• 제목/요약/키워드: Adjusted Means

검색결과 240건 처리시간 0.022초

Context-based 클러스터링에 의한 Granular-based RBF NN의 설계 (The Design of Granular-based Radial Basis Function Neural Network by Context-based Clustering)

  • 박호성;오성권
    • 전기학회논문지
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    • 제58권6호
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    • pp.1230-1237
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    • 2009
  • In this paper, we develop a design methodology of Granular-based Radial Basis Function Neural Networks(GRBFNN) by context-based clustering. In contrast with the plethora of existing approaches, here we promote a development strategy in which a topology of the network is predominantly based upon a collection of information granules formed on a basis of available experimental data. The output space is granulated making use of the K-Means clustering while the input space is clustered with the aid of a so-called context-based fuzzy clustering. The number of information granules produced for each context is adjusted so that we satisfy a certain reconstructability criterion that helps us minimize an error between the original data and the ones resulting from their reconstruction involving prototypes of the clusters and the corresponding membership values. In contrast to "standard" Radial Basis Function neural networks, the output neuron of the network exhibits a certain functional nature as its connections are realized as local linear whose location is determined by the values of the context and the prototypes in the input space. The other parameters of these local functions are subject to further parametric optimization. Numeric examples involve some low dimensional synthetic data and selected data coming from the Machine Learning repository.

삼단중유연소 버너에서 다단비가 연소현상에 미치는 영향에 대한 수치 연구 (Numerical study on the effects of air staging on combustion in the three air stage heavy oil fired combustion system)

  • 이승수;김혁주;박병식;김종진;최규성
    • 한국연소학회:학술대회논문집
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    • 한국연소학회 2004년도 제28회 KOSCO SYMPOSIUM 논문집
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    • pp.235-241
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    • 2004
  • Computations were performed to investigate the effects of air staging on combustion in three stage heavy-oil fired combustion burner. The burner was designed for 3 MW. Different amounts of air are introduced into each 3 three stages by means of each dampers. The goal of the study is to understand combustion phenomena according to each air stage mass ratios through CFD. Air flow rates at three inlets are adjusted by dampers inside a burner. Here, injection conditions of liquid fuel are kept constant throughout all simulations. This assumption is made in order to limit the complexity of oil combustion though it may cause some disagreement. In case of cold flows, only longitudinal velocities arc considered, On the other hand, flow, temperature and NOx generations are taken into account for reactive flows. Simple parametric study was conducted by setting 1'st air stage mass ratio as a parameter. And an optimal operation condition was found. The computational study is based on k-e model, P-1 radiation model(WSGGM) and PDF, and is implemented on a commercial code, FLUENT.

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Power Current Control of a Resonant Vibratory Conveyor Having Electromagnetic Drive

  • Despotovic, Zeljko V.;Ribic, Aleksandar I.;Sinik, Vladimir M.
    • Journal of Power Electronics
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    • 제12권4호
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    • pp.677-688
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    • 2012
  • The vibratory conveyors with electromagnetic drive are used for performing gravimetric flow of granular materials in processing industry. By realizing free vibrations of variable intensity and frequency over a wide range through application of the electromagnetic actuator, suitable power converter, and the corresponding controller, continuous conveyance of granular materials have been provided for various operating conditions. Standard power output stages intended for control of vibratory conveyance using thyristors and triacs. Phase angle control can only accomplish tuning of amplitude oscillations, but oscillation frequency cannot be adjusted by these converters. Application of current controlled transistor converters enables accomplishing the amplitude and/or frequency control. Their use implies the excitation of a vibratory conveyor independent of the supply network frequency. In addition, the frequency control ensures operation in the region of mechanical resonance. Operation in this region is favourable from the energy point of view, since it requires minimal energy consumption. The paper presents a possible solution and advantages of the amplitude-frequency control of vibratory conveyors by means of a current controlled power converter.

