• 제목/요약/키워드: Simulation Annealing

검색결과 180건 처리시간 0.024초

열 및 중력 효과를 고려한 웹 이송 시스템의 새로운 수학적 모델링 (A Novel Mathematical Modeling in Web Transport Systems considering Thermal and Gravity Effects)

  • 김종식;김근영;신종민;이지민;최정주
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2006년도 춘계학술대회 논문집
    • /
    • pp.333-334
    • /
    • 2006
  • A novel mathematical modeling in web transport systems for Continuous Annealing Processes (CAP) is proposed. Despite of thermal and weight effects in dynamics of web transport systems, the conventional mathematical model does not consider those effects. Disregard of these effects causes the low manufacturing quality of webs in CAP. In order to improve the manufacturing quality of webs in CAP, moreover, precise tension control is required based on the mathematical model. Therefore, an advanced mathematical model considering thermal and weight effects in CAP should be established. The effectiveness of a novel mathematical model is evaluated by comparing the performances of the PI tension control system based on the proposed mathematical model with that based on the conventional one through the computer simulation.

  • PDF

Latent class analysis with multiple latent group variables

  • Lee, Jung Wun;Chung, Hwan
    • Communications for Statistical Applications and Methods
    • /
    • 제24권2호
    • /
    • pp.173-191
    • /
    • 2017
  • This study develops a new type of latent class analysis (LCA) in order to explain the associations between one latent variable and several other categorical latent variables. Our model postulates that the prevalence of the latent variable of interest is affected by another latent variable composed of other several latent variables. For the parameter estimation, we propose deterministic annealing EM (DAEM) to deal with local maxima problem in the proposed model. We perform simulation study to demonstrate how DAEM can find the set of parameter estimates at the global maximum of the likelihood over the repeated samples. We apply the proposed LCA model in an investigation of the effect of and joint patterns for drug-using behavior to violent behavior among US high school male students using data from the Youth Risk Behavior Surveillance System 2015. Considering the age of male adolescents as a covariate influencing violent behavior, we identified three classes of violent behavior and three classes of drug-using behavior. We also discovered that the prevalence of violent behavior is affected by the type of drug used for drug-using behavior.

등가소스법을 이용한 실내 음장 모델링에서의 원방 소스 최적화 연구 (A study on the Optimal Far field Source locations in the Acoustic Modelling using Equivalent Source Method)

  • 백광현
    • 대한기계학회:학술대회논문집
    • /
    • 대한기계학회 2001년도 춘계학술대회논문집B
    • /
    • pp.216-221
    • /
    • 2001
  • The equivalent source method(ESM) is used for the calculation of the internal pressure field for an enclosure which can have arbitrary boundary conditions and may include internal objects which scatter the sound field. The advantage of using ESM is that it requires relatively low computing cost and is easy to model the internal diffracting objects. In the ESM modelling, some of the equivalent positions are chosen to be the same as the first order images of the source inside the enclosure, some are positioned on a spherical surface some distance outside the enclosure. The normal velocity on the surfaces of the enclosure walls is evaluated at a larger number of positions than there are equivalent sources. The sum of the squared difference between this velocity and the expected is minimized by adjusting the strength of the equivalent sources. This study is on the optimal equivalent source positions, the far field sources. Typically, the far field sources are evenly distributed on a surface of a virtual sphere which is centered at the enclosure with a sufficiently large radius. In this study, optimal far field source locations are searched using simulated annealing method and simulation results showed that optimally located sources gave better accuracy even with a smaller number of far field sources.

  • PDF

Two-Dimensional Sub-diffraction-limited Imaging by an Optimized Multilayer Superlens

  • Ahmadi, Marzieh;Forooraghi, Keyvan;Faraji-Dana, Reza;Ghaffari-Miab, Mohsen
    • Journal of the Optical Society of Korea
    • /
    • 제20권6호
    • /
    • pp.653-662
    • /
    • 2016
  • An optimized multilayer superlens is designed, using a rigorous and efficient approach based on the method of moments (MoM) in conjunction with a simulated annealing (SA) algorithm. For the MoM solution, fast evaluation of closed-form Green's functions (GFs) in the spatial domain is performed by applying the complex-image (CI) technique, which obviates the time-consuming numerical evaluation of Sommerfeld integrals. The imaging capability of the superlens is examined with the correlation coefficient; results show that using circular polarization for the incident wave can improve this coefficient. To validate the proposed method, finite-element-based simulations are exploited, which reveal the method's accuracy and computational efficiency. Simulation results indicate that the designed structure is capable of producing two-dimensional sub-diffraction-limited images in the visible range, which may make it more versatile for practical applications. Finally, as a considerable finding, it is demonstrated for the proposed design that using circularly polarized illumination provides improved super-resolving performance, compared to linearly polarized illumination.

