• 제목/요약/키워드: Nonlinear Character

검색결과 73건 처리시간 0.028초

공간 탐색 최적화 알고리즘을 이용한 K-Means 클러스터링 기반 다항식 방사형 기저 함수 신경회로망: 설계 및 비교 해석 (K-Means-Based Polynomial-Radial Basis Function Neural Network Using Space Search Algorithm: Design and Comparative Studies)

  • 김욱동;오성권
    • 제어로봇시스템학회논문지
    • /
    • 제17권8호
    • /
    • pp.731-738
    • /
    • 2011
  • In this paper, we introduce an advanced architecture of K-Means clustering-based polynomial Radial Basis Function Neural Networks (p-RBFNNs) designed with the aid of SSOA (Space Search Optimization Algorithm) and develop a comprehensive design methodology supporting their construction. In order to design the optimized p-RBFNNs, a center value of each receptive field is determined by running the K-Means clustering algorithm and then the center value and the width of the corresponding receptive field are optimized through SSOA. The connections (weights) of the proposed p-RBFNNs are of functional character and are realized by considering three types of polynomials. In addition, a WLSE (Weighted Least Square Estimation) is used to estimate the coefficients of polynomials (serving as functional connections of the network) of each node from output node. Therefore, a local learning capability and an interpretability of the proposed model are improved. The proposed model is illustrated with the use of nonlinear function, NOx called Machine Learning dataset. A comparative analysis reveals that the proposed model exhibits higher accuracy and superb predictive capability in comparison to some previous models available in the literature.

Investigations on a vertical isolation system with quasi-zero stiffness property

  • Zhou, Ying;Chen, Peng
    • Smart Structures and Systems
    • /
    • 제25권5호
    • /
    • pp.543-557
    • /
    • 2020
  • This paper presents a series of experimental and numerical investigations on a vertical isolation system with quasi-zero stiffness (QZS) property. The isolation system comprises a linear helical spring and disk spring. The disk spring is designed to provide variable stiffness to the system. Orthogonal static tests with different design parameters are conducted to verify the mathematical and mechanical models of the isolation system. The deviations between theoretical and test results influenced by the design parameters are summarized. Then, the dynamic tests for the systems with different under-load degrees are performed, including the fast sweeping tests, harmonic excitation tests, and half-sine impact tests. The displacement transmissibility, vibration reduction rate, and free vibration response are calculated. Based on the test results, the variation of the transmission rule is evaluated and the damping magnitudes and types are identified. In addition, the relevant numerical time history responses are calculated considering the nonlinear behavior of the system. The results indicate that the QZS isolation system has a satisfactory isolation effect, while a higher damping level can potentially promote the isolation performance in the low-frequency range. It is also proved that the numerical calculation method accurately predicts the transmission character of the isolation system.

한글 문자열 영상의 지형적 특징을 이용한 비선형 문자 분할 및 인식 (Nonlinear Character Segmentation and Recognition Using Topographic Features in Hangul String Images)

  • 이동준;이성환
    • 한국정보과학회 언어공학연구회:학술대회논문집(한글 및 한국어 정보처리)
    • /
    • 한국정보과학회언어공학연구회 1994년도 제6회 한글 및 한국어정보처리 학술대회
    • /
    • pp.201-206
    • /
    • 1994
  • 문서 인식 시스템의 성능을 저하시키는 가장 큰 원인 중의 하나로 문자 분할 오류를 들 수 있는데 보다 우수한 성능의 문서 인식 시스템 개발을 위해서는 정확한 문자 분할 방법이 절실히 요구된다. 기존의 문자 분할에 관한 연구들은 이진 영상을 대상으로 함으로써 접촉되거나 겹치는 문자의 경계 부분에서 문자 분할에 유용한 정보들을 잃어 문자 분할 오류를 초래할 수 있다. 하지만 명도 영상을 분석해 보면 문자의 접촉 부분에서 주로 나타나는 지형적 특징이 있으며, 문자 경계에서 명도값이 변하는 것을 관찰할 수 있는데 이와같은 명도 영상의 정보를 사용하면 보다 효과적으로 문자를 분할할 수 있을 것으로 판단된다. 본 연구에서는 이러한 점에 착안하여 명도 영상으로부터 지형적 특징을 추출하고 다단계 그래프 탐색 방법을 이용하여 명도값을 추적함으로써 비선형 문자 경계를 찾는 새로운 문자 분할 방법을 제안한다. 제안된 방법은 명도 문자열 영상을 입력으로 받아 명도 영상의 투영값과 명도 영상으로부터 추출된 지형적 특성을 이용하여 문자 분할 영역을 결정하고 문자 분할 영역내에서 다단계 그래프 탐색에 의한 비선형 문자 분할 경로를 찾는다. 그리고 문자 인식기와 결항하여 최종 문자 분할 위치를 확정하는 인식 결과를 이용한 문자 분할을 수행함으로써 문자 분할 위치 및 문자 인식 결과를 확정한다. 다양한 문서에 대한 실험 결과 제안된 방법이 이진 정보만을 사용하는 방법보다 접촉 혹은 겹친 문자 분할에 매우 효과적임을 알 수 있었다.

