• 제목/요약/키워드: standard GA

검색결과 250건 처리시간 0.023초

유전자 알고리즘과 하중값을 이용한 퍼지 시스템의 최적화 (Optimization of Fuzzy Systems by Means of GA and Weighting Factor)

  • 박병준;오성권;안태천;김현기
    • 대한전기학회논문지:전력기술부문A
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    • 제48권6호
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    • pp.789-799
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    • 1999
  • In this paper, the optimization of fuzzy inference systems is proposed for fuzzy model of nonlinear systems. A fuzzy model needs to be identified and optimized by means of the definite and systematic methods, because a fuzzy model is primarily acquired by expert's experience. The proposed rule-based fuzzy model implements system structure and parameter identification using the HCM(Hard C-mean) clustering method, genetic algorithms and fuzzy inference method. Two types of inference methods of a fuzzy model are the simplified inference and linear inference. in this paper, nonlinear systems are expressed using the identification of structure such as input variables and the division of fuzzy input subspaces, and the identification of parameters of a fuzzy model. To identify premise parameters of fuzzy model, the genetic algorithms is used and the standard least square method with the gaussian elimination method is utilized for the identification of optimum consequence parameters of fuzzy model. Also, the performance index with weighting factor is proposed to achieve a balance between the performance results of fuzzy model produced for the training and testing data set, and it leads to enhance approximation and predictive performance of fuzzy system. Time series data for gas furnace and sewage treatment process are used to evaluate the performance of the proposed model.

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2-방정식 난류모델을 이용한 고양력 익형 주위의 비압축성/압축성 유동장 해석 (Incompressible/Compressible Flow Analysis over High-Lift Airfoil Using Two-Equation Turbulence Models)

  • 김창성;김종암;노오현
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 1998년도 추계 학술대회논문집
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    • pp.90-95
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    • 1998
  • The two-dimensional incompressible and compressible Navier-Stokes codes are developed for the computation of the viscous turbulent flow over high-lift airfoils. Incompressible code using pseudo-compressibility and dual-time stepping method involves a conventional upwind differencing scheme for the convective terms and LU-SGS scheme for time integration. Compressible code also adopts an FDS scheme and LU-SGS scheme. Several two-equation turbulence models (the standard $k-{\varepsilon}$ model, the $k-{\omega}$ model. and $k-{\omega}$ SST model) are evaluated by computing the flow over single and multi-element airfoils. The compressible and incompressible codes are validated by computing the flow around the transonic RAE2822 airfoil and the NACA4412 airfoil, respectively. Both the results show a good agreement with experimental surface pressure coefficients and velocity profiles in the boundary layers. Also, the GA(W)-1 single airfoil and the NLR7301 airfoil with a flap are computed using the two-equation turbulence models. The grid systems around two- and three-element airfoil are efficiently generated using Chimera grid scheme, one of the overlapping grid generation methods.

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진행성 유방암에 대한 한양방 병용 치료 치험 1례 (A Case Study of an Advanced Breast Cancer Patient Treated with a Combination of Traditional Korean Medicine and Chemotherapy)

  • 한가진;이아람;성신;김성수
    • 대한한방내과학회지
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    • 제39권2호
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    • pp.268-276
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    • 2018
  • Although patients with breast cancer receive standard treatments, they often experience recurrence or metastasis of tumors. Therefore, patients seeking treatment with traditional Korean medicine (TKM) in addition to conventional treatment have increased. We present a case of 46-year-old female with recurring breast cancer. She underwent surgeries and various hormone therapies since being diagnosed in 2007. Upon follow-up examination, she had metastatic lesions on the lung and multiple bones in 2015 and 2016. She received TKM treatments from May 2017 with Aromasin and Afinitor. However, hepatic metastasis was found after two months, so she started Capecitabine with TKM. After about two months, the liver nodules disappeared and a seeding nodule in the right paracolic gutter was decreased. After two months, the tumor response was stable disease. Back pain due to bone metastasis was improved. We suggest that combination treatment of TKM and chemotherapy is a promising method for treating breast cancer.

순차적 주밍 유전자 알고리즘 기법에 사용되는 파라미터의 최적화 및 검증 (Optimization and Verification of Parameters Used in Successive Zooming Genetic Algorithm)

  • 권영두;권현욱;김재용;진승보
    • 한국해양공학회지
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    • 제18권5호
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    • pp.29-35
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    • 2004
  • A new approach, referred to as a successive zooming genetic algorithm (SZGA), is proposed for identifying a global solution, using continuous zooming factors for optimization problems. In order to improve the local fine-tuning of the GA, we introduced a new method whereby the search space is zoomed around the design variable with the best fitness per 100 generation, resulting in an improvement of the convergence. Furthermore, the reliability of the optimized solution is determined based on the theory of probability, and the parameter used for the successive zooming method is optimized. With parameter optimization, we can eliminate the time allocated for deciding parameters used in SZGA. To demonstrate the superiority of the proposed theory, we tested for the minimization of a multiple function, as well as simple functions. After testing, we applied the parameter optimization to a truss problem and wicket gate servomotor optimization. Then, the proposed algorithm identifies a more exact optimum value than the standard genetic algorithm.

