communication에 의한 Demand-Driven Dataflow 컴퓨터 구조에 관한 연구 (A Study on Demand-Driven Dataflow Computer Architecture based on Packet Communication)

  • 이상범;류근호;박규태
    • 대한전자공학회논문지
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    • 제23권2호
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    • pp.225-235
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    • 1986
  • Dataflow computers exhibit a high degree of parallelism which can not be obtained easily with the conventional von-Neumann architecture. Since many instructions are ready for execution simultaneously, concurrency can easily by achieved by the multiple processors modified the data-flow machine. In paper, we describe an improved dataflow architecture which is designed by adding the demand propagation network to the MIT dataflow machine. and show the improved performance by the execution time and the efficiency of processing elements through simulation with the time acceleration method.

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