• 제목/요약/키워드: Nano accuracy

검색결과 217건 처리시간 0.026초

라디오 청취자 문자 사연을 활용한 한국어 다중 감정 분석용 데이터셋연구 (A Study on the Dataset of the Korean Multi-class Emotion Analysis in Radio Listeners' Messages)

  • 이재아;박구만
    • 방송공학회논문지
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    • 제27권6호
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    • pp.940-943
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    • 2022
  • 본 연구에서는 직접 수집한 라디오 청취자 문자 사연을 활용하여 한국어 문장 감정 분석을 수행하기 위한 한국어 데이터셋을 구성하였으며 그 특성을 분석하였다. 딥러닝 언어모델 연구가 활발해지면서 한국어 문장 감정 분석에 관한 연구도 다양하게 진행되고 있다. 그러나 한국어의 언어학적 특성으로 인해 감정 분석은 높은 정확도를 기대하기 어렵다. 또한, 긍정/부정으로만 분류되도록 하는 이진 감성 분석은 많은 연구가 이루어졌으나, 3개 이상의 감정으로 분류되는 다중 감정 분석은 더 많은 연구가 필요하다. 이에 대해 딥러닝 기반의 한국어에 대한 다중 감정 분석 모델의 정확도를 높이기 위한 한국어 데이터셋 구성에 관한 고찰과 분석이 필요하다. 본 논문에서는 설문조사와 실험을 통해 감정 분석이 실행되는 과정에서 한국어 감정 분석이 어떤 이유 때문에 어려운지 분석하고 정확도를 향상시킬 수 있는 데이터셋 조성에 대한 방안을 제시하였으며 한국어 문장 감정 분석에 근거로 활용할 수 있게 하였다.

초소경 엔드밀링을 이용한 미세 가공특성 분석 및 응용가공 (Analysis of Micro Machining Characteristics using End-milling and Its Applications)

  • 최환진;박언석;전은채;제태진;최두선
    • 한국정밀공학회지
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    • 제29권12호
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    • pp.1279-1284
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    • 2012
  • Micro structures which are widely used at various fields are commonly fabricated by lithograph, etching and laser methods. Recently, with the emergence of micro tools and ultra-precision machine tools, fabrication of the micro structures obtained using end-milling are studied. However, there are some problems due to the diameter of the micro end-mill getting smaller below $100{\mu}m$. The micro run-out resulted from miniaturization of end-mills have influence seriously on accuracy of micro structures. The error of run-out with a tooling jig showed a decrease of about $9.3{\mu}m$. Furthermore, micro structures with width of $30{\mu}m$ could be applied through experiments of slot machining obtained using 30 and $50{\mu}m$ end-mill. Also, narrow angle structures with $30^{\circ}$ angle could be applied through analysis of machining acute angle structures. Based on basic experiments, micro fluidics channels and spiral patterns for air bearing were machined.

Investigation on hygro-thermal vibration of P-FG and symmetric S-FG nanobeam using integral Timoshenko beam theory

  • Matouk, Hakima;Bousahla, Abdelmoumen Anis;Heireche, Houari;Bourada, Fouad;Bedia, E.A. Adda;Tounsi, Abdelouahed;Mahmoud, S.R.;Tounsi, Abdeldjebbar;Benrahou, K.H.
    • Advances in nano research
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    • 제8권4호
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    • pp.293-305
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    • 2020
  • In the current research, the free vibrational behavior of the FG nano-beams integrated in the hygro-thermal environment and reposed on the elastic foundation is investigated using a novel integral Timoshenko beam theory (ITBT). The current model has only three variables unknown and requires the introduction of the shear correction factor because her uniformed variation of the shear stress through the thickness. The effective properties of the nano-beam vary according to power-law and symmetric sigmoid distributions. Three models of the hygro-thermal loading are employed. The effect of the small scale effect is considered by using the nonlocal theory of Eringen. The equations of motion of the present model are determined and resolved via Hamilton principle and Navier method, respectively. Several numerical results are presented thereafter to illustrate the accuracy and efficiency of the actual integral Timoshenko beam theory. The effects of the various parameters influencing the vibrational responses of the P-FG and SS-FG nano-beam are also examined and discussed in detail.

