• 제목/요약/키워드: Inductive approach

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수렴적, 발산적 접근에 의한 창의적 사고방법 (Creative Thinking Methodology by Convergent and Divergent Approaches)

  • 최성운
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2011년도 추계학술대회
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    • pp.219-224
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    • 2011
  • The research reviews the logical approach based on the creative thoughts. The two logical approaches, including deductive convergent and inductive divergent are discussed with why-why techniques and how-how techniques. While the deductive thinking is vertical logic for interconnected hierarchical and deep domains, the inducive thinking is horizontal logic for mutually exclusive and collectively exhausted frameworks. The creative thinking comes from the reversing the logic and lessening the premise of convergent and divergent approaches.

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유전 알고리즘 기반 귀납적 학습 환경에서 분류기의 통합 (Integrating Multiple Classifiers in a GA-based Inductive Learning Environment)

  • 김영준
    • 한국정보통신학회논문지
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    • 제10권3호
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    • pp.614-621
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    • 2006
  • PROSPECTOR에서 사용한 규칙 형태의 분류 규칙을 습득하기 위한 유전 알고리즘 기반 귀납적 학습 환경에서 다중 분류기 학습법을 구현하였다. 다중 분류기 학습법은 주어진 사례 집합에 대해 다수의 분류기를 습득한 후 이를 이용하여 분류 시스템을 구축함으로써 시스템의 성능을 향상시키는 기법이다. 다중 분류기 학습법의 구현을 위해서는 분류기의 분류 결과를 취합하여 최종 결론을 도출해 내기 위한 기법이 필요하다. 본 논문에서는 각각의 클래스에 대해 분류기가 제공하는 사후 가능성을 취합하여 결론을 도출해 내는 기법과 순위에 기반을 둔 보우팅 기법을 소개하고 다중 분류기 학습법이 유전 알고리즘 기반 귀납적 학습 환경에 미치는 영향을 다수의 사례 집합을 이용하여 평가하였다.

자기유도방식과 LC공진을 이용한 무선전력전송기기 (Wireless Power Transmission using Electromagnetic Inductive Coupling and LC Resonant)

  • 이승환;김현민;김희제;김수원
    • 전기학회논문지
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    • 제62권3호
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    • pp.349-354
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    • 2013
  • Wireless power transmission introduced by Tesla has instrumented by many scientists of the world. This technique first was utilized as wireless communications such as radio in long range transmission. And contactless transmission using inductive property was used on white goods. In 2007, MIT' lab introduced that new wireless power transmission by magnetic resonance which has about 50% efficiency and 2M transmission distances, it was a chance to refocus a new possibility of wireless power transmission. In this paper, using LC coupling compensate the short distances of contactless transmission, this simple method could transmit about 30cm distances. Using this approach, it can be solved the short transmission distances, a drawback of Electromagnetic inductive coupling method.

Big-data Analytics: Exploring the Well-being Trend in South Korea Through Inductive Reasoning

  • Lee, Younghan;Kim, Mi-Lyang;Hong, Seoyoun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권6호
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    • pp.1996-2011
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    • 2021
  • To understand a trend is to explore the intricate process of how something or a particular situation is constantly changing or developing in a certain direction. This exploration is about observing and describing an unknown field of knowledge, not testing theories or models with a preconceived hypothesis. The purpose is to gain knowledge we did not expect and to recognize the associations among the elements that were suspected or not. This generally requires examining a massive amount of data to find information that could be transformed into meaningful knowledge. That is, looking through the lens of big-data analytics with an inductive reasoning approach will help expand our understanding of the complex nature of a trend. The current study explored the trend of well-being in South Korea using big-data analytic techniques to discover hidden search patterns, associative rules, and keyword signals. Thereafter, a theory was developed based on inductive reasoning - namely the hook, upward push, and downward pull to elucidate a holistic picture of how big-data implications alongside social phenomena may have influenced the well-being trend.

유전 알고리즘 기반 귀납적 학습 환경에서 다중 분류기 시스템의 구축을 위한 메타 학습법 (A Meta-learning Approach for Building Multi-classifier Systems in a GA-based Inductive Learning Environment)

  • 김영준;홍철의
    • 한국정보통신학회논문지
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    • 제19권1호
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    • pp.35-40
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    • 2015
  • 본 논문은 유전 알고리즘 기반 귀납적 학습 환경 하에서 메타 학습법을 이용한 다중 분류기 시스템의 구축에 관한 것이다. 메타 학습법을 이용한 다중 분류기 시스템의 구축에서 분류기는 일반 분류기와 메타 분류기로 구성된다. 메타 분류기는 사례에 대한 일반 분류기의 분류 결과에 학습 알고리즘을 적용하여 얻어진다. 분류시스템의 의사 결정과정에서 메타 분류기의 역할은 일반 분류기의 분류 결과를 평가하여 최종 의사 결정 과정에의 참여 여부를 결정하는 것이다. 분류 시스템은 분류기의 분류 결과가 옳은 것으로 평가된 결과들만 취합하여 이를 바탕으로 최종 분류 결과를 도출해 낸다. 메타 학습법이 다중 분류기 시스템의 성능에 미치는 영향을 다수의 사례 집합을 이용하여 평가하였다.

