• 제목/요약/키워드: partially nonlinear model

검색결과 52건 처리시간 0.022초

비선형 모델을 이용한 결측 대체 방법 비교 (A comparison of imputation methods using nonlinear models)

  • 김혜인;송주원
    • 응용통계연구
    • /
    • 제32권4호
    • /
    • pp.543-559
    • /
    • 2019
  • 자료에는 다양한 원인에 의해 결측이 발생한다. 만약 결측치를 제외하고 완전히 관찰된 자료만으로 분석을 실시한다면 결측자료 메커니즘이 완전임의결측이 아닌 경우 결과에 편향이 발생하거나 제외된 개체로 인한 정보의 손실로 추정의 정밀도가 약화된다. 결측이 하나의 변수에서만 일어나지 않기 때문에, 자료에 변수가 많을 수록 이 문제는 심화된다. 문제를 개선하기 위해 결측치를 대체하는 여러가지 방법들이 제안되었다. 하지만 모수적인 모형을 이용한 대체 방법들은 가정에 위배되는 현실 데이터에는 적합하지 않다. 따라서 본 연구에서는 자료의 분포 가정에 덜 영향을 받는 커널, 리샘플링, 스플라인 방법을 활용한 비선형 대체 방법들을 리뷰하고 필요한 경우 기존의 비선형 대체 방법에 대체클래스를 사용하여 대체값의 정확도를 높이거나 랜덤성을 가지는 오차를 더해주어 추정치의 분산이 적게 추정되는 문제를 개선하는 확장된 결측 대체 방법을 제안한다. 본 연구에서 고려한 여러 가지 대체 방법들은 다양한 모의자료 설계 하에서 성능을 비교하였다. 모의실험 결과, 비선형 대체 방법들은 각 설계 하에 다른 성능을 보이며 전반적으로 커널 회귀나 스플라인을 활용한 대체 방법들이 좋은 성능을 보였다. 더불어, 확장된 대체 방법은 기존의 대체 방법이 가지는 문제점을 개선함을 확인할 수 있었다.

1:5 축소 10층 벽식 RC 공동주택 모델의 진동대실험 응답에 대한 해석적 모사 (Analytical Simulation of Shake-Table Responses of a 1:5 Scale 10-story Wall-type RC Residential Building Model)

  • 이한선;정다훈;황경란
    • 한국전산구조공학회논문집
    • /
    • 제24권6호
    • /
    • pp.617-627
    • /
    • 2011
  • 본 논문은 기 수행된 1:5축소 10층 RC 공동주택의 지진모의 실험결과에 비추어 근래 개발된 PERFORM-3D를 이용하여 해석적 모사를 시도하였다. 해석과 실험의 상관관계 분석에 의해 다음과 같은 결론을 얻었다. (1) 재현주기 50년 지진에 대해 실험과 해석이 매우 유사한 탄성거동을 보였다. 반면 우리나라의 설계지진과 최대지진에 대해서는 비선형 거동을 보이긴 하지만 실험의 최대응답과 강성 및 강도 저하를 제대로 모사하지 못하였다. 이의 주된 이유는 슬라브 거동을 탄성으로 가정하였기 때문이라고 판단된다. (2) 탄성영역 거동에 대해 해석모델이 전체 거동을 비교적 잘 모사하는 반면, 벽체 상호간에 걸친 힘의 분포에 있어서 실험과 상당한 차이를 보여주었다. (3) 최대지진에서 벽체의 전단변형은 비교적 잘 모사한 반면 휨변형의 경우 10배정도 과장되었다. 이는 일부 해석모델에서 인방보를 무시한 결과로 추정된다.

Finite element modelling and design of partially encased composite columns

  • Chicoine, Thierry;Tremblay, Robert;Massicotte, Bruno
    • Steel and Composite Structures
    • /
    • 제2권3호
    • /
    • pp.171-194
    • /
    • 2002
  • In this paper, the behaviour of axially loaded partially encased composite columns made with light welded H steel shapes is examined using ABAQUS finite element modelling. The results of the numerical simulations are compared to the response observed in previous experimental studies on that column system. The steel shape of the specimens has transverse links attached to the flanges to improve its local buckling capacity and concrete is poured between the flanges only. The test specimens included 14 stubcolumns with a square cross section ranging from 300 mm to 600 mm in depth. The transverse link spacing varied from 0.5 to 1 times the depth and the width-to-thickness ratio of the flanges ranged from 23 to 35. The numerical model accounted for nonlinear stress-strain behaviour of materials, residual stresses in the steel shape, initial local imperfections of the flanges, and allowed for large rotations in the solution. A Riks displacement controlled strategy was used to carry out the analysis. Plastic analyses on the composite models reproduced accurately the capacity of the specimens, the failure mode, the axial strain at peak load, the transverse stresses in the web, and the axial stresses in the transverse links. The influence of applying a typical construction loading sequence could also be reproduced numerically. A design equation is proposed to determine the axial capacity of this type of column.

