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Crack Identification Using Hybrid Neuro-Genetic Technique (인공신경망 기법과 유전자 기법을 혼합한 결함인식 연구)

  • Suh, Myung-Won;Shim, Mun-Bo
    • Journal of the Korean Society for Precision Engineering
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    • v.16 no.11
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    • pp.158-165
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    • 1999
  • It has been established that a crack has an important effect on the dynamic behavior of a structure. This effect depends mainly on the location and depth of the crack. To identify the location and depth of a crack in a structure, a method is presented in this paper which uses hybrid neuro-genetic technique. Feed-forward multilayer neural networks trained by back-propagation are used to learn the input)the location and dept of a crack)-output(the structural eigenfrequencies) relation of the structural system. With this neural network and genetic algorithm, it is possible to formulate the inverse problem. Neural network training algorithm is the back propagation algorithm with the momentum method to attain stable convergence in the training process and with the adaptive learning rate method to speed up convergence. Finally, genetic algorithm is used to fine the minimum square error.

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Chip Breaking Characteristics Depending on Equivalent Effective Rake Angle in Turning (외경선삭가공시 등가유효경사각에 따른 칩절단 특성)

  • Lee, Young-Moon;Chang, Seung-Il;Sun, Jeong-Woo;Yun, Jong-Hoon
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.3 no.2
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    • pp.25-31
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    • 2004
  • Machinability in metal cutting processes depends on cutting input conditions such as cutting velocity, feed rate, depth of cut, types of work material and tool shape factors. In this study, to assess chip breaking characteristics of a turning process, an equivalent oblique cutting system to this has been established. And the equivalent effective rake angle was determined using side rake angle, back rake angle and side cutting edge angle of the tool. A non-dimensional parameter, Chip breaking index(CB), was used to assess Chip breaking characteristics of chip in conjunction with the equivalent effective rake angle. In case of positive rake angles of the equivalent effective rake, the back rake angle has little effect on the chip breaking characteristics however, in case of negative ones, the side rake angle has some effect on Chip breaking characteristics.

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Precision Position Control of PMSM using Neural Observer and Parameter Compensator

  • Ko, Jong-Sun;Seo, Young-Ger;Kim, Hyun-Sik
    • Journal of Power Electronics
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    • v.8 no.4
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    • pp.354-362
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    • 2008
  • This paper presents neural load torque compensation method which is composed of a deadbeat load torque observer and gains compensation by a parameter estimator. As a result, the response of the PMSM (permanent magnet synchronous motor) obtains better precision position control. To reduce the noise effect, the post-filter is implemented by a MA (moving average) process. The parameter compensator with an RLSM (recursive least square method) parameter estimator is adopted to increase the performance of the load torque observer and main controller. The parameter estimator is combined with a high performance neural load torque observer to resolve problems. The neural network is trained in online phases and it is composed by a feed forward recall and error back-propagation training. During normal operation, the input-output response is sampled and the weighting value is trained multi-times by the error back-propagation method at each sample period to accommodate the possible variations in the parameters or load torque. As a result, the proposed control system has a robust and precise system against load torque and parameter variation. Stability and usefulness are verified by computer simulation and experiment.

Tele-operated Control of an Autonomous Mobile Robot Using a Virtual Force-reflection

  • Tack, Han-Ho;Kim, Chang-Geun;Kang, Shin-Chul
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.3 no.2
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    • pp.244-250
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    • 2003
  • In this paper, the relationship between a slave robot and the uncertain remote environment is modeled as the impedance to generate the virtual force to feed back to the operator. For the control of a tele-operated mobile robot equipped with camera, the tele-operated mobile robot take pictures of remote environment and sends the visual information back to the operator over the Internet. Because of the limitation of communication bandwidth and narrow view-angles of camera, it is not possible to watch the environment clearly, especially shadow and curved areas. To overcome this problem, the virtual force is generated according to both the distance between the obstacle and robot and the approaching velocity of the obstacle. This virtual force is transferred back to the master over the Internet and the master(two degrees of freedom joystick), which can generate force, enables a human operator to estimate the position of obstacle in the remote environment. By holding this master, in spite of limited visual information, the operator can feel the spatial sense against the remote environment. This force reflection improves the performance of a tele-operated mobile robot significantly.

