• 제목/요약/키워드: Large deviation

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터널 발파 진동 저감을 위한 대구경 무장약공 천공 장비의 최적 세팅조건 산정을 위한 딥러닝 적용에 관한 연구 (A Study on the Optimal Setting of Large Uncharged Hole Boring Machine for Reducing Blast-induced Vibration Using Deep Learning)

  • 김민성;이제겸;최요현;김선홍;정건웅;김기림;이승원
    • 화약ㆍ발파
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    • 제38권4호
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    • pp.16-25
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    • 2020
  • 터널 발파 굴착 시 발생되는 진동을 저감시키기 위해 사용되는 MSP(Multi-setting smart-investigation of the ground and pre-large hole boring method) 공법은 1회 천공 시 수평방향으로 50m에 달하는 장거리를 천공하기 때문에 고 중량 해머비트와 롯드의 일방향 회전으로 롯드의 처짐과 우향 현상이 동반된다. 이는 전문가의 경험과 시공 이력을 바탕으로 가변적인 세팅을 통해 일부 보정되고 있다. 그러나 암반 특성, 장비 상태, 경험 부족 등은 목표 지점으로부터 천공 오차를 발생시키는 원인이 되며, 큰 이격 오차 발생 시 재시공으로 인한 공기 증가와 경제적 손실이 발생된다. 본 연구에서는 딥러닝을 활용하여 상황별 천공 장비의 최적 세팅조건 산정 모델을 개발하였으며, 학습 과정에서 발생 가능한 과적합 문제를 방지하기 위해 dropout, early stopping, pre-training 기법들을 사용하여 향상된 결과를 도출하였다. 본 연구를 통해 대구경 천공 장비의 상황별 초기세팅 산정 모델 개발의 높은 가능성을 확인했으며, 지속적인 데이터 수집과 다양한 인자들의 추가 학습을 통해 최적화된 세팅 가이드라인을 개발할 수 있을 것으로 기대된다.

Simulating large scale structural members by using Buckingham theorem: Case study

  • Muaid A. Shhatha
    • Advances in Computational Design
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    • 제8권2호
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    • pp.133-145
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    • 2023
  • Scaling and similitude large scale structural member to small scale model is considered the most important matter for the experimental tests because of the difficulty in controlling, lack of capacities and expenses, furthermore that most of MSc and PhD students suffering from choosing the suitable specimen before starting their experimental study. The current study adopts to take large scale slab with opening as a case study of structural member where the slab is squared with central squared opening, the boundary condition is fixed from all sides, the load represents by four concentrated force in four corners of opening, as well as, the study adopts Buckingham theorem which has been used for scaling, all the parameters of the problem have been formed in dimensionless groups, the main groups have been connected by a relations, those relations are represented by force, maximum stress and maximum displacement. Finite element method by ANSYS R18.1 has been used for analyzing and forming relations for the large scale member. Prediction analysis has been computed for three small scale models by depending on the formed relations of the large scale member. It is found that Buckingham theorem is considered suitable way for creating relations among the parameters for any structural problem then making similitude and scaling the large scale members to small scale members. Finally, verification between the prediction and theoretical results has been done, it is observed that the maximum deviation between them is not more than 2.4%.

Power Sharing Method for a Grid connected Microgrid with Multiple Distributed Generators

  • Nguyen, Khanh-Loc;Won, Dong-Jun;Ahn, Seon-Ju;Chung, Il-Yop
    • Journal of Electrical Engineering and Technology
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    • 제7권4호
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    • pp.459-467
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    • 2012
  • In this paper, a grid connected microgrid with multiple inverter-based distributed generators (DGs) is considered. DG in FFC mode regulates the microgrid as a controllable load from the utility point of view as long as its output is within the capacity limit. The transition mode causes a change in frequency of microgrid due to the loss of power transferred between main grid and microgrid. Frequency deviation from the nominal value can exceed the limit if the loss of power is large enough. This paper presents a coordinated control method for inverter-based DGs so that the microgrid is always regulated as a constant load from the utility viewpoint during grid connected mode, and the frequency deviation in the transition mode is minimized. DGs can share the load by changing their control modes between UPC and FFC and stabilize microgrid during transition.

Characterization of Spray-Dried Yttrium Aluminum Garnet Powder

  • Sim, S.M.
    • The Korean Journal of Ceramics
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    • 제1권1호
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    • pp.35-39
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    • 1995
  • Yttrium aluminum garnet(YAG) powders were synthesized by spray-drying of the hydroxides coprecipitated from a mixture of aqueous solutions of $Al(NO_3)_3.9H_2O \;and\; Y(NO_3)_3.6H_2O$ Phase formation in the powders during heat treatments and their sintering charactristics were investigated. In the powder obtained by washing the hydroxides before spray-drying, a metastable yttrium aluminum hexagonal (YAH) phase was first crystallized and then transformed into YAG as temperature was increased. The formation of YAH was attributed to a deviation in compositions of the particles from the starting composition of YAG. However, the powder prepared without washing step contained a stable yttrium aluminum monoclinic(YAM) phase in addition to YAG due to a large deviation from the starting composition. A powder compact of a single phase YAG was pressureless-sintered for 4 hrs at $1700^{\circ}C$ and the density was 93% of the theoretical density.