  • PDF

Displacement Properties of Nano Structure Dendrimer

  • Song Jin-Won;Lee Kyung-Sup;Lee Woo-Ki;Choi Young-Il;Yoon Suk-Am;Choi Chung-Seog
    • KIEE International Transactions on Electrophysics and Applications
    • /
    • 제5C권1호
    • /
    • pp.28-32
    • /
    • 2005
  • In the Langmuir-Blodgett (LB) technique, a monolayer on the water surface is transferred onto a substrate, which is raised and dipped through the surface. From this, multilayers can be obtained in which constituent molecules are periodically arranged. The LB technique has attracted considerable interest in the fabrication of electrical and electronic devices. Many researchers have investigated the electrical properties of monolayer and multiplayer films. Dendrimers represent a new class of synthetic macromolecules characterized by a regularly branched treelike structure. Multiple branching yields a large number of chain ends that distinguish dendrimers from conventional star-like polymers and microgels. The azobenzene dendrimer is one of the dendritic macromolecules that include the azo-group exhibiting a photochromic character. Due to the presence of the charge transfer element of the azo-group and its rod-shaped structure, these compounds are expected to have potential interest in electronics and ptoelectronics, especially in nonlinear optics. In the present paper, we give pressure stimulation to organic thin films and detect the induced displacement current.

나노구조 덴드리머의 변위전류 특성 (Displacement Current Properties for Nano Structure Dendrimer)

  • 송진원;최용성;이우기;이경섭
    • 한국전기전자재료학회:학술대회논문집
    • /
    • 한국전기전자재료학회 2006년도 영호남 합동 학술대회 및 춘계학술대회 논문집 센서 박막 기술교육
    • /
    • pp.52-54
    • /
    • 2006
  • In the Langmuir-Blodgett (LB) technique, a monolayer on the water surface is transferred onto a substrate, which is raised and dipped through the surface. From this, multi layers can be obtained in which constituent molecules are periodically arranged. The LB technique has attracted considerable interest in the fabrication of electrical and electronic devices. Many researchers have investigated the electrical properties of monolayer and multiplayer films. Dendrimers represent a new class of synthetic macromolecules characterized by a regularly branched treelike structure. Multiple branching yields a large number of chain ends that distinguish dendrimers from conventional star-like polymers and microgels. The azobenzene dendrimer is one of the dendritic macromolecules that include the azo-group exhibiting a photochromic character. Due to the presence of the charge transfer element of the azo-group and its rod-shaped structure, these compounds are expected to have potential interest in electronics and ptoelectronics, especially in nonlinear optics. In the present paper, we give pressure stimulation to organic thin films and detect the induced displacement current.

  • PDF

확률 펄스 신경회로망의 On-chip 학습 알고리즘 (On-chip Learning Algorithm in Stochastic Pulse Neural Network)

  • 김응수;조덕연;박태진
    • 한국지능시스템학회논문지
    • /
    • 제10권3호
    • /
    • pp.270-279
    • /
    • 2000
  • 본 논문은 확률 펄스연산을 이용한 신경회로망이 on-Chip학습 알고리즘에 대해 기술하였다. 확률 펄스 연산은 임이의 펄스열에서 1과 0이 발생할 확률을 통해 표현된 수를 사용하여 계산하는 것을 일컫는다. 이러한 확률연산을 신경회로망에 적용하면 하드웨어 구현먼적을 줄일 수 있다는 것과 확률적인 특징으로 인해 지역 최소값으로부터 빠져 나와 광역 최적해에 도달할 수 있다는 장점을 갖고 있다. 또한 본 연구에서는 칩 냅에 학습할 수 있는 on-chip학습 알고리즘을 역전파 학습 알고리즘으로부터 유도하였다. 이렇게 유도된 알고리즘을 검증하기 위하여 비선형 패턴분리문제를 모의실험 하였다. 도한 활자체 및 필기체 숫자 인식에도 적용하여 좋은 결과를 얻었다.

