• 지구물리와물리탐사
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• 제23권2호
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• pp.72-88
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• 2020

최근 컴퓨터 하드웨어 성능의 급속한 발전으로 인해 계산 비용이 상대적으로 낮아지면서 기계 학습 기법을 지구물리학적 문제에 적용하는 사례가 점차 증가하고 있다. 특히 심층 학습 기법이 복잡하고 비선형적인 문제를 성공적으로 해결하는 사례가 많아지면서 큰 인기를 얻고 있다. 이 논문에서는 심층 학습 기법을 이용한 탄성파 자료 잡음 제거 적용사례를 조사하고 소개하였다. 감쇠하고자 하는 잡음 유형에 따라 일관성 잡음 적용사례, 무작위 잡음 적용사례, 일관성 잡음 및 무작위 잡음 적용사례로 분류하였고 해당 잡음 제거에 사용된 심층 학습 기법에 대해 조사하였다. 대표적인 심층 학습 기법인 심층 신경망은 탄성파 잡음 제거에 사용된 기존 기법과 달리 잡음의 특징을 스스로 학습하며 매개변수를 자동으로 최적화한다. 따라서 기존 기법에 비해 일반화 문제에 덜 민감하며 인적 비용을 절감할 수 있다. 또한 여러 연구 사례를 통해 계산 비용이나 잡음 제거 성능 측면에서도 심층 학습 기법이 뛰어난 성과를 달성하는 것을 보여주었다. 연구 결과들을 토대로 탄성파 잡음 제거에 사용된 심층 학습 기법의 장단점에 대해 분석하고 논의하였다.

• Earthquakes and Structures
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• 제24권6호
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• pp.455-475
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• 2023

The present study investigates the non-linear soil-pile interaction using three-dimensional (3D) non-linear finite element models. The numerical models were validated by using the results of extensive pile load and shaking table tests. The pile performance in liquefiable and non-liquefiable soil has been studied by analyzing the liquefaction ratio, pile lateral displacement (LD), pile bending moment (BM), and frictional resistance (FR) results. The pile models have been developed for the different ground conditions. The study reveals that the results obtained during the pile load test and shaking cycles have good agreement with the predicted pile and soil response. The soil density, peak ground acceleration (PGA), slenderness ratio (L/D), and soil condition (i.e., dry and saturated) are considered during modeling. Four ground motions are used for the non-linear time history analyses. Consequently, design charts are proposed depended on the analysis results to be used for design practice. Eleven models have been used to validate the capability of these charts to capture the soil-pile response under different seismic intensities. The results of the present study demonstrate that L/D ratio slightly affects the lateral displacement when compared with other parameters. Also, it has been observed that the increasing in PGA and decreasing L/D decreases the excess pore water pressure ratio; i.e., increasing PGA from 0.1 g to 0.82 g of loose sand model, decrease the liquefaction ratio by about 50%, and increasing L/D from 15 to 75 of the similar models (under Kobe earthquake), increase this ratio by about 30%. This study reveals that the lateral displacement increases nonlinearly under both dry and saturated conditions as the PGA increases. Similarly, it is observed that the BM increases under both dry and saturated states as the L/D ratio increases. Regarding the acceleration histories, the pile BM was reduced by reducing the acceleration intensity. Hence, the pile BM decreased to about 31% when the applied ground motion switched from Kobe (PGA=0.82 g) to Ali Algharbi (PGA=0.10 g). This study reveals that the soil conditions affect the relationship pattern between the FR and the PGA. Also, this research could be helpful in understanding the threat of earthquakes in different ground characteristics.

• 국제초고층학회논문집
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• 제6권3호
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• pp.249-259
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• 2017