레이저 용접 로봇의 경로 생성에 관한 연구 (Study on Path Generation for Laser Welding Robot)

  • 강희신;서정;박경택
    • 한국레이저가공학회지
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    • 제13권4호
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    • pp.14-20
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    • 2010
  • Robot path generation and laser welding technology for manufacturing automotive body are studied. Laser welding and industrial robot systems are used with the robot based laser welding system. The laser system used in this study is 1.6kW Fiber laser, while the robot system is 6 axes Industrial robot (payload: 130kg). The robot based laser welding system is equipped with laser scanner system for remote laser welding. The laser source, robot and laser scanner system are used to increase the processing speed and to improve the process efficiency. The welding joints of steel plate are butt and lapped joints. The quality test of the laser welding are through the observation the shape of bead on plate and cross-section of welding part. The 3 dimensional laser welding for non-linear pipe welding line is performed. This paper introduces the robot based laser welding system to resolve the limited welding speed and accuracy of the conventional spot welding system.

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Size-dependent damped vibration and buckling analyses of bidirectional functionally graded solid circular nano-plate with arbitrary thickness variation

  • Heydari, Abbas
    • Structural Engineering and Mechanics
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    • 제68권2호
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    • pp.171-182
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    • 2018
  • For the first time, nonlocal damped vibration and buckling analyses of arbitrary tapered bidirectional functionally graded solid circular nano-plate (BDFGSCNP) are presented by employing modified spectral Ritz method. The energy method based on Love-Kirchhoff plate theory assumptions is applied to derive neutral equilibrium equation. The Eringen's nonlocal continuum theory is taken into account to capture small-scale effects. The characteristic equations and corresponding first mode shapes are calculated by using a novel modified basis in spectral Ritz method. The modified basis is in terms of orthogonal shifted Chebyshev polynomials of the first kind to avoid employing adhesive functions in the spectral Ritz method. The fast convergence and compatibility with various conditions are advantages of the modified spectral Ritz method. A more accurate multivariable function is used to model two-directional variations of elasticity modulus and mass density. The effects of nanoscale, in-plane pre-load, distributed dashpot, arbitrary tapering, pinned and clamped boundary conditions on natural frequencies and buckling loads are investigated. Observing an excellent agreement between results of current work and outcomes of previously published works in literature, indicates the results' accuracy in current work.

Solid Phase Extraction of Celecoxib from Drug Matrix and Biological Fluids by Grafted Poly β-cyclodextrine/allyl Amine Magnetic Nano-particles

  • Kamari, Sahar;Panahi, Homayon Ahmad;Baimani, Nasim;Moniri, Elham
    • Korean Chemical Engineering Research
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    • 제55권3호
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    • pp.287-295
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    • 2017
  • Using nanotechnology, magnetic nanoparticles of iron oxide were produced via co-precipitation method and followed modification with organic compounds. In the next step, functionalized monomer was provided via coupling ${\beta}$-cyclodextrine and allylamine onto modified magnetic nanoparticles. These nanoparticles were used to establish the adsorption rate of celecoxib. Magnetic nanoparticles are modified by (3-mercaptopropyl)trimethoxysilane. Nano-adsorbent was characterized by analytical and spectroscopic methods, such as Fourier transform infrared spectroscopy, elemental analysis, thermo-gravimetric analysis, and transmission electron microscopy (TEM). Laboratory parameters, such as the kinetics of adsorption isotherms, pH, reaction temperature and capacity were optimized. Finally, by using this nano-adsorbent in the optimized condition, extraction of celecoxib from biological samples as urine, drug matrix and blood plasma was carried out by high performance liquid chromatography with sensitivity and high accuracy.