Seismic performance of prefabricated bridge columns with combination of continuous mild reinforcements and partially unbonded tendons

  • Koem, Chandara;Shim, Chang-Su;Park, Sung-Jun
    • Smart Structures and Systems
    • /
    • 제17권4호
    • /
    • pp.541-557
    • /
    • 2016
  • Prefabricated bridge substructures provide new possibility for designers in terms of efficiency of creativity, fast construction, geometry control and cost. Even though prefabricated bridge columns are widely adopted as a substructure system in the bridge construction project recently, lack of deeper understanding of the seismic behavior of prefabricated bridge substructures cause much concern on their performance in high seismic zones. In this paper, experimental research works are presented to verify enhanced design concepts of prefabricated bridge piers. Integration of precast segments was done with continuity of axial prestressing tendons and mild reinforcing bars throughout the construction joints. Cyclic tests were conducted to investigate the effects of the design parameters on seismic performance. An analytical method for moment-curvature analysis of prefabricated bridge columns is conducted in this study. The method is validated through comparison with experimental results and the fiber model analysis. A parametric study is conducted to observe the seismic behavior of prefabricated bridge columns using the analytical study based on strain compatibility method. The effects of continuity of axial steel and tendon, and initial prestressing level on the load-displacement response characteristics, i.e., the strain of axial mild steels and posttensioned tendon at fracture and concrete crushing strain at the extreme compression fiber are investigated. The analytical study shows the layout of axial mild steels and posttensioned tendons in this experiment is the optimized arrangement for seismic performance.

Nonlinear sloshing in rectangular tanks under forced excitation

  • Zhao, Dongya;Hu, Zhiqiang;Chen, Gang;Lim, Serena;Wang, Shuqi
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • 제10권5호
    • /
    • pp.545-565
    • /
    • 2018
  • A numerical code is developed based on potential flow theory to investigate nonlinear sloshing in rectangular Liquefied Natural Gas (LNG) tanks under forced excitation. Using this code, internal free-surface elevation and sloshing loads on liquid tanks can be obtained both in time domain and frequency domain. In the mathematical model, acceleration potential is solved in the calculation of pressure on tanks and the artificial damping model is adopted to account for energy dissipation during sloshing. The Boundary Element Method (BEM) is used to solve boundary value problems of both velocity potential and acceleration potential. Numerical calculation results are compared with published results to determine the efficiency and accuracy of the numerical code. Sloshing properties in partially filled rectangular and membrane tank under translational and rotational excitations are investigated. It is found that sloshing under horizontal and rotational excitations share similar properties. The first resonant mode and excitation frequency are the dominant response frequencies. Resonant sloshing will be excited when vertical excitation lies in the instability region. For liquid tank under rotational excitation, sloshing responses including amplitude and phase are sensitive to the location of the center of rotation. Moreover, experimental tests were conducted to analyze viscous effects on sloshing and to validate the feasibility of artificial damping models. The results show that the artificial damping model with modifying wall boundary conditions has better applicability in simulating sloshing under different fill levels and excitations.

Behavior of fully- connected and partially-connected multi-story steel plate shear wall structures

  • Azarafrooza, A.;Shekastehband, B.
    • Structural Engineering and Mechanics
    • /
    • 제76권3호
    • /
    • pp.311-324
    • /
    • 2020
  • Until now, a comparative study on fully and partially-connected steel shear walls leading to enhancing strength and stiffness reduction of partially-connected steel plate shear wall structures has not been reported. In this paper a number of 4-story and 8-story steel plate shear walls, are considered with three different connection details of infill plate to surrounding frame. The specimens are modeled using nonlinear finite element method verified excellently with the experimental results and analyzed under monotonic loading. A comparison between initial stiffness and shear strength of models as well as percentage of shear force by model boundary frame and infill plate are performed. Moreover, a comparison between energy dissipation, ductility factor and distribution of Von-Mises stresses of models are presented. According to the results, the initial stiffness, shear resistance, energy dissipation and ductility of the models with beam-only connected infill plates (SSW-BO) is found to be about 53%, 12%, 15% and 48% on average smaller than those of models with fully-connected infill plates (SPSW), respectively. However, performance characteristics of semi-supported steel shear walls (SSSW) containing secondary columns by simultaneously decreasing boundary frame strength and increasing thickness of infill plates are comparable to those of SPSWs. Results show that by using secondary columns as well as increasing thickness of infill plates, the stress demands on boundary frame decreases substantially by as much as 35%. A significant increase in infill plate share on shear capacity by as much as 95% and 72% progress for the 4-story SSW-BO and 8-story SSSW8, respectively, as compared with non-strengthened counterparts. A similar trend is achieved by strengthening secondary columns of 4-story SSSW leading to an increase of 50% in shear force contribution of infill plate.