The use of high-strength steels in construction of highrise and mega building structures can bring about many technological advantages from fabrication to erection. However, key design criteria such as local and lateral stability in current steel design specifications were developed based on tests of ordinary steels which have stress-strain characteristics very different from that of high strength steels. A series of tests on 800 MPa tensile strength steel (HSA800) members are summarized in this paper which were conducted to investigate the appropriateness of extrapolating current ordinary-steel based design criteria to high strength steels. 800 MPa I-shape beam specimens designed according to flange local buckling (FLB) criteria of the AISC Specification developed a sufficient strength for elastic design and a marginal rotation capacity for plastic design. It is shown that, without introducing distinct and significant yield plateau to the stress-strain property of high-strength steel, it is inherently difficult to achieve a high rotation capacity even if all the current stability limits are met. 800 MPa I-shape beam specimens with both low and high warping rigidity exhibited sufficient lateral torsional buckling (LTB) strength. HSA800 short-column specimens with various edge restraint exhibited sufficient local buckling strength under uniform compression and generally outperformed ordinary steel specimens. The experimental P-M strength was much higher than the AISC nominal P-M strength. The measured residual stresses indicated that the impact of residual stress on inelastic buckling of high-strength steel is less. Cyclic seismic test results showed that HSA800 members have the potential to be used as non-ductile members or members with limited ductility demand in seismic load resisting systems. Finally, recent applications of 800 MPa high strength steel to highrise and mega building structures in Korea are briefly presented.

• Geomechanics and Engineering
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• 제4권3호
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• pp.173-190
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• 2012

With recent growing interests in the Performance-Based Seismic Design and Assessment Methodology, more realistic modeling of a structural system is deemed essential in analyzing, designing, and evaluating both newly constructed and existing buildings under seismic events. Consequently, a shallow foundation element becomes an essential constituent in the implementation of this seismic design and assessment methodology. In this paper, a contact interface fiber section element is presented for use in modeling soil-shallow foundation systems. The assumption of a rigid footing on a Winkler-based soil rests simply on the Euler-Bernoulli's hypothesis on sectional kinematics. Fiber section discretization is employed to represent the contact interface sectional response. The hyperbolic function provides an adequate means of representing the stress-deformation behavior of each soil fiber. The element is simple but efficient in representing salient features of the soil-shallow foundation system (sliding, settling, and rocking). Two experimental results from centrifuge-scale and full-scale cyclic loading tests on shallow foundations are used to illustrate the model characteristics and verify the accuracy of the model. Based on this comprehensive model validation, it is observed that the model performs quite satisfactorily. It resembles reasonably well the experimental results in terms of moment, shear, settlement, and rotation demands. The hysteretic behavior of moment-rotation responses and the rotation-settlement feature are also captured well by the model.

• 한국공간구조학회논문집
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• 제10권4호
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• pp.93-102
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• 2010

본 연구에서는 MR 감쇠기와 FPS를 사용하여 구성된 스마트 스카이브릿지를 제안하였으며 스마트 스카이브릿지로 연결된 인접건물의 지진응답 제어성능을 분석하였다. 이를 위하여 스마트 스카이브릿지로 연결된 10층과 20층 구조물을 예제 구조물로 선택하였고 근거리 (near fault) 및 원거리 (far fault) 지진의 특성을 가지는 El Centro 지진과 Kobe지진을 사용하여 시간이력해석을 수행하였다. 스마트 스카이브릿지블 효과적으로 제어하기 위해서 퍼지논리제어기를 개발하였으며 퍼지논리제어기를 최적화하기 위하여 다목적 유전자알고리즘을 사용하였다. 최적화결과 10층 건물의 지진응답과 20층 건물의 지진응답 사이에는 상충관계 (trade-off)가 있는 것을 알 수 있었고 다목적 유전자알고리즘을 통해서 두 건물의 지진응답 제어에 대한 퍼지논리제어거의 파레토 해집합을 구할 수 있었다. 수치해석결과 본 연구에서 제안한 스마트 스카이브릿지를 사용하면 연결된 건물의 지진응답을 효율적으로 저감시킬 수 있는 것을 알 수 있었다.

• Smart Structures and Systems
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• 제31권3호
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• pp.275-281
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• 2023

In recent years, technological developments have rapidly increased the number of complex structures and equipment in the industrial. Accordingly, the prognostics and health monitoring (PHM) technology has become significant. The safety assessment of industrial sites requires data obtained by installing a number of sensors in the structure. Therefore, digital twin technology, which forms the core of the Fourth Industrial Revolution, is attracting attention in the safety field. The research on digital twin technology of structures subjected to seismic loads has been conducted recently. Hence, this study proposes a digital twin system that estimates the responses and arbitrary load in real time by utilizing the minimum sensor to a pipe that receives a seismic and arbitrary load. To construct the digital twin system, a finite-element model was created considering the dynamic characteristics of the pipe system, and then updating the finite-element model. In addition, the calculation speed was improved using a finite-element model that applied the reduced-order modeling (ROM) technology to achieve real-time performance. The constructed digital twin system successfully and rapidly estimated the load and the point where the sensor was not attached. The accuracy of the constructed digital twin system was verified by comparing the response of the digital twin model with that derived by using the load estimated from the digital twin model as input in the finite-element model.

