• 한국정보처리학회논문지
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• 제6권5호
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• pp.1303-1311
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• 1999

In order to learn in dynamic environments, reinforcement learning algorithms like Q-learning, TD(0)-learning, TD(λ)-learning have been proposed. however, most of them have a drawback of very slow learning because the reinforcement value is given when they reach their goal state. In this thesis, we have proposed a reinforcement learning method that can approximate fast to the goal state in maze environments. The proposed reinforcement learning method is separated into global learning and local learning, and then it executes learning. Global learning is a learning that uses the replacing eligibility trace method to search the goal state. In local learning, it propagates the goal state value that has been searched through global learning to neighboring sates, and then searches goal state in neighboring states. we can show through experiments that the reinforcement learning method proposed in this thesis can find out an optimal solution faster than other reinforcement learning methods like Q-learning, TD(o)learning and TD(λ)-learning.

• 대한토목학회논문집
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• 제31권4A호
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• pp.311-321
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• 2011

RC 슬래브에 배근되는 철근비와 충격체의 충돌속도가 국부손상에 미치는 영향을 평가하기 위하여 일련의 충돌해석을 수행하였다. 해석결과, 철근비는 관입깊이 및 관통두께에 별 다른 영향을 미치지 않았으며, 후면 콘크리트의 탈락면적에는 큰 영향을 미치는 것으로 나타났다. 충격체의 충돌속도가 증가할수록 철근콘크리트 슬래브의 국부손상 정도는 증가하는 경향을 보였다. 이상의 해석결과는 격납건물 및 구조물의 내충격설계시 유용한 자료로 활용될 수 있을 것으로 기대된다.

• 한국지능시스템학회논문지
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• 제9권6호
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• pp.650-656
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• 1999

본논문에서는 라마르크 진화와 볼드윈 효과를 진화전략에 적용하여 진화전략의 수렴성에 대해서 고찰한다. 또한 진화전략의 탐색법으로 랜덤 지역탐색법과 강화 지역 탐색법을 제안한다. 랜덤지역탐색은 미리 정한 일정한 회수의 지역탐색을 랜덤하게 수행하는 것이고 강화 지역탐색은 주어진 범위내에 존재하는 모든개체의 적합도를 평가하여 가장 적합도가 높은 개체 주변을 탐색하는 것이다. 이러한 관점에서 라마르크 진화와 볼드윈 효과를 기본으로 하는 강화 지역탐색은 단순히 랜덤하게 주변개체의 적합도를 탐색하는 것이 아니라 해 공간상에서 적합도가 높아지는 방향으로 지역 탐색을 행함으로써 랜덤 지역탐색에 비해 보다 효과적으로 주변 개체를 탐색할 수 있어 전역적 탐색능력의 향상은 물론 수렴속도의 향상은 가져 올수 있었다. 결과적으로 진화과정에 학습을 도입함으로써 진화만으로 최적해를 탐색할때보다 그성능이 향상됨을 볼 수 있다, 제안한 방법은 다양한 함수최적화 문제에 적용하여 그 시뮬레이션을 통해 학습이 진화에 미치는 영향에 대해서 고찰한다.

• Structural Engineering and Mechanics
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• 제38권4호
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• pp.529-547
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• 2011

This paper presents the global-local finite cover method (GL-FCM) that is capable of analyzing structures involving local heterogeneities and propagating cracks. The suggested method is composed of two techniques. One of them is the FCM, which is one of the PU-based generalized finite element methods, for the analysis of local cohesive crack growth. The mechanical behavior evaluated in local heterogeneous structures by the FCM is transferred to the overall (global) structure by the so-called mortar method. The other is a method of mesh superposition for hierarchical modeling, which enables us to evaluate the average stiffness by the analysis of local heterogeneous structures not subjected to crack propagation. Several numerical experiments are conducted to validate the accuracy of the proposed method. The capability and applicability of the proposed method is demonstrated in an illustrative numerical example, in which we predict the mechanical deterioration of a reinforced concrete (RC) structure, whose local regions are subjected to propagating cracks induced by reinforcement corrosion.

• 대한토목학회논문집
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• 제35권2호
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• pp.265-274
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• 2015

지금까지 항공기 충돌에 대한 안전성 검토는 국부거동 및 전반거동으로 나뉘어 검토되어 왔으며, 이 중 국부거동의 평가는 RC (Reinforcement Concrete)벽체를 대상으로 실험에 기초하여 제시된 국부손상 평가식을 사용하여 검토되었다. 그러나 최근 적용이 시작된 SC (Steel plate reinforced Concrete)벽체의 항공기 충돌에 대한 국부적인 거동 및 손상을 평가할 수 있는 자료는 거의 없는 실정이다. 본 연구에서는 연성 충격체인 이상화된 항공기 엔진을 대상으로 콘크리트 벽체의 두께 및 강판의 강재비를 변수로 충돌해석을 수행하여 SC벽체 및 RC벽체의 국부손상을 평가하였다. SC벽체 및 RC벽체에 대한 충돌해석결과로부터 국부손상에서 나타나는 관입깊이를 상호 비교분석하였다.