축방향 인장력을 받는 더블 앵글 접합부의 단순모형에 관한 연구 (A Study on Simplified Model of Double Angle Connections Subjected to Axial Loads)

  • 홍갑표;양재근;이수권;송병주
    • 한국강구조학회 논문집
    • /
    • 제12권1호통권44호
    • /
    • pp.75-82
    • /
    • 2000
  • 현재 접합부에 대한 연구가 활발하게 이루어지고 있다. 구조물의 설계에서는 접합부를 강접합 또는 핀접합으로 가정하여 설계를 하고 있으나, 실제 접합부의 거동은 완전한 강접합도 핀접합도 아닌 반강접의 특성을 보이고 있다. 본 연구에서는 이러한 반강접의 분야 중 더블앵글에 의한 접합부의 거동을 파악하고자 한다. 중 저층 건물에서 가새의 지지능력을 상실하거나, 갑작스럽게 발생할지 모르는 축방향 인장력에 대한 더블앵글의 거동을 상용유한요소해석 프로그램인 ABAQUS를 이용하여 3D 비선형 해석을 수행하였다. 3D 해석결과를 이용하여 더블앵글 접합부를 단순화한 앵글모델로 유도한 후 앵글의 코너에서의 회전강성을 찾아내어 더블앵글 접합부에 대한 설계 기초자료로 제시하였다.

  • PDF

확장된 발전시스템에서 지식기반 해법을 이용한 단기운영계획 수립에 관한 연구 (Knowledge-based Approach for Solving Short-term Power Scheduling in Extended Power Systems)

  • 김철수
    • 한국경영과학회지
    • /
    • 제23권2호
    • /
    • pp.187-200
    • /
    • 1998
  • This paper presents an original approach for solving short-term power scheduling in extended power system with two fuels in a unit and a limited fuel using Lagrangian relaxations. The underlying model incorporates the full set of costs and constraints including setup, production, ramping, and operational status, and takes the form of a mixed integer nonlinear control problem. Moreover, the mathematical model developed includes two fuels in a unit and a limited fuel, regulation reserve requirements of prespecified group of units. Lagrangian relaxation is used to disaggregate the model by generator into separate subproblems which are then solved with a nested dynamic program including empirical knowledges. The strength of the methodology lies partially in its ability to construct good feasible solutions from information provided by the dual. Thus, the need for branch-and-bound is eliminated. In addition, the inclusion of two fuels in a unit and a limited fuel provides new insight into the limitations of current techniques. Computational experience with the proposed algorithm indicates that Problems containing up to 23 units including 8 unit used two fuels and 24 time periods can be readily solved in reasonable times. Duality gaps of less than 4% were achieved.

  • PDF

Finite element analysis of shear critical prestressed SFRC beams

  • Thomas, Job;Ramaswamy, Ananth
    • Computers and Concrete
    • /
    • 제3권1호
    • /
    • pp.65-77
    • /
    • 2006
  • This study reports the details of the finite element analysis of eleven shear critical partially prestressed concrete T-beams having steel fibers over partial or full depth. Prestressed concrete T-beams having a shear span to depth ratio of 2.65 and 1.59 and failing in the shear have been analyzed using 'ANSYS'. The 'ANSYS' model accounts for the nonlinear phenomenon, such as, bond-slip of longitudinal reinforcements, post-cracking tensile stiffness of the concrete, stress transfer across the cracked blocks of the concrete and load sustenance through the bridging of steel fibers at crack interface. The concrete is modeled using 'SOLID65'-eight-node brick element, which is capable of simulating the cracking and crushing behavior of brittle materials. The reinforcements such as deformed bars, prestressing wires and steel fibers have been modeled discretely using 'LINK8' - 3D spar element. The slip between the reinforcement (rebar, fibers) and the concrete has been modeled using a 'COMBIN39'-non-linear spring element connecting the nodes of the 'LINK8' element representing the reinforcement and nodes of the 'SOLID65' elements representing the concrete. The 'ANSYS' model correctly predicted the diagonal tension failure and shear compression failure of prestressed concrete beams observed in the experiment. The capability of the model to capture the critical crack regions, loads and deflections for various types of shear failures in prestressed concrete beam has been illustrated.

Plantar Soft-tissue Stress states in standing: a Three-Dimensional Finite Element Foot Modeling Study

  • Chen, Wen-Ming;Lee, Peter Vee-Sin;Lee, Tae-Yong
    • 한국운동역학회지
    • /
    • 제19권2호
    • /
    • pp.197-204
    • /
    • 2009
  • It bas been hypothesized that foot ulceration might be internally initiated. Current instruments which merely allow superficial estimate of plantar loading acting on the foot, severely limit the scope of many biomechanical/clinical studies on this issue. Recent studies have suggested that peak plantar pressure may be only 65% specific for the development of ulceration. These limitations are at least partially due to surface pressures not being representative of the complex mechanical stress developed inside the subcutaneous plantar soft-tissue, which are potentially more relevant for tissue breakdown. This study established a three-dimensional and nonlinear finite element model of a human foot complex with comprehensive skeletal and soft-tissue components capable of predicting both the external and internal stresses and deformations of the foot. The model was validated by experimental data of subject-specific plantar foot pressure measures. The stress analysis indicated the internal stresses doses were site-dependent and the observation found a change between 1.5 to 4.5 times the external stresses on the foot plantar surface. The results yielded insights into the internal loading conditions of the plantar soft-tissue, which is important in enhancing our knowledge on the causes of foot ulceration and related stress-induced tissue breakdown in diabetic foot.