  • PDF

나노구조 단분자막의 전기적 특성 연구 (A Study of Electrical Characteristics of Nano-Structural Monolayers)

  • 송진원;신훈규;이경섭;최용성
    • 대한전기학회논문지:전기물성ㆍ응용부문C
    • /
    • 제55권12호
    • /
    • pp.586-590
    • /
    • 2006
  • Dendrimers represent a new class of synthetic macromoleculcs characterized by a regularly branched treelike structure. Multiple branching yields a large number of chain ends that distinguish dendrimers from conventional star-like polymers and microgels. The azobenzene dendrimer is one of the dendrimeric macromolecules that include the azo-group exhibiting a photochromic character. Due to the presence of the charge transfer element of the azo-group and its rod-shaped structure, these compounds are expected to have potential interest in electronics and photoelectronics, especially in nonlinear optics. In the present paper, we give pressure stimulation to organic thin films and detect the induced displacement current. Functional photoisometrization organic molecular the photo-stimulus to organic monomolecular L films and LB films of dendrimer and 8A5H were performed. The 8A5H organic monolayer in case of pressure stimulus occurred that positive course but in case of the photo-stimulus compared positive and negative. It is assumed that generation forms of displacement current were measured when photo-stimulus for impression.

카메라 영상 위에서의 문자 영역 추출 및 OCR (Text Region Extraction and OCR on Camera Based Images)

  • 신현경
    • 정보처리학회논문지D
    • /
    • 제17D권1호
    • /
    • pp.59-66
    • /
    • 2010
  • 기존의 OCR 엔진은 보정된 환경에서 읽혀진 서류 영상에 맞게 설계되어있다. 스마트 폰을 비롯한 검정 화면 거리가 보정되지 않은 기기에서 읽혀진 영상에서는 삼차원 원근 투시에 의한 찌그러짐 또는 곡면상에서의 찌그러짐 등이 핵심적인 문제점들로 여겨진다. 휴대용 단말기에서 읽혀진 영상들에서의 OCR 기능에 대한 요구가 증가일로에 있는 시점에서, 본 논문에서는 문제점들을 세 가지로 구분하고 - 회전에 무관한 문자 영역 추출, 폰트 등의 크기에 무관한 문자 선 영역 추출, 3차원 매핑 이론 - 이를 해결하기위한 방법을 제시하였다. 이러한 방법론을 통합하여 카메라 영상 위에서의 OCR을 개발하였다.

덴드리머의 전기적 특성 연구 (A Study on Electrical Properties of Dendrimer)

  • 최용성;송진원;이우기;이경섭
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2006년도 제37회 하계학술대회 논문집 C
    • /
    • pp.1330-1332
    • /
    • 2006
  • In the Langmuir-Blodgett (LB) technique, a monolayer on the water surface is transferred onto a substrate, which is raised and dipped through the surface. From this, multilayers can be obtained in which constituent molecules are periodically arranged. The LB technique has attracted considerable interest in the fabrication of electrical and electronic devices. Many researchers have investigated the electrical properties of monolayer and multiplayer films. Dendrimers represent a new class of synthetic macromolecules characterized by a regularly branched treelike structure. Multiple branching yields a large number of chain ends that distinguish dendrimers from conventional star-like polymers and microgels. The agobenzene dendrimer is one of the dendritic macromolecules that include the azo-group exhibiting a photochromic character. Due to the Presence of the charge transfer element of the azo-group and its rod-shaped structure, these compounds are expected to have potential interest in electronics and ptoelectronics, especially in nonlinear optics. In the present paper, we give pressure stimulation to organic thin films and detect the induced displacement current.

  • PDF

나노구조 유기초박막의 광자격 변위특성 (Photo Stimulus Displacement Properties of Nano structure Organic Ultra Thin Films)

  • 송진원;조수영;최영일;이경섭
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2004년도 추계학술대회 논문집 전기물성,응용부문
    • /
    • pp.209-211
    • /
    • 2004
  • In the Langmuir-Boldgett(LB) technique, a monolayer on the water surface is transferred on to a substrate, which is raised and dipped through the surface, and one can obtain multilayers in which constituent molecules periodically are arranged in layer. The LB technique has attracted considerable interest in the fabrication of electrical and electronic device, e.g.. Many researchers have investigated the electrical properties of monolayer and multiplayer films. Dendrimers represent a new class of synthetic macromolecules sharacterized by a regularly branched treelike structure. Multiple branching yields a large number of chain ends, which distinguishes dendrimers from conventional starlike polymers and microgels. Azobenzene dendrimer is one of the dendritic macromolecules that includes the azo-group which exhibits a photochromic character. Due to the presence of the charge transfer part, the azo-group, and having a rod-shaped structure, these compounds are expected to have the potential interest in electronics and ptoelectronics, especially in nonlinear optics. In the present paper, we give a pressure stimulation into organic thin films and detect the induced displacement current.

  • PDF