Micro Bonding Using Hot Melt Adhesives

  • Bohm, Stefan;Hemken, Gregor;Stammen, Elisabeth;Dilger, Klaus
    • 접착 및 계면
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    • 제7권4호
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    • pp.28-31
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    • 2006
  • Due to the miniaturization of MEMS and microelectronics the joining techniques also have to be adjusted. The dosing technology with viscous adhesives does not permit reproducible adhesive volumes, which are clearly under a nano-liter. A nano-liter means however a diameter of bonding area within the range of several 100 micrometers. Additional, viscous adhesives need a certain time, until they are cross linked or cured. The problem especially in the MEMS is the initial strength, since it gives the time, which is needed for joining an individual adhesive joint. The time up to the initial strength is with viscous, also with fast curing systems, within the range of seconds until minutes. Until the reach of the initial strength, the micro part must be fixed/held. Without sufficient adjustment/clamping it can come to a shift of the micro parts. Also existing micro adhesive bonding processes are not batch able, i.e. the individual adhesive joints of a micro system must be processed successively. In the context of the WCARP III 2006 now an innovative method is to be presented, how it is possible to solve the existing problems with micro bonding. i.e. a method is presented, which is batch able, possess a minimum joining geometry with some micrometers and is so fast that no problems with the initial strength arise. It is a method, which could revolutionize the sticking technology in the micro system engineering.

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선박 의장 BOM을 Lifecycle을 고려한 BOM 통합 방안 연구 (Integration of Ship Outfitting BOM with Lifecycle Stages)

  • 김대석;이경호;이장현;이정민;이광;김진호
    • 한국CDE학회논문집
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    • 제16권3호
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    • pp.187-196
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    • 2011
  • Generally, BOM (Bill of Material) means a part list which is needed to manufacture or assemble a product or part. During manufacturing processes, BOM is inevitably required for most of enterprise processes such as design, procurement, production planning/control, resource planning, and financial works. Every manufacturing industry uses many kinds of BOM's that are adjusted to the requirement of functions of their work division. Moreover, BOM evolves in different forms according to the product development phases such as conceptual design; function design, detail design, and production design because it is necessary to use different product structures to keep product data generated throughout the lifecycle of a product. This includes all data and information related to the all the product development phases. Shipbuilding works also are processed and controlled based on BOM. However, effective maintenance of ship outfitting BOM data is getting difficult as the amount and complexity of data have increased due to variety and long lifecycle of ship. For the effective management of outfitting BOM data, two aspects must be considered. One is how to classify numerous BOMs type and the others how to display BOMs. So this study suggests a method to classify BOM types and propose two categories - Structure BOM, Display BOM. Base on this result, we propose the integrated ship outfitting BOMs model and analysis outfitting BOMs.

대학생의 수면양상과 주간졸음증에 영향을 미치는 요인 (Sleep Patterns and Factors Associated with Excessive Daytime Sleepiness in University Students)

  • 이혜련;신미경;원종순
    • 기본간호학회지
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    • 제19권4호
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    • pp.425-433
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    • 2012
  • Purpose: The purpose of this study was to investigate sleep patterns and predictors of excessive daytime sleepiness (EDS) in university students. Methods: Participants were 120 university students who were attending two universities in S-city and C-city. Data were collected from May 20 to June 15, 2012 using self-report questionnaires which included Johns' Epworth Sleepiness Scale, Yi's Sleep Quality Scale, and Beck Depression Inventory. Data were digitalized and analyzed using frequency, percentages, means and standard deviations, Wilcoxon rank sum test, Chi-square test, Fisher's exact test, and multiple logistic regression with SAS 9.0. Results: Mean total sleep time was 6.6 hours on weekdays, 8.1 hours on weekends. Mean sleep latency was 19.1 minutes and the score for mean sleep quality was 22.6. Prevalence of EDS was 12.5%. Depression was significantly different between EDS and Non-EDS students (t=2.17, p=.030). Multiple logistic regression showed that the only factor associated with EDS was depression (adjusted odds ratio of depression=5.33, 95% Confidence Interval=1.49-19.04). Conclusion: Results of this study indicate that university students experience short sleep time, low sleep quality, and common EDS with depression, suggesting that students with complaints of EDS should be completely assessed for depression as well as sleep problems.

