• 제목/요약/키워드: composite factors

검색결과 1,092건 처리시간 0.027초

강화학습 기반 주식 투자 웹 서비스 (An Implementation of Stock Investment Service based on Reinforcement Learning)

  • 박정연;홍승식;박민규;이현
    • 문화기술의 융합
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    • 제7권4호
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    • pp.807-814
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    • 2021
  • 코로나-19로 인해 경제 활동이 낮아지고 주식 시장이 침체하면서 주식 투자를 통해 또 다른 소득을 마련하기 위해 많은 사람이 주식 시장에 뛰어들고 있다. 사람들의 관심이 높아지면서 더 많은 수익을 얻기 위한 주가 분석 연구가 많이 진행되고 있다. 주가는 종목별 변동의 흐름이 다르므로 각 주가 종목별로 독립적이며 일관적으로 분석할 필요가 있다. 이러한 문제를 해결하고자 본 논문에서는 강화학습 기법 중 하나인 Asynchronous Advantage Actor-Critic(A3C)를 이용하여 주가를 분석할 수 있는 모델 및 서비스를 설계 및 구현하였다. 주식 시장 데이터로 종목별 주가 및 국채, 코스피와 같은 외부 요인들을 반영하였다. 또한 웹페이지 제작을 통해 시각화한 정보를 제공하여 투자자들이 투자 기업에 대한 재무제표를 비롯하여 국내외 경제 및 정치의 흐름을 모두 분석하지 않고도 안전한 투자를 할 수 있도록 서비스를 제공한다.

구조용 섬유강화복합재료의 계면접착 특성 평가를 위한 미세역학시험법의 연구동향 고찰 (Historical Trends of Micromechanical Testing Methods for Structural Fiber Reinforced Composites to Evaluate the Interfacial Adhesion)

  • 박종만;김종현;김동욱;권동준
    • 접착 및 계면
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    • 제23권3호
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    • pp.59-69
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    • 2022
  • 섬유강화 복합재료에서 가장 중요한 부분은 섬유와 수지간의 계면 접착특성이다. 본 총설에서는, 섬유강화 복합재료의 계면특성을 평가하기 위해 사용되는 미세역학 시험법에 대해 역사적 초점을 두어 서술하고자 한다. 미세역학 시험법은 섬유 한 가닥과 기지재료 간의 계면 접착특성을 전단력평가로 관측하는 재료자체의 변수만이 고려되는 평가법으로써 계면에 대한 보다 정량적인 접착특성 및 감지능을 고찰할 수 있다. 미세역학시험법을 이용한 이전의 연구와 비교적 최근 연구동향을 본 총설에서 비교 논의하며, 미세역학 실험법에 대한 응용과 앞으로의 발전을 설명하고자 한다.

On wave dispersion properties of functionally graded plates resting on elastic foundations using quasi-3D and 2D HSDT

  • Bennai, Riadh;Mellal, Fatma;Nebab, Mokhtar;Fourn, Hocine;Benadouda, Mourad;Atmane, Hassen Ait;Tounsi, Abdelouahed;Hussain, Muzamal
    • Earthquakes and Structures
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    • 제22권5호
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    • pp.447-460
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    • 2022
  • In this article, wave propagation in functional gradation plates (FG) resting on an elastic foundation with two parameters is studied using a new quasi-three-dimensional (3D) higher shear deformation theory (HSDT). The new qausi-3D HSOT has only five variables in fields displacement, which means has few numbers of unknowns compared with others quasi-3D. This higher shear deformation theory (HSDT) includes shear deformation and effect stretching with satisfying the boundary conditions of zero traction on the surfaces of the FG plate without the need for shear correction factors. The FG plates are considered to rest on the Winkler layer, which is interconnected with a Pasternak shear layer. The properties of the material graded for the plates are supposed to vary smoothly, with the power and the exponential law, in the z-direction. By based on Hamilton's principle, we derive the governing equations of FG plates resting on an elastic foundation, which are then solved analytically to obtain the dispersion relations. Numerical results are presented in the form of graphs and tables to demonstrate the effectiveness of the current quasi-3D theory and to analyze the effect of the elastic foundation on wave propagation in FG plates.

