• 제목/요약/키워드: combination function

검색결과 1,434건 처리시간 0.036초

뉴런 활성화 경사 최적화를 이용한 개선된 플라즈마 모델 (An improved plasma model by optimizing neuron activation gradient)

  • 김병환;박성진
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2000년도 제15차 학술회의논문집
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    • pp.20-20
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    • 2000
  • Back-propagation neural network (BPNN) is the most prevalently used paradigm in modeling semiconductor manufacturing processes, which as a neuron activation function typically employs a bipolar or unipolar sigmoid function in either hidden and output layers. In this study, applicability of another linear function as a neuron activation function is investigated. The linear function was operated in combination with other sigmoid functions. Comparison revealed that a particular combination, the bipolar sigmoid function in hidden layer and the linear function in output layer, is found to be the best combination that yields the highest prediction accuracy. For BPNN with this combination, predictive performance once again optimized by incrementally adjusting the gradients respective to each function. A total of 121 combinations of gradients were examined and out of them one optimal set was determined. Predictive performance of the corresponding model were compared to non-optimized, revealing that optimized models are more accurate over non-optimized counterparts by an improvement of more than 30%. This demonstrates that the proposed gradient-optimized teaming for BPNN with a linear function in output layer is an effective means to construct plasma models. The plasma modeled is a hemispherical inductively coupled plasma, which was characterized by a 24 full factorial design. To validate models, another eight experiments were conducted. process variables that were varied in the design include source polver, pressure, position of chuck holder and chroline flow rate. Plasma attributes measured using Langmuir probe are electron density, electron temperature, and plasma potential.

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지식경영을 위한 지식근로자 유형 분류에 관한 연구 (A Study on the Classification of Knowledge Worker Style for Knowledge Management)

  • 우성진;이종훈
    • 지식경영연구
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    • 제2권1호
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    • pp.65-81
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    • 2001
  • The aim of this study is classify knowledge work style management for knowledge management. It is based on the knowledge creation model of Nonaka by subdividing types of knowledge workers. It was designed to create a model for application to the actual environment of management. Nonaka suggested the process of socialization, externalization, combination, internalization that the knowledge of a person creates new knowledge through the interaction of implicit knowledge and explicit knowledge. This research demonstrated that knowledge worker of 16 forms by applying SECI model to the main function and the subordinate functions again. This study aims at achieving a higher outcome by applying the ability of existing knowledge worker to subdivided expert field efficiently. Suggested styles of knowledge worker in this research are classified into craftsman style, pragmatic style, combination style, developed style knowledge worker who creates knowledge by selecting socialization as the function and again by selecting externalization combination, internalization as subordinate functions. And they were classified into creation style, insight style, strategy style according to practical application worker and function which is selecting externalization as the main function and socialization as the subordinate functions. They were classified into future style, innovation style, analysis style, judgement style knowledge worker who are selecting combination as the main function and experiment style, intuition style, research style, learning style worker who are selecting internalization as the main function. They suggested the characteristics and cases of each type.

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Influence of Prescribed Herbal and Western Medicine on Patients with Abnormal Liver Function Tests: A Retrospective Quasi-Experimental Study

  • Lee, Ah-Ram;Yim, Je-Min;Kim, Won-Il
    • 대한약침학회지
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    • 제15권1호
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    • pp.34-39
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    • 2012
  • Objectives: The aim of this study was to investigate the safety and the efficacy of Korean herbal, western and combination medicine use in patients with abnormal liver function tests. Methods: We investigated nerve disease patients with abnormal liver function tests who were treated with Korean herbal, western and combination medicine at Dong-Eui University Oriental Hospital from January 2011 to August 2011. We compared aspartic aminotransferase (AST), alanine aminotransferase (ALT), alkaline phosphatase (ALP) and total bilirubin (T-bil) levels before and after taking medicine and excluded patients who had liver-related disease when admitted. Results: AST and ALT were decreased significantly in patients who had taken herbal, western medicine. AST, ALT and ALP were decreased significantly in patients who had taken combination medicine. Compare to herbal medicine, AST, ALT and ALP were decreased significantly in patients who had taken western medicine, and ALT and ALP were decreased significantly in patients who had taken combination medicine. There were no significant differences between western and combination medicine. Conclusions: This study suggests that prescribed Korean herbal medicine, at least, does not injure liver function for patients', moreover, it was shown to be effective in patients with abnormal liver function tests.

Replacement Model Based on Cost and Downtime

  • Jung, Ki-Mun;Han, Sung-Sil;Lim, Jae-Hak
    • Journal of the Korean Data and Information Science Society
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    • 제14권4호
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    • pp.889-901
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    • 2003
  • In this paper, we consider the optimal replacement policies following the expiration of the combination warranty. The combination warranty can be divided into the renewing combination warranty and the non-renewing combination warranty. The criterion used to determine the optimal replacement period is the overall value function based on the expected cost and the expected downtime. Thus, we obtain the expected cost rate per unit time and the expected downtime per unit time for our model. And then the overall value function suggested by Jiagn and Ji(2002) is applied to obtain the optimal replacement period. The numerical examples are presented for illustrative purpose.