PLUTONIUM MANAGEMENT OPTIONS: LIABILITY OR RESOURCE

  • Bairiot, Hubert
    • Nuclear Engineering and Technology
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    • v.40 no.1
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    • pp.9-20
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    • 2008
  • Since plutonium accounts for 40-50% of the power produced by uranium fuels, spent fuel contains only residual plutonium. Management of this plutonium is one of the aspects influencing the choice of a fuel cycle back-end option: reprocessing, direct disposal or wait-and-see. Different grades and qualities of plutonium exist depending from their specific generation conditions; all are valuable fissile material. Safeguard authorities watch the inventories of civil plutonium, but access to those data is restricted. Independent evaluations have led to an estimated current inventory of 220t plutonium in total (spent fuel, separated civil plutonium and military plutonium). If used as MOX fuel, it would be sufficient to feed all the PWRs and BWRs worldwide during 7 years or to deploy a FBR park corresponding to 150% of today' s installed nuclear capacity worldwide, which could then be exploited for centuries with the current stockpile of depleted and spent uranium. The energy potential of plutonium deteriorates with storage time of spent fuel and of separated plutonium, due to the decay of $^{241}Pu$, the best fissile isotope, into americium, a neutron absorber. The loss of fissile value of plutonium is more pronounced for usage in LWRs than in FBR. However, keeping the current plutonium inventory for an expected future deployment of FBRs is counterproductive. Recycling plutonium reduce the required volume for final disposal in an underground repository and the cost of final disposal. However, the benefits of utilizing an energy resource and of reducing final disposal liabilities are not the only aspects that determine the choice of a back-end policy.

A Study on Feed Back System for the Geotechnical Parameter Estimation in Underground Construction (지하구조물 건설시 역해석에 의한 지반특성치 산정)

  • 이인모;김동현
    • Proceedings of the Korean Geotechical Society Conference
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    • 1994.09a
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    • pp.191-198
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    • 1994
  • This paper deals with a feedback system for the estimation of geotechnical parameters in underground construction works. The Ordinary Least Square (OLS) Optimization Method is utilized and combined with Finite Element Program so that optimum values of ground properties can be estimated. The preperties that can be estimated are Young's and Brown's failure criteria is proposed.

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Design of robust gain scheduling controllers in uncertain nonlinear systems

  • Lee, Seon-Ho;Lim, Jong-Tae
    • 제어로봇시스템학회:학술대회논문집
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    • 1996.10a
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    • pp.231-234
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    • 1996
  • This paper considers the output regulation problems on uncertain systems. Using NR-estimator(on-line), a family of equilibrium points for the uncertain system is computed. The state variables of the closed loop system track the average value of the obtained equilibrium manifold by dynamic state feedback control.

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An Efficiency improvement of Sinusoidal Converter for Power Factor Corection (역률 보정을 위한 정현 컨버터의 효율개선)

  • 서재호;이희승
    • Proceedings of the KIPE Conference
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    • 1997.07a
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    • pp.432-435
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    • 1997
  • This Paper proposes a novel sinusoidal converter which improves input power factor and input current waveform without any complicated switching modulation such as a pulse width modulation or a complicated feed-back control. It is composed of a full bridge diode, a pair of capacitors, a pair of inductors and a pair of switching devices. The configuration and control strategy are both simple however, the sinusoidal converter effectively reduces reactive power and hamonics included in a input line current. Excellent behavior of the proposed converter is verified by theoretical analysis and experimental results.

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Development New Inverter System for Linkage Control of Punching M/C (Punching M/C의 연동 제어를 위한 새로운 Inverter System개발)

  • 조현섭
    • Proceedings of the KAIS Fall Conference
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    • 2002.05a
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    • pp.212-214
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    • 2002
  • 본 논문에서는 기존 공정 Line중 TG Feed Back방식을 이용한 Control System은 매우 고가(高價)인 외산 TG임에도 불구하고 구동 Motor의 발열로 인하여 전압 검출부 Cabon Brush의 잦은 마모로 인한 오동작으로 작업의 문제점이 표출되어 생산성이 저하되고 품질 불만 및 불량품 발생으로 생산성에 큰 손실을 입고 있다. 이러한 문제점을 해결하기 위하여 본 연구에서는 새로운 Inverter Control System을 개발하였다. 여기에 따른 파급 효과는 제품의 생산성 향상과 소모성 부품의 수입 대처 및 부분적 제어시스템의 국산화 효과를 확보 할 수 있다.

관찰

  • Kim, Jeong-Yeon
    • Cartoon and Animation Studies
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    • s.5
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    • pp.456-459
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    • 2001
  • 제작자의 작품세계에서 표현하고자 하는 시각적 언어를 감상자의 느낌과 제작자의 시점을 통해 시각적 커뮤니케이션이 이루어지도록 하고자 한다. 인간의 시각화의 차례를 역순(feed back)으로 표현하여 시각화된 2차원의 이미지 이전의 3차원에서 관찰할 수 있는 시점에서의 다양한 관찰의 시점을 제시하고자 한다. 시각적 요소들을 관찰자의 시점에서 시각적 이미지로 형성되기 이전의 관찰자의 시점에서 볼 수 있는 시점 중 4가지 시점에서의 관찰을 제시하여 시점의 표현을 관찰하고자 가능한 한 효율적인 동작으로 연구하여 제작하고자 한다.

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