• Title/Summary/Keyword: 끌개

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Modeling Orientation-Selectivity using Recurrent Neural Networks without Attractors (끌개를 가지지 않는 순환 신경망을 이용한 방위 선택성 모델링)

  • Kim, Hoon-Hee;Ku, Bon-Woong;Zhang, Byoung-Tak
    • Proceedings of the Korean Information Science Society Conference
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    • 2008.06c
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    • pp.226-229
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    • 2008
  • 방위 선택성(orientation selectivity)은 일차 시각 피질에 존재하는 심플 셀(simple cell)의 중요한 특성이다. 이 특성이 어떻게 구현되는가는 아직까지 정확하게 알려지지 않았다. 대표적인 기존 심플 셀의 이론 모델은 시각 자극의 인자마다 대응되는 끌개(attractor)를 가지는 순환 신경망(recurrent neural networks) 모델이 있다. 하지만 자극을 결정하는 인자의 범위는 무한대이므로 끌개 또한 무한대여야 한다는 문제점을 가지고 있다. 본 연구에서는 끌개를 가지지 않는 순환 신경망 모델을 이용하여 심플 셀의 특성을 보임으로서 기존 Recurrent 모델의 문제점을 해결하고 새로운 연구 방향을 제시하고자 한다.

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The Effects of Feedback Loops on the Network Robustness by using a Random Boolean Network Model (랜덤 불리언 네트워크 모델을 이용한 되먹임 루프가 네트워크 강건성에 미치는 영향)

  • Kwon, Yung-Keun
    • Journal of KIISE:Computer Systems and Theory
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    • v.37 no.3
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    • pp.138-146
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    • 2010
  • It is well known that many biological networks are very robust against various types of perturbations, but we still do not know the mechanism of robustness. In this paper, we find that there exist a number of feedback loops in a real biological network compared to randomly generated networks. Moreover, we investigate how the topological property affects network robustness. To this end, we properly define the notion of robustness based on a Boolean network model. Through extensive simulations, we show that the Boolean networks create a nearly constant number of fixed-point attractors, while they create a smaller number of limit-cycle attractors as they contain a larger number of feedback loops. In addition, we elucidate that a considerably large basin of a fixed-point attractor is generated in the networks with a large number of feedback loops. All these results imply that the existence of a large number of feedback loops in biological networks can be a critical factor for their robust behaviors.

Reachable table of nonlinear cellular automata (비선형 셀룰라오토마타의 도달가능표)

  • Kwon, Sook-Hee;Cho, Sung-Jin;Choi, Un-Sook;Kim, Han-Doo
    • The Journal of the Korea institute of electronic communication sciences
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    • v.10 no.5
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    • pp.593-598
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    • 2015
  • Non-linear cellular automata is difficult to analyze mathematically than linear cellular automata. So it is difficult to identify reachable states and attractors of nongroup non-linear cellular automata than nongroup linear cellular automata. In this paper, we propose a new reachable table to overcome these problems. We can see the next state for all the states of the non-linear cellular automata by the proposed reachable table. In addition, we can identify reachable states and attractors by the reachable table.

Analytical formula for decoding of images encoded using fractal algorithm proposed by monro and dudbridge (Monro 및 Dudbridge의 프랙탈 알고리즘으로 부호화된 영상의 해석식을 이용한 복호화)

  • 김재철;김원호;박종식
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.22 no.5
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    • pp.907-914
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    • 1997
  • The conventional decoding procedure for the images encoded using fractal contractive transformation algorithms is performed by applying the transformations iteratively for an arbirary initial image. In this paper, we showed that the atractor image can be obtained analytically when the image is encoded using the fractal algorithm proposed by Monro and Dudbridge, in which the corresponding domain block for a range block is fixed. Using the analytical formula, we can obtain the attractor image without iteration procedure. Computer simulation results for various test images show that we can increase the image decoding speed by more than five times when we use the analytical formula compared to the previous iteration methods. Also we confirmed that the real time decoding by software on PD is possible for the moving picture with QCIF formats.

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Analysis of Bifurcated Superstructure of Nonlinear Ocean System (비선형 해양시스템의 분기된 초구조에 대한 연구)

