• 제목/요약/키워드: Reduced-Order Model

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Gust Response and Active Suppress based on Reduced Order Models

  • Yang, Guowei;Nie, Xueyuan;Zheng, Guannan
    • International Journal of Aerospace System Engineering
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    • 제2권2호
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    • pp.44-49
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    • 2015
  • A gust response analyses method based on Reduced Order Models (ROMs) was developed in the paper. Firstly, taken random signal as the input signal and adopt Single Input-Multi-Output (SIMO) training fashion, a ROM based on Auto-Regressive and Moving Average model (ARMA) was established and validated with the comparison of CFD/CSD and experiment. Then, by introducing control surface deflection and control laws, flutter active suppress was studied. Lastly, through filtering and transferring function, the gust temporal signal is obtained based on Dryden gust model, and gust response and suppress were simulated.

플라스틱 블로우몰딩 공정의 해석기반 디지털 트윈 구현 (Implementation of an simulation-based digital twin for the plastic blow molding process)

  • 홍석관
    • Design & Manufacturing
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    • 제17권3호
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    • pp.1-7
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    • 2023
  • Blow molding is a manufacturing process in which thermoplastic preforms are preheated and then pneumatically expanded within a mold to produce hollow products of various shapes. The two-step process, a type of blow molding method, requires the output of multiple infrared lamps to be adjusted individually, so the process of finding initial conditions hinders productivity. In this study, digital twin technology was applied to solve this problem. A blow molding simulation technique was established and simulation-based metadata was generated. A response surface ROM (Reduced Order Model) was built using the generated metadata. Then, a dynamic ROM was constructed using the results of 3D heat transfer analysis. Through this, users can quickly check the product wall thickness uniformity according to changes in the control value of the heating lamp for products of various shapes, and at the same time, check the temperature distribution of the preform in real time.

비고정 구간 길이 음향 튜브를 이용한 성도 모델링 (Vocal Tract Modeling with Unfixed Sectionlength Acoustic Tubes(USLAT))

  • 김동준
    • 전기학회논문지
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    • 제59권6호
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    • pp.1126-1130
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    • 2010
  • Speech production can be viewed as a filtering operation in which a sound source excites a vocal tract filter. The vocal tract is modeled as a chain of cylinders of varying cross-sectional area in linear prediction acoustic tube modeling. In this modeling the most common implementation assumes equal length of tube sections. Therefore, to model complex vocal tract shapes, a large number of tube sections are needed. This paper proposes a new vocal tract model with unfixed sectionlengths, which uses the reduced lattice filter for modeling the vocal tract. This model transforms the lattice filter to reduced structure and the Burg algorithm to modified version. When the conventional and the proposed models are implemented with the same order of linear prediction analysis, the proposed model can produce more accurate results than the conventional one. To implement a system within similar accuracy level, it may be possible to reduce the stages of the lattice filter structure. The proposed model produces the more similar vocal tract shape than the conventional one.

알루미늄 합금의 레이저 가공에서 인장 강도 예측을 위한 회귀 모델 및 신경망 모델의 개발 (Development of Statistical Model and Neural Network Model for Tensile Strength Estimation in Laser Material Processing of Aluminum Alloy)

  • 박영환;이세헌
    • 한국정밀공학회지
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    • 제24권4호
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    • pp.93-101
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    • 2007
  • Aluminum alloy which is one of the light materials has been tried to apply to light weight vehicle body. In order to do that, welding technology is very important. In case of the aluminum laser welding, the strength of welded part is reduced due to porosity, underfill, and magnesium loss. To overcome these problems, laser welding of aluminum with filler wire was suggested. In this study, experiment about laser welding of AA5182 aluminum alloy with AA5356 filler wire was performed according to process parameters such as laser power, welding speed and wire feed rate. The tensile strength was measured to find the weldability of laser welding with filler wire. The models to estimate tensile strength were suggested using three regression models and one neural network model. For regression models, one was the multiple linear regression model, another was the second order polynomial regression model, and the other was the multiple nonlinear regression model. Neural network model with 2 hidden layers which had 5 and 3 nodes respectively was investigated to find the most suitable model for the system. Estimation performance was evaluated for each model using the average error rate. Among the three regression models, the second order polynomial regression model had the best estimation performance. For all models, neural network model has the best estimation performance.

이산형 적응관측자 및 제어기의 새로운 구성 (A new scheme for discrete implicit adaptive observer and controller)

  • 고명삼;허욱열
    • 전기의세계
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    • 제30권12호
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    • pp.822-831
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    • 1981
  • Many different schemes of the adaptive observer and controller have been developed for both continuous and discrete systems. In this paper we have presented a new scheme of the reduced order adaptive observer for the single input discrete linear time invariant plant. The output equation of the plant, is transformed into the bilinear form in terms of system parameters and the states of the state variable filters. Using the plant output equation the discrete implicit adaptive observer based on the similar philosophy to Nuyan and Carroll is derived and the parameter adaptation algorithm is derived based on the exponentially weighted least square method. The adaptive model following control system is also constructed according to the proposed observer scheme. The proposed observer and controller are rather than simple structure and have a fast adaptive algorithm, so it may be expected that the scheme is suitable to the practical application of control system design. The effectiveness of the algorithm and structure is illustrated by the computer simulation of a third order system. The simulation results show that the convergence speed is proportinal to the increasing of weighting factor alpha, and that the full order and reduced order observer have similar convergence characteristics.

