• 제목/요약/키워드: Model compression

검색결과 1,794건 처리시간 0.03초

탄소섬유보강 플라스틱시트로 외부보강된 RC 슬래브의 p-Version 비선형 유한요소 해석 (p-Version Nonlinear Finite Element Analysis of RC Slabs Strengthened with Externally Bonded CFRP Sheets)

  • 조진구;박진환
    • 한국농공학회논문집
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    • 제48권1호
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    • pp.61-68
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    • 2006
  • The p-version nonlinear finite element model has been developed to analyze the nonlinear behavior of simply supported RC slabs strengthened with carbon fiber reinforced plastic sheets. The shape function is adopted with integral of Legendre polynomials. The compression model of concrete is based on the Kupfer's yield criterion, hardening rule, and crushing condition. The cracking behavior is modeled by a smeared crack model. In this study, the fixed crack approach is adopted as being geometrically fixed in direction once generated. Each steel layer has a uniaxial behavior resisting only the axial force in the bar direction. Identical behavior is assumed fur tension and compression of steel according to the elastic modulus. The carbon fiber reinforced plastic sheets are considered as reinforced layers of equivalent thickness with uniaxial strength and rigidity properties in the present model. It is shown that the proposed model is able to adequately predicte the displacement and ultimate load of nonlinear simply supported RC slabs by a patch with respect to reinforcement ratio, thickness and angles of CFRP sheets.

효율적인 Transformer 모델 경량화를 위한 구조화된 프루닝 (Structured Pruning for Efficient Transformer Model compression)

  • 류은지;이영주
    • 반도체공학회 논문지
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    • 제1권1호
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    • pp.23-30
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    • 2023
  • 최근 거대 IT 기업들의 Generative AI 기술 개발로 Transformer 모델의 규모가 조 단위를 넘어가며 기하급수적으로 증가하고 있다. 이러한 AI 서비스를 지속적으로 가능케 하기 위해선 모델 경량화가 필수적이다. 본 논문에서는 하드웨어 친화적으로 구조화된(structured) 프루닝 패턴을 찾아 Transformer 모델의 경량화 방법을 제안한다. 이는 모델 알고리즘의 특성을 살려 압축을 진행하기 때문에 모델의 크기는 줄어들면서 성능은 최대한 유지할 수 있다. 실험에 따르면 GPT2 와 BERT 언어 모델을 프루닝할 때 제안하는 구조화된 프루닝 기법은 희소성이 높은 영역에서도 미세 조정된(fine-grained) 프루닝과 거의 흡사한 성능을 보여준다. 이 접근 방식은 미세 조정된 프루닝 대비 0.003%의 정확도 손실로 모델매개 변수를 80% 줄이고 구조화된 형태로 하드웨어 가속화를 진행할 수 있다.

MPEG-II AAC Encoder의 perceptual Model에 관한 연구 (A study on the Perceptual Model for MPEG II AAC Encoder)

  • 구대성;김정태;이강현
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 하계종합학술대회 논문집(3)
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    • pp.93-96
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    • 2000
  • Currently, the most important technology is the compression methods in the multimedia society. Audio files are rapidly propagated through internet. MP-3 is offered to CD tone quality in 128Kbps, but 64Kbps below tone quality is abruptly down and high bitrate. on the other hand, MPEG-II AAC (Advanced Audio Coding) is not compatible with MPEG-I, but AAC has a high compression ratio 1.4 better than MP-3. Especially, AAC has max. 7.1 channel and 96KHz sampling rate. In this paper, the perceptual model is dealt with 44.1KHz sampling rate for SMR(Signal to Masking Ratio)

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초기함수비 변화에 의한 풍화잔류토의 응력-변형률 해석 (Analysis of Stress-Strain of Weathered Residual Granite Soil with Variation of the Initial Water Content)

  • 김찬기
    • 한국농공학회지
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    • 제41권2호
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    • pp.80-91
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    • 1999
  • This paper presents the stress-strain , volumetric strain characteristics of the Pocheon weathered residual granite soil with variation of the initial water content under drained conditions. A series of consolidated drained triaxial compressiion tests and isotrpc compression tests with various initial water content on specimens were performed. All material parameters of Lade's double work hardening model were determined by using the results of tests. Most aspects of the soil behavior measured in the triaxial compression tests were reproduced with good accuracy by the constitutive model . Therefore double work hardening model has been shown to be applicable to weathered residual granite soil.

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304 스테인리스강의 열간동적재결정과 미세조직 예측 (The Prediction of Dynamic Recrystallization and Grain Size of 304 Stainless Steel during Hot Deformation)

  • 권영표;조종래;이성열;이정환
    • 소성∙가공
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    • 제10권7호
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    • pp.573-578
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    • 2001
  • The flow stress of 304 stainless steel during hot forming process were determined by conducting hot compression tests at the range of 1273 K∼1423 K and 0.05 /s∼2.0 /s as these are typical temperature and strain rate in hot forging operation. In this material, Dynamic recrystallization was found to be the major softening mechanism with this conditions as Previous studies. Based on the observed phenomena, a constitutive model of flow stress was assumed as a function of strain, strain rate, temperature. In the constitutive model, the effects of strain hardening and dynamic recrystallization were taken into consideration. A finite element method connected to constitutive model was performed to predict the dynamic recrystallization behaviors and also stress-strain curves in hot compression of 304 stainless steel.