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Simplified neuron functions for FPGA evaluations of engineering neuron on gate array and analogue circuit

  • Saito, Masayuki;Wang, Qianyi;Aoyama, Tomoo
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.157.6-157
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    • 2001
  • We estimated various neuron functions to construct of engineering neurons, which are the combination of sigmoid, linear, sine, quadric, double/single bended, soft max/minimum functions. These combinations are estimated by the property on the potential surface between the learning points, calculation speed, and learning convergence; because the surface depends on the inference ability of a neuron system; and speed and convergence are depend on the efficiency on the points of engineering applications. After the evaluating discussions, we can select more appropriate combination than original sigmoid function´s, which is single bended function and linear one. The combination ...

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제주도 어촌의 관광지화에 따른 공간이용 변화과정 (Spatial Impacts of Tourism on Fishing Villages in Jeju Island)

  • 송경언
    • 대한지리학회지
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    • 제38권1호
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    • pp.87-103
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    • 2003
  • 제주도 어촌의 관광지화 과정에 있어 관광기능의 어촌공간상 위치는 기존 생산활동과 관광관련활동간 관계, 관광관련활동의 병행양식과 공간이용 양식 등에 영향을 미치고 있다. 기존 생산활동과 관광관련활동간 관계는 관광기능의 어촌공간상 위치가 '바다 $\longrightarrow$ 바다.해안 $\longrightarrow$ '해안'으로 이동해감에 따라 보완적이던 것이 '해안' 단계에서 기존 생산활동이 관광관련활동으로 대체된다. 그리고 관광관련활동이 '어디에서' 이루어지는가에 의한 관광관련활동의 병행 양식과 '어디에서' 에다 '무엇이' 라는 생산활동 내용이 더해진 공간이용 양식은 기존 생산 활동과 관광관련활동간 관계에 따라 차이를 보인다. 기존 생산활동과 관광관련활동이 보완관계일때 바다의 어로 활동과 낚시의 병행은 동일공간의 시간적 차이에 의한 '시간적 겸업' 과 '바다공간 유사이용' 이고, 이어지는 바다 낚시와 해안 관광관련기능의 병행은 상이한 공간으로 구성되는 '공간적' 과 '바다$.$해안공간 상이이용' 에 해당된다. 횟집과 민박을 비롯한 해안의 관광관련활동이 기존 생산활동을 대체한 후의 관광관련활동간 병행은 '시간적 겸업' 과 '해안공간 상이이용' 이고, 마지막으로 전업의 관광관련활동이 나타난다.

소속함수와 Dempster-Shafer 증거합 법칙을 이용한 긴장도 평가 알고리즘 개발 (Development of Arousal Level Estimation Algorithm by Membership Function and Dempster-Shafer′s Rule of Combination in Evidence)

  • 정순철
    • 감성과학
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    • 제5권1호
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    • pp.17-24
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    • 2002
  • 본 연구는 객관적인 생리신호로부터 인간의 감성을 추론할 수 있는 감성평가 전문가 시스템을 개발하기 위한 첫 번째 단계로 측정된 생리신호를 이용하여 인간의 긴장도를 판단하는 알고리즘의 개발을 목표로 한다. 감성평가와 관련된 애매함을 수리적으로 취급하기 위해 퍼지이론을 적용하여 임의의 감성영역에 속하는 정도를 소속함수로 정량화함으로써 감성평가를 가능하게 하고자 하였다. 소속함수의 결정은 상상을 통해 유발된 긴장/이완의 생리신호 데이터베이스 결과를 사용하였다. 그리고 두 가지 이상의 생리신호 측정결과와 각 생리신호의 소속함수로부터 하나의 최종결과(긴장도)를 유추하기 위해서 Dempster-Shafer증거합 법칙을 적용하였고, 이를 통해 최종적인 긴장도를 도출할 수 있도록 하였다.

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Local structural alignment and classification of TIM barrel domains

  • Keum, Chang-Won;Kim, Ji-Hong;Jung, Jong-Sun
    • Bioinformatics and Biosystems
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    • 제1권2호
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    • pp.123-127
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    • 2006
  • TIM barrel domain is widely studied since it is one of most common structure and mediates diverse function maintaining overall structure. TIM barrel domain's function is determined by local structural environment at the C-terminal end of barrel structure. We classified TIM barrel domains by local structural alignment tool, LSHEBA, to understand characteristics of TIM barrel domain's functionalvariation. TIM barrel domains classified as the same cluster share common structure, function and ligands. Over 80% of TIM barrels in clusters share exactly the same catalytic function. Comparing clustering result with that of SCOP, we found that it's important to know local structural environment of TIM barrel domains rather than overallstructure to understand specific structural detail of TIM barrel function. Non TIM barrel domains were associated to make different domain combination to form a different function. The relationship between domain combination, we suggested expected evolutional history. We finally analyzed the characteristics of amino acids around ligand interface.

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On Convex Combination of Local Constant Regression

  • Mun, Jung-Won;Kim, Choong-Rak
    • Communications for Statistical Applications and Methods
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    • 제13권2호
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    • pp.379-387
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    • 2006
  • Local polynomial regression is widely used because of good properties such as such as the adaptation to various types of designs, the absence of boundary effects and minimax efficiency Choi and Hall (1998) proposed an estimator of regression function using a convex combination idea. They showed that a convex combination of three local linear estimators produces an estimator which has the same order of bias as a local cubic smoother. In this paper we suggest another estimator of regression function based on a convex combination of five local constant estimates. It turned out that this estimator has the same order of bias as a local cubic smoother.