귀납적 사례학습에 의한 RC교량 주형의 상태평가 (State Evaluation of RC Bridge Girders by Inductive Case Learning)

  • 안승수;김기현;박광림;황진하
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2000년도 가을 학술발표회논문집
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    • pp.159-165
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    • 2000
  • A new state evaluation approach for structural safety is presented in this study. To reduce the subjectivity of the view and judgement of each expert founded on a limited body of knowledge in cognitive and inferential process of safety assessment, we introduced inductive learning method in AI. Inductive learning derives generalization from experiences. Decision tree induction algorithm analyzes the domain knowledge, produce rules via decision trees and then allow us to determine the classification of an object from case examples. The training set of state evaluation is constructed according to the selected attributes from working reports of RC bridge girders.

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Modelling of Magneto-Elastic Phenomena in Inductive Dynamic Drive

  • Jankowski, Piotr
    • Journal of Electrical Engineering and Technology
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    • 제12권3호
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    • pp.1073-1081
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    • 2017
  • Inductive dynamic drives (IDD) are ultra rapid actuators where the moving part (disc) is subjected to impulse force. This paper presents the second model of inductive dynamic drive - a mechanical model where analytic- numerical approach was applied. The magnetic pressure, which was determined on the basis of the results obtained in the electrodynamic model, becomes the input data for mechanical model. Research with application of the mechanical model is necessary in order to determine the proper disc oscillation frequency and to obtain the stress state control for drive elements to be designed. Also, the selection of drive parameters to keep the disc deformation insignificant (while oscillating) is a condition under which these models do not need to be coupled together.

A Power Regulation and Harmonic Current Elimination Approach for Parallel Multi-Inverter Supplying IPT Systems

  • Mai, Ruikun;Li, Yong;Lu, Liwen;He, Zhengyou
    • Journal of Power Electronics
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    • 제16권4호
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    • pp.1245-1255
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    • 2016
  • The single resonant inverter is widely employed in typical inductive power transfer (IPT) systems to generate a high-frequency current in the primary side. However, the power capacity of a single resonant inverter is limited by the constraints of power electronic devices and the relevant cost. Consequently, IPT systems fail to meet high-power application requirements, such as those in rail applications. Total harmonic distortion (THD) may also violate the standard electromagnetic interference requirements with phase shift control under light load conditions. A power regulation approach with selective harmonic elimination is proposed on the basis of a parallel multi-inverter to upgrade the power levels of IPT systems and suppress THD under light load conditions by changing the output voltage pulse width and phase shift angle among parallel multi-inverters. The validity of the proposed control approach is verified by using a 1,412.3 W prototype system, which achieves a maximum transfer efficiency of 90.602%. Output power levels can be dramatically improved with the same semiconductor capacity, and distortion can be effectively suppressed under various load conditions.

Cascaded Multi-Level Inverter Based IPT Systems for High Power Applications

  • Li, Yong;Mai, Ruikun;Yang, Mingkai;He, Zhengyou
    • Journal of Power Electronics
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    • 제15권6호
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    • pp.1508-1516
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    • 2015
  • A single phase H-bridge inverter is employed in conventional Inductive Power Transfer (IPT) systems as the primary side power supply. These systems may not be suitable for some high power applications, due to the constraints of the power electronic devices and the cost. A high-frequency cascaded multi-level inverter employed in IPT systems, which is suitable for high power applications, is presented in this paper. The Phase Shift Pulse Width Modulation (PS-PWM) method is proposed to realize power regulation and selective harmonic elimination. Explicit solutions against phase shift angle and pulse width are given according to the constraints of the selective harmonic elimination equation and the required voltage to avoid solving non-linear transcendental equations. The validity of the proposed control approach is verified by the experimental results obtained with a 2kW prototype system. This approach is expected to be useful for high power IPT applications, and the output power of each H-bridge unit is identical by the proposed approach.

유전 알고리즘 기반 귀납적 학습 환경을 위한 건설적 귀납법 (Constructive Induction for a GA-based Inductive Learning Environment)

  • 김영준
    • 한국정보통신학회논문지
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    • 제11권3호
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    • pp.619-626
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    • 2007
  • 건설적 귀납법은 사례들이 갖고 있는 속성들에 적합한 연산자를 적용하여 이들 사례들을 좀 더 효율적으로 분류할 수 있는 새로운 속성들을 도출해 내는 기법이다. 본 논문에서는 주어진 사례의 집합으로부터 PROSPECTOR에서 사용한 규칙 형태의 분류 규칙을 습득하는 유전 알고리즘 기반 귀납적 학습 환경을 위한 건설적 귀납법을 제시한다. 속성 결합 연산자와 유도된 속성의 유용성을 평가하기 위한 방법을 중심으로 건설적 귀납법에 대해 자세히 설명하고 다양한 사례 집합을 이용하여 건설적 귀납법이 유전 알고리즘 기반 학습 환경에 미치는 영향을 평가하였다.