Experimental study of welding effect on grade S690Q high strength steel butt joint

  • Chen, Cheng;Chiew, Sing Ping;Zhao, Mingshan;Lee, Chi King;Fung, Tat Ching
    • Steel and Composite Structures
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    • 제39권4호
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    • pp.401-417
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    • 2021
  • This study experimentally reveals the influence of welding on grade S690Q high strength steel (HSS) butt joints from both micro and macro levels. Total eight butt joints, taking plate thickness and welding heat input as principal factors, were welded by shielded metal arc welding. In micro level, the microstructure transformations of the coarse grain heat affected zone (CGHAZ), the fine grain heat affected zone (FGHAZ) and the tempering zone occurred during welding were observed under light optical microscopy, and the corresponding mechanical performance of those areas were explored by micro-hardness tests. In macro level, standard tensile tests were conducted to investigate the impacts of welding on tensile behaviour of S690Q HSS butt joints. The test results showed that the main microstructure of S690Q HSS before welding was tempered martensite. After welding, the original microstructure was transformed to granular bainite in the CGHAZ, and to ferrite and cementite in the FGHAZ. For the tempering zone, some temper martensite decomposed to ferrite. The performed micro-hardness tests revealed that an obvious "soft layer" occurred in HAZ, and the HAZ size increased as the heat input increased. However, under the same level of heat input, the HAZ size decreased as the plate thickness increased. Subsequent coupon tensile tests found that all joints eventually failed within the HAZ with reduced tensile strength when compared with the base material. Similar to the size of the HAZ, the reduction of tensile strength increased as the welding heat input increased but decreased as the thickness of the plate increased.

Coupled effect of variable Winkler-Pasternak foundations on bending behavior of FG plates exposed to several types of loading

  • Himeur, Nabil;Mamen, Belgacem;Benguediab, Soumia;Bouhadra, Abdelhakim;Menasria, Abderrahmane;Bouchouicha, Benattou;Bourada, Fouad;Benguediab, Mohamed;Tounsi, Abdelouahed
    • Steel and Composite Structures
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    • 제44권3호
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    • pp.353-369
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    • 2022
  • This study attempts to shed light on the coupled impact of types of loading, thickness stretching, and types of variation of Winkler-Pasternak foundations on the flexural behavior of simply- supported FG plates according to the new quasi-3D high order shear deformation theory, including integral terms. A new function sheep is used in the present work. In particular, both Winkler and Pasternak layers are non-uniform and vary along the plate length direction. In addition, the interaction between the loading type and the variation of Winkler-Pasternak foundation parameters is considered and involved in the governing equilibrium equations. Using the virtual displacement principle and Navier's solution technique, the numerical results of non-dimensional stresses and displacements are computed. Finally, the non-dimensional formulas' results are validated with the existing literature, and excellent agreement is detected between the results. More importantly, several complementary parametric studies with the effect of various geometric and material factors are examined. The present analytical model is suitable for investigating the bending of simply-supported FGM plates for special technical engineering applications.

Mechanical behavior of coiled tubing over wellhead and analysis of its effect on downhole buckling

  • Zhao, Le;Gao, Mingzhong;Li, Cunbao;Xian, Linyun
    • Steel and Composite Structures
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    • 제44권2호
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    • pp.199-210
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    • 2022
  • This study build finite element analysis (FEA) models describing the bending events of coiled tubing (CT) at the wellhead and trips into the hole, accurately provide the state of stress and strain while the CT is in service. The bending moment and axial force history curves are used as loads and boundary conditions in the diametrical growth models to ensure consistency with the actual working conditions in field operations. The simulation diametrical growth results in this study are more accurate and reasonable. Analysis the factors influencing fatigue and diametrical growth shows that the internal pressure has a first-order influence on fatigue, followed by the radius of the guide arch, reel and the CT diameter. As the number of trip cycles increase, fatigue damage, residual stress and strain cumulatively increase, until CT failure occurs. Significant residual stresses remain in the CT cross-section, and the CT exhibits a residual curvature, the initial residual bending configuration of CT under wellbore constraints, after running into the hole, is sinusoidal. The residual stresses and residual bending configuration significantly decrease the buckling load, making the buckling and buckling release of CT in the downhole an elastic-plastic process, exacerbating the helical lockup. The conclusions drawn in this study will improve CT models and contribute to the operational and economic success of CT services.

Large cylindrical deflection analysis of FG carbon nanotube-reinforced plates in thermal environment using a simple integral HSDT

  • Djilali, Nassira;Bousahla, Abdelmoumen Anis;Kaci, Abdelhakim;Selim, Mahmoud M.;Bourada, Fouad;Tounsi, Abdeldjebbar;Tounsi, Abdelouahed;Benrahou, Kouider Halim;Mahmoud, S.R.
    • Steel and Composite Structures
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    • 제42권6호
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    • pp.779-789
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    • 2022
  • This work presents a non-linear cylindrical bending analysis of functionally graded plate reinforced by single-walled carbon nanotubes (SWCNTs) in thermal environment using a simple integral higher-order shear deformation theory (HSDT). This theory does not require shear correction factors and the transverse shear stresses vary parabolically through the thickness. The material properties of SWCNTs are assumed to be temperature-dependent and are obtained from molecular dynamics simulations. The material properties of functionally graded carbon nanotube-reinforced composites (FG-CNTCRs) are considered to be graded in the thickness direction, and are estimated through a micromechanical model. The non-linear strain-displacement relations in the Von Karman sense are used to study the effect of geometric non-linearity and the solution is obtained by minimization of the total potential energy. The numerical illustrations concern the nonlinear bending response of FG-CNTRC plates under different sets of thermal environmental conditions, from which results for uniformly distributed CNTRC plates are obtained as benchmarks.