• 대한토목학회논문집
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• 제28권1C호
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• pp.31-40
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• 2008

본 연구에서는 지진하중을 받는 Single Column/Shaft의 내진해석으로 의사정적해석법을 적용하였으며 해석상에서 지반의 비선형 거동특성을 나타내는 다양한 수평방향 하중전이특성(p-y 곡선, Bi-linear 곡선)를 이용하여 지반-말뚝의 상호작용을 고려하였다. 비선형 지반모델을 적용한 해석은 지반-말뚝 시스템의 지진거동을 간편히 예측할 수 있었으며 동일한 해석조건에서 응답변위법에 의한 Single Column/Shaft의 수평거동이 진도법에 근거하여 산정한 해석결과보다 크게 예측되었다. 두부경계조건과 상대강성이 Single Column/Shaft의 단면력에 미치는 영향을 분석하기 위해 다양한 지반모델에 대한 변수연구를 수행한 결과, 두부경계가 고정이고 말뚝강성이 감소할수록 수평변위가 작은 것으로 나타났으며, JRA의 Bi-linear 지반모델을 적용한 해석은 Single Column/Shaft의 수평거동을 비교적 정확히 예측하였다.

• 한국전산구조공학회논문집
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• 제19권2호
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• pp.187-194
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• 2006

일반적으로 구조물이 지진하중에 저항하기 위해서는 충분한 강성과 연성을 확보하여야 한다. 본 연구에서는 대공간 구조시스템의 지붕 구조와 하부 구조 사이에 면진 장치를 도입하는 방법을 사용하여 동적 거동 특성을 규명한다. 하부 구조의 강성과 질량의 크기에 대한 영향을 고려한 대공간 구조 시스템의 동적 거동 특성 규명 및 해석 과정 단순화를 위해 병렬 다질점계 등가모델을 도입한 본 논문은 향후 대공간 구조물의 성능 설계를 위한 기초적인 연구가 될 것이다.

• Earthquakes and Structures
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• 제18권5호
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• pp.637-648
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• 2020

In this study, a new steel cylindrical shell configuration of the dissipative energy device is proposed to improve lateral ductility and to reduce the damage of the structures against seismic forces. Four nested-eccentric- cylindrical shells are used to constructing this device; therefore, this proposed device is named nested-eccentric-cylindrical shells damper (NECSD). The particular configuration of the nested-eccentric-cylindrical shells is applied to promote the mechanical characteristics, stability, and overall performance of the damper in cyclic loads. Shell-type components are performed as a combination of series and parallel non-linear springs into the in-plan plastic deformation. Numerical analysis with respect to dimensional variables are used to calculate the mechanical characteristics of the NECSD, and full-scale testing is conducted for verifying the numerical results. The parametric study shows the NECSD with thin shells were more flexible, while devices with thick shells were more capacious. The results from numerical and experimental studies indicate that the NECSD has a stable behavior in hysteretic loops with highly ductile performance, and can provide appropriate dissipated energy under cyclic loads.

• Earthquakes and Structures
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• 제4권1호
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• pp.63-84
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• 2013

A semi-active mass damping (SMD) system with magnetorheological (MR) dampers focusing on low- and mid-rise buildings is proposed in this paper. The main purpose of this study is to integrate the reliable characteristics of the traditional tuned mass damper (TMD) and the superior performance of the active mass damper (AMD) to the new system. In addition, the commonly seen solution of deploying dense seismic dampers throughout the structure nowadays to protect the main structure is also expected to switch to the developed SMD system on the roof with a similar reduction performance. In order to demonstrate this concept, a full-size three-story steel building representing a typical mid-rise building was used as the benchmark structure to verify its performance in real life. A numerical model with the interpolation technique integrated was first established to accurately predict the behavior of the MR dampers. The success of the method was proven through a performance test of the designated MR damper used in this research. With the support of the MR damper model, a specific control algorithm using a continuous-optimal control concept was then developed to protect the main structure while the response of the semi-active mass damper is discarded. The theoretical analysis and the experimental verification from a shaking table test both demonstrated the superior mitigation ability of the method. The proposed SMD system has been demonstrated to be readily implemented in practice.