  • 마호성
    • Computational Structural Engineering
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    • v.11 no.1
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    • pp.96-106
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    • 1998
  • 본 연구에서는 복잡한 비선형시스템의 전체적 응답거동의 중요한 (그리고 잠재적으로 유익한) 특성을 상세히 분석하였다. 특히 강성도 및 여기력에 내재된 복잡한 비선형을 소유하는 수중다점계선해양시스템의 분기집합에 내재된 초구조와 혼돈거동의 가능경로에 대하여 해석적 및 수치적으로 분석하였다. 분기는 국부적 안정해석을 통하여 매개변수 영역상에서 확인되었으며, 정상 상태의 분기초구조는 수치해석을 통하여 밝혀졌다. 비선형정도와 해의 차원을 나타내는 공명수를 유도하였으며, 차수공명수를 통해 공명주위의 구조를 밝혔으며 열조화, 울트라조화, 울트라열조화 등과 같은 고도의 비선형 응답의 발생을 예측할 수 있음을 보였다. 결과에서 얻은 초구조는 시스템의 안정성과 이상끌개의 징후를 지배하는 메커니즘임도 밝혔다. 혼돈으로 가는 주기증가의 무한시퀀스에 대한 유연한 변환 외에 돌연한 격발(saddle에 의해 분리된 인접끌개의 충돌)로 인한 혼돈으로의 가능경로도 발견되었으며 이는 수치적으로도 입증되었다.

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Perfect Hashing Algorithm Using TPSACA (TPSACA를 이용한 완전 해싱 알고리즘)

  • 김석태;이석기;최언숙;조성진
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.8 no.6
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    • pp.1047-1054
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    • 2004
  • One of the fundamental problems in computer science is how to store information so that it can be searched and retrieved efficiently. Hashing is a technique which solves this problem. In this paper, we propose a tree construction algorithm using linear two-predecessor single attractor cellular automata C and its complemented cellular automata. Also by using the concept of MRT we give a perfect hasing algorithm based on C.

Chaotic response of a double pendulum subjected to follower force (종동력을 받는 진동계의 케이오틱 거동 연구)

  • 이재영;장안배
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1996.10a
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    • pp.295-300
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    • 1996
  • In this study, the dynamic instabilities of a nonlinear elastic system subjected to follower force are investigated. The two-degree-of-freedom double pendulum model with nonlinear geometry, cubic spring, and linear viscous damping is used for the study. The constant and periodic follower forces are considered. The chaotic nature of the system is identified using the standard methods, such as time histories, phase portraits, and Poincare maps, etc.. The responses are chaotic and unpredictable due to the sensitivity to initial conditions. The sensitivities to parameters, such as geometric initial imperfections, magnitude of follower force, and viscous damping, etc. is analysed. The strange attractors in Poincare map have the self-similar fractal geometry. Dynamic buckling loads are computed for various parameters, where the loads are changed drastically for the small change of parameters.

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A Type-2 Fuzzy Logic Base Maturity Model of Green IT Richness (유형-2 퍼지 논리 기반 그린 IT 깊이 성숙도 모델)

  • Moon, Kyung-Il;Kim, Chul
    • Journal of The Korean Association of Information Education
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    • v.14 no.2
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    • pp.273-283
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    • 2010
  • Emergent process or behaviour can be seen in many places, from any multicellular biological organism to traffic patterns, cities or organizational phenomena in computer simulations. Similarly, the concept of 'Green IT' refers to the way complex systems and patterns arise inevitably among groups due to environmental concerns in real world. Green IT has good possibility to evolve as very chaotic system, in which the number of interactions between components increases geometrically with the number of components, thus potentially allowing for many new types of behaviour to emerge. However, when Green IT system regards as a complexity one, there exits some attractors to derive and control the system. In this context, this paper presents a new model based on type-2 fuzzy logic system to identify and assess the attractors of Green IT system which correspond to Reach-Richness matrix of Green IT.

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Analysis of Nonlinear CA Using CLT (CLT를 활용한 비선형 CA의 분석)

  • Kwon, Min-jeong;Cho, Sung-jin;Kim, Han-doo;Choi, Un-sook;Lee, Kue-jin;Kong, Gil-tak
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.19 no.12
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    • pp.2968-2974
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    • 2015
  • Method for finding the attractors is the important object to investigate in the linear/additive CA because it is a primary interest in applications like pattern recognition, pattern classification, design of associative memory and query processing etc. But the research has been so far mostly concentrated around linear/additive CA and it is not enough to modelize the complex real life problem. So nonlinear CA is demanded to devise effective models of the problem and solutions around CA model. In this paper we introduce CLT as an upgraded version of RMT and provide the process for finding the attractors and nonreachable states effectively through the CLT.

Analysis and Synthesis of GF(2p) Multiple Attractor Cellular Automata (GF(2p) 다중 끌개를 갖는 셀룰라 오토마타의 합성 및 분석)

  • Choi, Un-Sook;Cho, Sung-Jin
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.13 no.6
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    • pp.1099-1104
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    • 2009
  • Cellular Automata(CA) has been used as modeling and computing paradigm for a long time. While studying the models of systems, it is seen that as the complexity of the physical system increase, the CA based model becomes very complex and becomes to difficult to track analytically. Also such models fail to recognize the presence of inherent hierarchical nature of a physical system. In this paper we analyze the properties of GF($2^p$) multiplue attractor cellular automata(GF($2^p$) MACA) C and give a method of synthesis of C which is a special class of hierarchical cellular automata proposed as an alternative to solve the problem.