Buckling resistance behavior of WGJ420 fire-resistant weathering steel columns under fire

  • Yiran Wu;Xianglin Yu;Yongjiu Shi;Yonglei Xu;Huiyong Ban
    • Steel and Composite Structures
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    • 제47권2호
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    • pp.269-287
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    • 2023
  • The WGJ420 fire-resistant weathering (FRW) steel is developed and manufactured with standard yield strength of 420 MPa at room temperature, which is expected to significantly enhance the performance of steel structures with excellent fire and corrosion resistances, strong seismic capacity, high strength and ductility, good resilience and robustness. In this paper, the mechanical properties of FRW steel plates and buckling behavior of columns are investigated through tests at elevated temperatures. The stress-strain curves, mechanical properties of FRW steel such as modulus of elasticity, proof strength, tensile strength, as well as corresponding reduction factors are obtained and discussed. The recommended constitutive model based on the Ramberg-Osgood relationship, as well as the relevant formulas for mechanical properties are proposed, which provide fundamental mechanical parameters and references. A total of 12 FRW steel welded I-section columns with different slenderness ratios and buckling load ratios are tested under standard fire to understand the global buckling behavior in-depth. The influences of boundary conditions on the buckling failure modes as well as the critical temperatures are also investigated. In addition, the temperature distributions at different sections/locations of the columns are obtained. It is found that the buckling deformation curve can be divided into four stages: initial expansion stage, stable stage, compression stage and failure stage. The fire test results concluded that the residual buckling capacities of FRW steel columns are substantially higher than the conventional steel columns at elevated temperatures. Furthermore, the numerical results show good agreement with the fire test results in terms of the critical temperature and maximum axial elongation. Finally, the critical temperatures between the numerical results and various code/standard curves (GB 51249, Eurocode 3, AS 4100, BS 5950 and AISC) are compared and verified both in the buckling resistance domain and in the temperature domain. It is demonstrated that the FRW steel columns have sufficient safety redundancy for fire resistance when they are designed according to current codes or standards.

Theoretical formulation for calculating elastic lateral stiffness in a simple steel frame equipped with elliptic brace

  • Jouneghani, Habib Ghasemi;Fanaie, Nader;Haghollahi, Abbas
    • Steel and Composite Structures
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    • 제45권3호
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    • pp.437-454
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    • 2022
  • Elliptic-braced simple resisting frame as a new lateral bracing system installed in the middle bay of frame in building facades has been recently introduced. This system not only creates a problem for opening space from the architectural viewpoint but also improves the structural behavior. Despite the researches on the seismic performance of lateral bracing systems, there are few studies performed on the effect of the stiffness parameters on the elastic story drift and calculation of period in simple braced steel frames. To overcome this shortcoming, in this paper, for the first time, an analytical solution is presented for calculating elastic lateral stiffness in a simple steel frame equipped with elliptic brace subjected to lateral load. In addition, for the first time, in this study, a precise formulation has been developed to evaluate the elastic stiffness variation in a steel frame equipped with a two-dimensional single-story single-span elliptic brace using strain energy and Castigliano's theorem. Thus, all the effective factors, including axial and shear loads as well as bending moments of elliptic brace could be considered. At the end of the analysis, the lateral stiffness can be calculated by an improved and innovative relation through the energy method based on the geometrical properties of the employed sections and specification of the used material. Also, an equivalent element of an elliptic brace was presented for the ease of modeling and use in linear designs. Application of the proposed relation have been verified through a variety of examples in OpenSees software. Based on the results, the error percentage between the elastic stiffness derived from the developed equations and the numerical analyses of finite element models was very low and negligible.

수치해석을 통한 강합성 빔보강 지하 구조물의 거동분석 (Structural Analysis of CBS (Composite Basement Wall System)-RIB Underground Structures Using Numerical Modeling)

  • 유한규;김연성
    • 한국지반공학회논문집
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    • 제26권6호
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    • pp.39-44
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    • 2010
  • 강합성 구조물의 설계절차는 파형강판구조물에 대한 현행 국내외 시방기준을 따르고 있는데, 시방기준이 2차원 해석 및 설계를 바탕으로 규정되어 있기 때문에 비등가 단면인 강합성 빔보강 공법에는 현행 시방기준을 적용할 수 없다. 그러므로 등가단면의 구조물로 환산하여 2차원 해석 및 설계를 수행하게 된다. 그러나 강합성 빔보강 공법은 종방향을 따라 일정한 간격을 두고 빔과 타입콘크리트를 이용하여 보강을 한 형태이기 때문에 3차원 해석에 기초한 설계과정이 요구된다. 따라서 본 연구에서는 수치해석을 통해 3차원 설계를 위한 해석적인 근거를 제시하고자 한다.