Basal Area-Stump Diameter Models for Tectona grandis Linn. F. Stands in Omo Forest Reserve, Nigeria

  • Chukwu, Onyekachi;Osho, Johnson S.A.
    • Journal of Forest and Environmental Science
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    • 제34권2호
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    • pp.119-125
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    • 2018
  • The tropical forests in developing countries are faced with the problem of illegal exploitation of trees. However, dearth of empirical means of expressing the dimensions, structure, quality and quantity of a removed tree has imped conviction of offenders. This study aimed at developing a model that can effectively estimate individual tree basal area (BA) from stump diameter (Ds) for Tectona grandis stands in Omo Forest Reserve, Nigeria, for timber valuation in case of illegal felling. Thirty-six $25m{\times}25m$ temporary sample plots (TSPs) were laid randomly in six age strata; 26, 23, 22, 16, 14, and 12 years specifically. BA, Ds and diameter at breast height were measured in all living T. grandis trees within the 36 TSPs. Least square method was used to convert the counted stumps into harvested stem cross-sectional areas. Six basal area models were fitted and evaluated. The BA-Ds relationship was best described by power model which gave least values of Root mean square error (0.0048), prediction error sum of squares (0.0325) and Akaike information criterion (-15391) with a high adjusted coefficient of determination (0.921). This study revealed that basal area estimation was realistic even when the only information available was stump diameter. The power model was validated using independent data obtained from additional plots and was found to be appropriate for estimating the basal area of Tectona grandis stands in Omo Forest Reserve, Nigeria.

전침을 이용한 족하수(Foot drop)환자 치험2례 (Case Report of Foot Drop Patient Treated with Electroacupuncture)

  • 이종영;원승환;김두용;김성혜;박희수;황정수
    • Journal of Acupuncture Research
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    • 제22권5호
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    • pp.161-166
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    • 2005
  • 본 증례는 원인을 알 수 없는 비골신경마비로 인해 발생한 하수족(Foot drop)환자를 전침치료로 호전시킨 치험례로 전침이 마비성 질환에 유효하여 향후 다양한 마비성 질환에 응용할 수 있도록 많은 임상 연구가 필요하다고 사료된다.

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A Study for Medical Precision Control Machine Using AX-12

  • Jo, Heung-Kuk
    • Journal of information and communication convergence engineering
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    • 제8권5호
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    • pp.591-594
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    • 2010
  • Control devices perform various works for us in many areas. The device is being utilized for precision movement of certain object. In as much as control devices are activated by means of motors, motor control is important.[1][2] Generally, servo motors capable of precision control are more frequently used than DC motors. Use of 3 motors allows 3- way movement. Medical controllers for surgical operation require high precision. [3][4][5][6] AX-12, a servo motor can realize various types of movement. AX-12 can be easily manufactured in the form of a robotic arm and has features that MCU and its peripheral circuits are simple. For precision movement, 3 motors can be controlled by use of a single joystick and 2 buttons, with movement angles being adjusted by having preset values in the program changed.[7][8] By virtue of this study, we have realized small precision robotic arm system utilizing single joystick and 2 buttons. This system can control the robotic arm in the direction desired by the user. The system has been designed such that a joystick controls 2 motors with the remaining motor being controlled by a button. Single MCU is tasked with both control and movement.[9] We have shown precision robotic arm system in the Figure contained in the conclusion part and made reference to results of analysis in there. It has also been demonstrated that the system can be utilized in the industry.[8]

홈쇼핑 업종에서의 협력업체 선정과 평가체계 (The Selection and Assessment system of Manufacturer in the Home Shopping Industry)

  • 문제옥
    • 벤처창업연구
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    • 제10권4호
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    • pp.147-155
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    • 2015
  • 홈쇼핑 업종에서는 협력업체로부터 매년 새롭게 런칭되어진 월 평균 16,000여 종류의 다양한 여러 종류의 상품을 판매하고 있음에도 불구하고 상품의 품질 생성 과정에 직접 참여하지 못하는 모순적인 업무 구조에 의해서 업무가 운영되어지고 있는 실정이다. 이는 결국 품질 문제(불량반품건수와 PL 건수)로 직결되어 홈쇼핑 브랜드에 대한 신뢰도를 크게 저하시키고 있음은 물론 지속적인 재 구매로 이어질 가능성이 매우 희박하다 할 수 있다. 이런 문제점을 개선하고자 홈쇼핑 업종에서의 특성에 적합한 협력업체 선정과 평가체계를 개발하여 적용한 결과 불량반품건수는 개선전과 비교하여 10.3% 감소하였으며 PL 건수는 11.7% 감소한 것으로 확인되었다.

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