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Identification of Aerodynamic Model CFD-Based for Gust Response Analysis

  • Nie, Xueyuan;Yang, Guowei
    • International Journal of Aerospace System Engineering
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    • 제2권1호
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    • pp.43-46
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    • 2015
  • Aeroelastic gust response analysis plays an important role in design of aircrafts. For gust response analysis, frequency domain aerodynamics method has been typically used with generalized aerodynamic influence coefficient matrices at various reduced frequencies. However, it cannot be applied to the aeroservoelastic analysis, such as gust alleviation control. Time-domain state space (SS) models must be built. It attacks little attention that gust response analysis relies on continuous gust time-domain input signal in terms of its PSD function. The aim the current study is to provide a reduced-order modeling (ROM) method based on CFD to model gust responses for continuous gust responses for continuou gust inputs in time domain. The paper analyzed the gust response of AGARD445.6 wing subjected to the Dryden gust with ROMs and compared the difference between the rigid structure and elastic one. The results demonstrate that structure elastic effect effect should be considered in the design of aircraft.

적합직교분해를 이용한 로터 블레이드의 차수축소모델 구축 및 공력특성 분석 (Efficient Analysis of the Aerodynamic Characteristics of Rotor Blade Using a Reduced Order Model Based on Proper Orthogonal Decomposition Method)

  • 정성기;느고콩덕;양영록;조태환;명노신
    • 한국항공우주학회지
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    • 제37권11호
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    • pp.1073-1079
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    • 2009
  • 본 연구에서는 전진 비행하는 헬리콥터 로터 블레이드 표면의 압력장에 대한 공력 특성 분석 및 차수축소모델 구축을 위해 적합직교분해 (POD) 방법을 이용하였다. 에너지가 큰 특정 모드를 기반으로 전진 비행하는 비정상 로터 블레이드에 대한 공기역학적 특성을 분석하였으며, CFD 계산 결과의 검증을 위해 제자리비행에 대한 실험 결과와 비교하였다. 수렴속도를 향상시키기 위해 Multi-grid 기법을 사용하였으며, 회전하는 로터 블레이드 주위의 비정상 유동을 모사하기 위해 슬라이딩 격자를 이용하였다. 그 결과 240개의 Snapshot에 대해 에너지율 99% 이상을 포함하는 지배적인 POD 모드 7개가 선정되었으며, POD 모드와 전개 계수를 이용하여 차수축소모델을 성공적으로 구축하였다.

Veritrek 소프트웨어를 활용한 그라파이트시트 기반 극저온 냉각기 열 제어 시스템 최적설계 (Optimal Design of Graphite Sheet based Cryogenic Cooler Thermal Control System using Veritrek Software)

  • 채봉건;김혜인;오현웅
    • 항공우주시스템공학회지
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    • 제18권2호
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    • pp.71-78
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    • 2024
  • 초기 열설계 과정의 경우 복잡한 궤도 열 환경 조건에서 다양한 설계 변수에 따른 열적 영향성 판단을 해야 하므로, 열 설계/분석에 많은 시간이 소요된다. 따라서, 초기 설계 단계에서 시간을 효율적으로 단축시키기 위해서는 최적의 설계 변수 도출과 이에 따른 온도 예측이 신속히 이루어져야 한다. 상기 문제점에 기인하여 차수축소모델을 활용한 최적 설계 전문 소프트웨어인 Veritrek이 2018년에 출시되었다. 본 논문에서는 Veritrek 소프트웨어를 활용하여 그라파이트시트 기반 냉각기 열 제어 시스템에 대해 차수축소모델 구축과 민감도 분석, 최적 설계 분석을 수행하여 냉각기의 허용온도를 만족할 수 있는 그라파이트시트의 적층 수, 방열판 면적 및 두께에 대한 최적설계 수치를 도출하였다.

중력장에서 두개의 탄성팔을 가지는 로보트의 모델링 (Modeling of a Two Arm Flexible Robot in Gravity)

  • 오재윤
    • 대한기계학회논문집
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    • 제16권6호
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    • pp.1075-1088
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    • 1992
  • 본 연구에서는 두개의 팔을 가지는 실험용 로보트를 모델링 하기위해 사용된 기법들을 제시한다. 로보트는 수직 평면상에서 움직이므로 중력의 영향을 받는다. 그리고 두팔은 모두 탄성을 가진다. 이 로보트는 탄성 멤버들을 가지는 로보트의 여 러 제어기법들을 연구하기위해 만들어졌다. 시스템의 특성들은 아주 유연한 멤버들 을 가지게끔 정해진다.이것은 제어를 위해 쓰이는 전자부품들에 요구되는 밴드폭을 제안하고, 탄성이 크고 빠른 로보트에서 관찰 되어지는 유연한 운동들을 흉내낸다.