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Fuzzy Control of Magnetic Bearing System Using Modified PDC Algorithm

  • Joongseon Joh;Lee, Sangmin
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1998년도 The Third Asian Fuzzy Systems Symposium
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    • pp.337-342
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    • 1998
  • A new fuzzy control algorithm for the control of active magnetic bearing (AMB) systems is proposed in this paper. It combines PDC design of Joh et al. [8][9] and Namdani-gype control rules using fuzzy singletons to handle the nonlinear characteristics of AMB systems efficiently. They are named fine mode control and rough mode control , respectively. The rough mode control yields the fastest response for large deviation of the rotor and the fine mode control fives desired transient response for small deviation of the rotor. The proposed algorithm is applied a AMB systems to verify the performance of the method, The comparison of the proposed method to a linear controller using a linearized model about the equilibrium point and PDC algorithm in [7] show the superiority of the proposed algorithm.

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철근콘크리트 구조물의 탄산화 내구수명 산정에 미치는 영향요인에 관한 문헌적 연구 (A Study on The Factors which Influence on Evaluating Service Life for Carbonation of RC Structures)

  • 양재원;윤선영;조형규;송훈;이한승
    • KIEAE Journal
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    • 제10권3호
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    • pp.103-110
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    • 2010
  • Carbonation is one of the major deterioration factors for concrete. So. lots of researchers have proposed the equations for determining carbonated depth and the initial time of steel corrosion due to carbonation to predict the service life of concrete structures. However, there are large gaps among the equations for predicting carbonation because each researcher has different considering factors to predict carbonation depth. So, in this study, we calculated the deviations of the proposed equations for carbonation, and we calculated each researcher different corrosion initiation time. However, it has a lot of deviation. Therefore, we evaluated the probability of steel corrosion considering each deviation using MCS, an analysis method based on probability theory. In the results, we have proposed much advanced information for determining service life of reinforced concrete structures due to carbonation.

MAG용접의 스패터 발생 및 용적이행현상에 미치는 S의 영향 (Effect of S on Spatter Generation and Droplet Transfer Phenomena of MAG Welding)

  • 안영호;이종봉;최원규
    • Journal of Welding and Joining
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    • 제19권5호
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    • pp.486-491
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    • 2001
  • The effect of S content in welding wires on spattering characteristics and droplet transfer phenomena was studied. In MAG welding using 80%Ar-$20%CO_2$ shielding gas, spattering characteristics and droplet transfer phenomena were varied with S content of wire. Sulfur addition in wire reduced surface tension of droplet and weld pool, and made arc more stable in MAG welding. With increasing S content, the spattering ratio and the ratio of large size spatter ($d{\geq}1.0mm$) were reduced in short circuit transfer mode. In spray transfer mode, spattering ratio, however was increased when sulfur was added more than 0.020wt.% because surface tension of droplets and weld pool was reduced too much even though arc stability was improved.

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열간 압연에서 2단 사이징 프레스 금형에 의한 슬래브의 변형거동 예측 (Deformation Behavior of Slab by Two-Step Sizing Press in a Hot Strip Mill)

  • 이상호;김동환;변상민;박해두;김병민
    • 소성∙가공
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    • 제14권9호통권81호
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    • pp.791-797
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    • 2005
  • Extensive width reduction of slabs is an important technology for achieving continuous production between the steelmaking and hot rolling processes. However, the vertical horizontal rolling process has many disadvantages, e.g., large width deviations and less efficient width reduction. This study was carried out to investigate the deformation of slab by sizing press with two steps die. To do it, dog-bone and camber are discussed in width sizing process considering the deformation behavior according to the deviation of anvil velocity and the deviation of initial slab temperature. In this paper, the various causes of the sizing press phenomena are mentioned for the purpose of understanding of rolling conditions. As a result, the optimal anvil shape having a minimum-forming load is obtained by FE-simulation and ANN.

받침의 구속과 편기를 갖는 경사지게 설치된 PSCI빔의 안전성 평가 (Safety Evaluation for PSCI-Beam by Tilt-Constructed with Constraint and Deviation of Bearings)

  • 박창호;신재인;이병주;서상길
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2006년도 춘계학술발표회 논문집(I)
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    • pp.346-349
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    • 2006
  • Superstructure of reinforced concrete bridges are shortened or elongated due to creep, drying shrinkage, temperature and so on. Most of bridge superstructures are free to shortening and elongation without constraint and stresses will not be induced by creep, drying shrinkage and temperature. But if bridge superstructure are constraint due to wrong setting and functional defects of bridge bearing, very large constraint forces can be induced. In this study, PSCI-Beam by tilt-constructed with constraint and deviation of bearings are presented and the effects of time-dependent constraint stress and temperature loads are investigated.

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K-means 군집화 기법을 이용한 개폐장치의 부분방전 패턴 해석 (Analysis of Partial Discharge Pattern of Closed Switchgear using K-means Clustering)

  • 변두균;김원종;이강원;홍진웅
    • 한국전기전자재료학회논문지
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    • 제20권10호
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    • pp.901-906
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    • 2007
  • In this study, we measured the partial discharge phenomenon of inside the closed switchgear, using ultra wide band antenna. The characteristics of $\Phi-q-n$ in the normal state are stable, and confirmed at less than 0.01, but in proceeding states, about 2 times larger. And in the abnormal state, it grew hundreds of times larger compared with normal state. According to K-means analysis, if slant of discharge characteristics is a straight line close to "0" and standard deviation is small, it is in a normal state. However if we can find a peak from K-means clusters and standard deviation to be large, it is in an abnormal state.