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압축하중을 받는 홀을 가진 적층판에 관한 해석 (Analysis of Laminate Plates Containing an Open Hole Subjected to Compression)

  • 이행기;김봉래
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2006년도 정기 학술대회 논문집
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    • pp.104-107
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    • 2006
  • Numerical analysis on laminated plates containing an open hole subjected to compression is conducted to predict the damage constitutive behaviour of the plates. A micromechanical constitutive model for unidirectional laminated composites proposed by Liang et a1. (2006), in conjunction with damage models (Karihaloo and Fu, 1989, 1999; Zhao and Weng, 1996, 1997), is implemented into the finite element code ABAQUS to conduct the numerical analysis. The predictions are compared with experiments (Lessard and Chang, 1991) to verify the accuracy of the present analysis.

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연속냉간압연의 두께제어 성능향상에 관한 연구 (A Study on Improvement of Performance of Thickness Control in Tandem Cold Rolling Mill)

  • 손준식;김일수;권욱현;최승갑;박철재
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2000년도 제15차 학술회의논문집
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    • pp.323-323
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    • 2000
  • In the tandem cold wiling mill, the quality is very in portant, and requirements for thickness accuracy become more strict. However, the mathematical model for prediction of rolling force was not considered an elastic deformation at the entry and delivery side of the contacted area between the worked roll and rolling strip so that there was so difficult to control of the thickness. To overcome this problem, the mathematical model included an elastic deformation of strip has been developed and applied to the field in order to predict the rolling force. The simulated results showed that the end of elastic recovery should be included the model, even if the effect of elastic compression was not important.

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비등방 압밀된 다짐화강풍화토의 응력-변형률 거동 예측 (Prediction of Stress-strain Behavior for Anisotropic Consolidated Compacted Decomposed Granite Soil)

  • 정진섭;양재혁
    • 한국농공학회지
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    • 제45권2호
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    • pp.86-95
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    • 2003
  • During this study, constant stress ratio tests with previous compression anisotropic stress history are performed on compacted decomposed granite soil sampled at Iksan, Jeonbuk. Yielding points are determined from stress-strain curves. The shape and characteristics of compression anisotropic yield curves is examined. In addition, the measured value of yielding curve and stress-strain behavior is predicted by Yasufuku's anisotropic constitutive model based on non-associated flow rule. The main results are summarized as follows : 1) Shape of yielding curves shows almost ellipse but asymmetry with respect to stress path during previous consolidation stress. 2) Yasufuku's anisotropic constitutive model is suitable in evaluation of yielding curves on anisotropic consolidated decomposed granite soil. 3) The predicted stress-strain curve shows reasonable agreement to measured behaviours.

철도 강화노반재료의 정ㆍ동적 특성 분석 (Analysis of Static and Dynamic Characteristics of Reinforced Roadbed Materials)

  • 황선근;신민호;이성혁;이시한;최찬용
    • 한국철도학회논문집
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    • 제3권1호
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    • pp.34-41
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    • 2000
  • The analysis of static and dynamic characteristics of reinforced roadbed materials was performed through model and laboratory tests. The strength characteristic of reinforced roadbed materials such as HMS-25 and soil were investigated through the unconfined axial compression test, the model soil box test and the combined resonant column and torsional shear test. The unconfined axial compression strength of HMS-25 shows a steady increasement in strength due to the chemical hardening reaction between HMS-25 and water. The result of model soil box test reveals that railroad roadbed of HMS-25 is better than that of soil in several aspects, such as, bearing capacity and settlement. The combined resonant column and torsional shear test result indicates that shear modulus of HMS-25 and soil increase with the power of 0.5 to the confining pressure and linear relationship to normalized shear modulus and damping ratio.

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연속냉간압연의 두께제어 모델 개발에 관한 연구 (A Study on Development of Setup Model for Thickness Control in Tandem Cold Rolling Mill)

  • 손준식;김일수;권욱현;최승갑;박철재;이덕만
    • 한국공작기계학회논문집
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    • 제10권5호
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    • pp.96-103
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    • 2001
  • The quality requirements for thickness accuracy in cold rolling continue to become more stringent, particularly in response to exacting design specification from automotive customers. One of the major impacts from the tighter tolerance level is more unusable product on the head end and tail end of tandem mill coils when the mill is in transition to or from steady state rolling condition. A strip thickness control system for a tandem cold steel rolling mills is composed with blocked non-interacting controller and controllers for strip thickness and tension control of each rolling stands. An intelligent mathematical model included an elastic deformation of strip has been developed and applied to the field in order to predict the rolling force. The simulated results showed that the effect of elastic recovery should be included the model, even if the effect of elastic compression was not important.

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