• 한국지반공학회:학술대회논문집
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• 한국지반공학회 2005년도 지반공학 공동 학술발표회
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• pp.210-220
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• 2005

We have analyzed the stability for cut-slopes at main street 3-2 line section in Pa-ju local industrial complex. After studying an additional boring test, laboratory test and face mapping etc., we have determined the extent of reinforcement, slope inclinations and soil strength parameter from the analysis of test results. After changing the inclination of slopes for ground limit and carrying out the analysis of slope stability, we applied the Mass Nailing Method to the site because of need for reinforcement to soil and weathered rock slopes. In slope for soft and hard rock sections, we also reinforced the sections that are difficult to obtain the safety without reinforcement in alteration zone.

• 한국재료학회지
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• 제34권3호
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• pp.125-137
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• 2024

Composite laminates are used in a wide range of applications including defense, automotive, aviation and aerospace, marine, wind energy, and recreational sporting goods. These composite beams still exhibit problems such as buckling, local deformations, and interlaminar delamination. To overcome these drawbacks, a novel viscoelastic autoclave bonding with tapered epoxy reinforcement polyurethane films is proposed. In existing laminates, compression face wrinkling and interlaminar delamination is caused in the sandwich beam. The unique viscoelastic autoclave spunbond interlayer bonding is designed to prevent face wrinkling and absorb and distribute stresses induced by external loads, thereby eliminating interlaminar delamination in the sandwich beam. Also, the existing special reinforcement causes stress concentrations, and the core is not effectively connected, which directly affects the stiffness of the beam. To address this, a novel tapered epoxy polyurethane reinforcement adhesive film is proposed, whose reinforcement thickness gradually tapers as it enters the core material. This minimizes stress concentrations at the interface, preventing excessive adhesive squeeze-out during the bonding process, and improves the stiffness of the beam. Results indicate the proposed model avoids the formation of micro cracks, interlaminar delamination, buckling, and local deformations, and effectively improves the stiffness of the beam.

• International Journal of Fuzzy Logic and Intelligent Systems
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• 제1권1호
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• pp.125-130
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• 2001

In this paper, we propose a new type of evolution strategies combined with reinforcement learning. We use the variances of fitness occurred by mutation to make the reinforcement signals which estimate and control the step length of mutation. With this proposed method, the convergence rate is improved. Also, we use cauchy distributed mutation to increase global convergence faculty. Cauchy distributed mutation is more likely to escape from a local minimum or move away from a plateau. After an outline of the history of evolution strategies, it is explained how evolution strategies can be combined with the reinforcement learning, named reinforcement evolution strategies. The performance of proposed method will be estimated by comparison with conventional evolution strategies on several test problems.

• Steel and Composite Structures
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• 제11권2호
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• pp.93-114
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• 2011

Flange and web local buckling in beam plastic hinge regions of steel moment frames can prevent beam-column connections from achieving adequate plastic rotations under earthquake-induced forces. This threat is especially valid for existing steel moment frame buildings with beams that lack adequate flange/web slenderness ratios. As the use of fiber reinforced polymers (FRP) have increased in strengthening and repair of steel members in recent years, using FRPs in stabilizing local instabilities have also attracted attention. Previous computational studies have shown that longitudinally oriented glass FRP (GFRP) strips may serve to moderately brace beam flanges against the occurrence of local buckling during plastic hinging. An experimental study was conducted at Izmir Institute of Technology investigating the effects of GFRP reinforcement on local buckling behavior of existing steel I-beams with flange slenderness ratios (FSR) exceeding the slenderness limits set forth in current seismic design specifications and modified by a bottom flange triangular welded haunch. Four European HE400AA steel beams with a depth/width ratio of 1.26 and FSR of 11.4 were cyclically loaded up to 4% rotation in a cantilever beam test set-up. Both bare beams and beams with GFRP sheets were tested in order to investigate the contribution of GFRP sheets in mitigating local flange buckling. Different configurations of GFRP sheets were considered. The tests have shown that GFRP reinforcement can moderately mitigate inelastic flange local buckling.

• 콘크리트학회지
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• 제3권2호
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• pp.115-121
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• 1991

보-기둥 접합부에서 보의 축방향 철근의 슬립은 정하중 및 동하중 하에서 철근 콘크리트 골조를 손상시키는 중요한 요인중 하나이다. 이 논문은 이형철근의 국부 부착-슬립 특성에 관한 콘크리트강도 및 보강철근에 대해 실행된 실험결과를 요약하였다. 실험결과로부터 부착할렬균열(bond splitting crack)이 기둥은 축방향 철근에 의해 제어되는 한 횡방향 보강철근이 국부부착거동에 직접적인 영향을 미치지 않으며 극한부착강도는 콘크리트강도의 콘크리트강도의 제곱근에 비례해 증가함을 알 수 있었다. 이를 근거로 압축강도에 따른 보강철근 내부의 콘크리트와 이형철근의 국부 부착 응력-슬립 상관관계를 나타내는 실험모델을 유도하였다.