Design of silicon-on-nothing structure based on multi-physics analysis

  • Song, Jihwan;Zhang, Linan;Kim, Dongchoul
    • Multiscale and Multiphysics Mechanics
    • /
    • 제1권3호
    • /
    • pp.225-231
    • /
    • 2016
  • The formation of silicon-on-nothing (SON) structure during an annealing process from the silicon substrate including the trench structures has been considered as an effective technique to construct the structure that has an empty space under the closed flat surface. Previous studies have demonstrated the mechanism of the formation of SON structure, which is based on the surface diffusion driven by the minimization of their surface energy. Also, it has been fragmentarily shown that the morphology of SON structure can be affected by the initial design of trench (e.g., size, number) and the annealing conditions (e.g., temperature, pressure). Based on the previous studies, here, we report a comprehensive study for the design of the cavity-embedded structure (i.e., SON structure). To do this, a dynamic model has been developed with the phase field approach. The simulation results represent that the morphology of SON structures could be detailedly designed, for example the position and thickness of cavity, the thickness of top and bottom layer, according to the design parameters. This study will give us an advantage in the effective design of SON structures.

유전 알고리즘 및 담금질 기법을 활용한 Type 4 복합재료 압력용기 최적화 프로세스 (Optimization Process of Type 4 Composite Pressure Vessels Using Genetic and Simulated Annealing Algorithm)

  • 송귀남;김한상
    • 한국수소및신에너지학회논문집
    • /
    • 제32권4호
    • /
    • pp.212-218
    • /
    • 2021
  • In this study, we conducted a design optimization of the Type 4 composite pressure vessels to enhance the pressure-resistant performance of the vessels while keeping the thickness of the composite layer. The design variables for the optimization were the stacking angles of the helical layers of the vessels to improve the performance. Since the carbon fibers are expensive material, it is desirable to reduce the use of the carbon fibers by applying an optimal design of the composite pressure vessel. The structural analysis and optimization process for the design of Type 4 composite pressure vessels were carried out using a commercial finite element analysis software, Abaqus and a plug-in for automated simulation, Isight, respectively. The optimization results confirmed the performance and safety of the optimized Type 4 composite pressure vessels was enhanced by 12.84% compared to the initial design.

인공신경망과 SA 알고리즘을 이용한 지능형 생산정 위치 최적화 전산 모델 개발 (Development of Well Placement Optimization Model using Artificial Neural Network and Simulated Annealing)

  • 곽태성;정지헌;한동권;권순일
    • 한국가스학회지
    • /
    • 제19권1호
    • /
    • pp.28-37
    • /
    • 2015
  • 본 연구에서는 고속의 연산이 가능한 인공신경망 시뮬레이터와 SA 알고리즘을 결합하여 지능형 생산정 위치 최적화 전산 모델을 개발하였다. 기존의 사용하는 상용시뮬레이터의 경우 현장 규모의 저류 전산 시뮬레이션을 수행시 시간이 많이 소모되므로 이를 해결하기 위하여 이 모델에서는 인공신경망을 사용하여 짧은 시간내에 시뮬레이션을 수행할 수 있도록 하였다. 이렇게 얻은 결과를 주관적인 경험에 의거하지 않고 자동으로 최적의 생산정 위치를 선정할 수 있도록 최적화기법인 SA 알고리즘을 적용하였다. 개발된 모델을 사용하여 얻은 결과를 기존 사용 시뮬레이터와 비교하여 예측성능이 양호함을 검증할 수 있었으며, 연산속도 또한 향상됨을 확인하였다. 특히 SA 최적화 알고리즘의 제어변수인 초기온도와 냉각률에 대한 민감도분석을 실시하여 각각에 대한 최적값을 산출하였으며, 이를 통해 개발한 모델의 연산성능을 향상시킬 수 있었다. 마지막으로 개발된 모델을 사용하여 생산정 위치 최적화를 수행한 결과, 생산성이 우수한 지역을 선정하여 최적의 생산정 위치를 도출하였다.