마이크로 및 나노 박막의 잔류응력을 측정하기위한 새로운 방법 (A New Method for Measuring Residual Stress in Micro and Nano Films)

  • 강기주
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2003년도 춘계학술대회
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    • pp.438-444
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    • 2003
  • A new method to measure residual stress in micron and nano scale films is described. In the theory it is based on Linear Elastic Fracture Mechanics. And in the techniques it depends on the combined capability of the focused ion beam (FIB) imaging system and of high-resolution digital image correlation (DIC) software. The method can be used for any film material (whether amorphous or crystalline) without thinning the substrate. In the method, a region of the film surface is highlighted and scanning electron images of that region taken before and after a long slot, depth a, is introduced using the FIB. The DIC software evaluates the displacement of the surface normal to the slot due to the stress relaxation by using features on the film surface. To minimize the influence of signal noise and rigid body movement, not a few, but all of the measure displacements are used for determining the real residual stress. The accuracy of the method has been assessed by performing measurements on a nano film of diamond like carbon (DLC) on glass substrate and on micro film of aluminum oxide thermally grown on Fecrally substrate. It is shown that the new method determines the residual stress ${\sigma}_R=-1.73$ GPa for DLC and ${\sigma}_R=-5.45$ GPa for the aluminum oxide, which agree quite well with ones measured independently.

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분자동역학을 이용한 다공성 물질 건조공정 멀티스케일 시뮬레이션(2부: 미시 물성) (Multi-scale simulation of drying process for porous materials using molecular dynamics (part 2: material properties))

  • 백성민;금영탁
    • 한국결정성장학회지
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    • 제15권4호
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    • pp.162-167
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    • 2005
  • 건조공정 중인 다공성 물질의 물성은 재료의 비균질성 즉 전위, 입자, 입계, 균열, 기공과 같은 미시적인 결함인자들의 영향을 받는다. 따라서 다공성 물질의 건조공정을 전산 시뮬레이션하기 위해서는 원자 스케일 해석을 통한 미시적 물성을 알아야 한다. 본 연구에서는 분자동역학 시뮬레이션을 이용하여 원자 모델을 구성하고 원자 상호간 거동을 예측하여 재료의 미시적 물성을 계산하였다. 이렇게 구한 탄성계수, 열팽창계수, 체적 열용량은 실험 및 이론에 기초한 결과들과 비교하여 검증하였다.

Modeling mechanical strength of self-compacting mortar containing nanoparticles using wavelet-based support vector machine

  • Khatibinia, Mohsen;Feizbakhsh, Abdosattar;Mohseni, Ehsan;Ranjbar, Malek Mohammad
    • Computers and Concrete
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    • 제18권6호
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    • pp.1065-1082
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    • 2016
  • The main aim of this study is to predict the compressive and flexural strengths of self-compacting mortar (SCM) containing $nano-SiO_2$, $nano-Fe_2O_3$ and nano-CuO using wavelet-based weighted least squares-support vector machines (WLS-SVM) approach which is called WWLS-SVM. The WWLS-SVM regression model is a relatively new metamodel has been successfully introduced as an excellent machine learning algorithm to engineering problems and has yielded encouraging results. In order to achieve the aim of this study, first, the WLS-SVM and WWLS-SVM models are developed based on a database. In the database, nine variables which consist of cement, sand, NS, NF, NC, superplasticizer dosage, slump flow diameter and V-funnel flow time are considered as the input parameters of the models. The compressive and flexural strengths of SCM are also chosen as the output parameters of the models. Finally, a statistical analysis is performed to demonstrate the generality performance of the models for predicting the compressive and flexural strengths. The numerical results show that both of these metamodels have good performance in the desirable accuracy and applicability. Furthermore, by adopting these predicting metamodels, the considerable cost and time-consuming laboratory tests can be eliminated.

고속 세틀링과 고정밀 위치 제어를 위한 모드 변경 제어 기법 (A New Mode Switching Control for Fast Settling and High Precision Positioning)

  • 김정재;최영만;김기현;권대갑;홍동표
    • 반도체디스플레이기술학회지
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    • 제5권4호
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    • pp.1-4
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    • 2006
  • Recently, with rapid development of digital media like semiconductor and large flat panel display, the manufacturing equipment is required to have high precision over large travel range. Moreover it should have high product throughput. To achieve high product throughput, a controller should perform fast point-to-point motion and high precision positioning after settling in spite of external disturbances or residual vibrations. We proposed a new mode switching control algorithm with an application to dual stage for long range and high precision positioning. The proposed algorithm uses a proximate time-optimal servomechanism for the fast settling and a time-delay controller for the high precision positioning. Experimental results show that the proposed method enables smooth mode switching and improves the settling time and the precision accuracy after settling by over than 33% and 45%, respectively.

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