Comparison of NMR structures refined under implicit and explicit solvents

  • Jee, Jun-Goo
    • 한국자기공명학회논문지
    • /
    • 제19권1호
    • /
    • pp.1-10
    • /
    • 2015
  • Refinements with atomistic molecular dynamics (MD) simulation have contributed to improving the qualities of NMR structures. In most cases, the calculations with atomistic MD simulation for NMR structures employ generalized-Born implicit solvent model (GBIS) to take into accounts solvation effects. Developments in algorithms and computational capacities have ameliorated GBIS to approximate solvation effects that explicit solvents bring about. However, the quantitative comparison of NMR structures in the latest GBIS and explicit solvents is lacking. In this study, we report the direct comparison of NMR structures that atomistic MD simulation coupled with GBIS and water molecules refined. Two model proteins, GB1 and ubiquitin, were recalculated with experimental distance and torsion angle restraints, under a series of simulated annealing time steps. Whereas the root mean square deviations of the resulting structures were apparently similar, AMBER energies, the most favored regions in Ramachandran plot, and MolProbity clash scores witnessed that GBIS-refined structures had the better geometries. The outperformance by GBIS was distinct in the structure calculations with sparse experimental restraints. We show that the superiority stemmed, at least in parts, from the inclusion of all the pairs of non-bonded interactions. The shorter computational times with GBIS than those for explicit solvents makes GBIS a powerful method for improving structural qualities particularly under the conditions that experimental restraints are insufficient. We also propose a method to separate the native-like folds from non-violating diverged structures.

Ion-cut에 의한 SOI웨이퍼 제조 및 특성조사 (SOI wafer formation by ion-cut process and its characterization)

  • 우형주;최한우;배영호;최우범
    • 한국진공학회지
    • /
    • 제14권2호
    • /
    • pp.91-96
    • /
    • 2005
  • 양성자 주입과 웨이퍼접합기술을 접목한 ion-cut기술로서 SOI 웨이퍼를 제조하는 기술을 개발하였다. SRIM 전산모사에 의하면 일반 SOI 웨이퍼 (200nm SOI, 400nm BOX) 제조에는 65keV의 양성자주입이 요구된다. 웨이퍼분리를 위한 최적 공정조건을 얻기 위해 조사선량과 열처리조건(온도 및 시간)에 따른 blistering 및 flaking 등의 표면변화를 조사하였다. 실험결과 유효선량범위는 $6\~9times10^{16}H^+/cm^2$이며, 최적 아닐링조건은 $550^{\circ}C$에서 30분 정도로 나타났다. RCA 세정법으로서 친수성표면을 형성하여 웨이퍼 직접접합을 수행하였으며, IR 조사에 의해 무결함접합을 확인하였다 웨이퍼 분리는 예비실험에서 정해진 최적조건에서 이루어졌으며, SOI층의 안정화를 위해 고온열처리($1,100^{\circ}C,\;60$분)를 시행하였다. TEM 측정상 SOI 구조결함은 발견되지 않았으며, BOX(buried oxide)층 상부계면상의 포획전하밀도는 열산화막 계면의 낮은 밀도를 유지함을 확인하였다.

담금질모사 기법을 이용한 인공함양정 최적 위치 결정 (Global Optimization of Placement of Multiple Injection Wells with Simulated Annealing)

  • 이현주;구민호;김용철
    • 지질공학
    • /
    • 제25권1호
    • /
    • pp.67-81
    • /
    • 2015
  • 선형 또는 군집형으로 배치된 양수정 배열 조건에서 최적의 복수 주입정 위치를 결정하는 최적화 프로그램을 개발하였다. 다양한 목적함수를 제시하였으며 담금질모사 기법을 이용하여 목적함수를 만족시키는 주입정의 최적 위치를 평가하였다. 주입수의 회수율의 최대화를 목적함수로 설정할 경우, 우물 배열에 관계없이 두 개의 주입정을 모두 우물 군집 내부에 설치하는 것이 가장 효율적인 것으로 나타났다. 회수율의 최대화와 동시에 기존 양수정의 양수량을 고르게 증가시키는 통합목적함수를 고려하여 두 개의 주입정을 설치할 경우, 우물 배열에 관계없이 우물 배열의 양측면부가 주입정 위치로 적합한 것으로 분석되었다. 주입정 위치 최적화를 위한 다수의 시나리오 분석 결과, 최적의 결과에 근접하는 지역적 최솟값 또는 최댓값이 다수 존재하는 것으로 나타났으며, 이는 주입정의 최적 위치를 현장의 조건에 맞게 선택적으로 결정할 수 있는 개연성이 존재하는 것을 의미한다. 결론적으로, 본 연구는 담금질모사 기법이 다양한 목적함수에 부합하는 복수 주입정의 최적 위치 평가에 성공적으로 이용될 수 있음을 보여 주었다.