Respiratory support with heated humidified high flow nasal cannula in preterm infants

  • Jeon, Ga Won
    • Clinical and Experimental Pediatrics
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    • 제59권10호
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    • pp.389-394
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    • 2016
  • The incidence of bronchopulmonary dysplasia (BPD) has not decreased over the last decade. The most important way to decrease BPD is by weaning the patient from the ventilator as soon as possible in order to reduce ventilator-induced lung injury that underlies BPD, and by using a noninvasive ventilator (NIV). Use of a heated, humidified, high flow nasal cannula (HHHFNC), which is the most recently introduced NIV mode for respiratory support in preterm infants, is rapidly increasing in many neonatal intensive care units due to the technical ease of use without sealing, and the attending physician's preference compared to other NIV modes. A number of studies have shown that nasal breakdown and neonatal complications were lower when using a HHHFNC than when using nasal continuous positive airway pressure (nCPAP), or nasal intermittent positive pressure ventilation. The rates of extubation failure during respiratory support were not different between patients who used HHHFNC and nCPAP. However, data from the use of HHHFNC as the initial respiratory support "after birth", particularly in extremely preterm infants, are lacking. Although the HHHFNC is efficacious and safe, large randomized controlled trials are needed before the HHHFNC can be considered an NIV standard, particularly for extremely preterm infants.

850nm 적외선을 이용한 근거리 무선통신 시스템용 송수신 모듈 제작 (Fabrication of an IrDA transceiver module for wireless infrared communication system OPR 1002)

  • 김근주
    • 한국통신학회논문지
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    • 제25권1B호
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    • pp.175-182
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    • 2000
  • 적외선을 이용한 수/발광 다이오드에 집적소자를 혼합한 Hybrid형 단거리 광무선 통신용 원칩모듈을 개발하였다. 발광다이오드는 850nm 의 적외선파장을 30$^{\circ}$지향각을 갖는 AlGaAs계 고속신호용으로서 전파지연이 60 ns 이며, PIN 포토다이오드는 Si계 반도체 수광소자로써 450-1050nm의 파장대에서 수광 흡수율이 양호하고 필터겸용 블록 에포시렌즈를 750nm 파장 저역대를 여과시켰다. 데이터 전송속도는 115.2 kbps이며 IrDA1.0 SIR 표준조건에서 동작이 양호함을 확인하였다.

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Genetically Optimized Hybrid Fuzzy Set-based Polynomial Neural Networks with Polynomial and Fuzzy Polynomial Neurons

  • Oh Sung-Kwun;Roh Seok-Beom;Park Keon-Jun
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제5권4호
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    • pp.327-332
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    • 2005
  • We investigatea new fuzzy-neural networks-Hybrid Fuzzy set based polynomial Neural Networks (HFSPNN). These networks consist of genetically optimized multi-layer with two kinds of heterogeneous neurons thatare fuzzy set based polynomial neurons (FSPNs) and polynomial neurons (PNs). We have developed a comprehensive design methodology to determine the optimal structure of networks dynamically. The augmented genetically optimized HFSPNN (namely gHFSPNN) results in a structurally optimized structure and comes with a higher level of flexibility in comparison to the one we encounter in the conventional HFPNN. The GA-based design procedure being applied at each layer of gHFSPNN leads to the selection leads to the selection of preferred nodes (FSPNs or PNs) available within the HFSPNN. In the sequel, the structural optimization is realized via GAs, whereas the ensuing detailed parametric optimization is carried out in the setting of a standard least square method-based learning. The performance of the gHFSPNN is quantified through experimentation where we use a number of modeling benchmarks synthetic and experimental data already experimented with in fuzzy or neurofuzzy modeling.

X3DOM 을 이용한 라이브 행동자와 실체를 통합하기 위한 웹 기반 시스템 (A Web-based System for Embedding a Live Actor and Entity using X3DOM)

  • 부띠에;류가애;정상권;이국환;류관희
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송∙미디어공학회 2016년도 추계학술대회
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    • pp.1-3
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    • 2016
  • Mixed and augmented reality (MAR) refers to a spatially coordinated combination of media/information components that represent on the real world and its objects, and on the other those that are virtual, synthetic and computer generated including any combination of aural, visual and touch. The extensible 3D (X3D) is the ISO standard for defining 3D interactive web-based 3D content integrated with multimedia. In this paper, we propose a model to integrate live actor and entity that captured from Microsoft Kinect to be represented in Web-based mixed augmented reality world by using X3DOM by which X3D nodes can be integrated seamlessly into HTML5 DOM content.

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한국산 전갱이과 어류 1 미기록종, Scomberoides lysan (First Record of the Doublespotted Queenfish, Scomberoides lysan (Perciformes: Carangidae) from Korea)

  • 김맹진;김준상;송춘복
    • 한국어류학회지
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    • 제30권4호
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    • pp.242-246
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    • 2018
  • 농어목 전갱이과에 속하는 Scomberoides lysan 2개체(표준체장 334, 354 mm)가 2010년 9월 제주도 서귀포시 대포동의 정치망에서 처음으로 채집되었다. 이 종은 최근 우리나라에 보고된 가시전갱이(S. tol)와 형태적으로 유사하지만 주둥이 뒤쪽 끝이 눈의 말단에 이르며, 체측에 5~8개의 작은 검은색 반점들이 두 줄로 나열되는 특징을 갖는다. 따라서 체측에 두 줄의 작은 반점을 가지는 형태적 특징에 근거해서 이 미기록종의 국명을 "두점줄가시전갱이"로 제안한다.

방재성능평가 및 방재기준 가이드라인 개선에 관한 연구 (Improvement of disaster prevention performance evaluation and disaster prevention standard guideline)

  • 임현택;이경용;안상억;임가균;천호권
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2023년도 학술발표회
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    • pp.454-454
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    • 2023
  • 지구 온난화와 무분별한 도시 개발은 농촌 및 자연 지역에 비해 도시에서의 수문 피해를 야기하고 있는 현실이다. 특히 우리나라의 6~8월에는 태풍과 강우가 집중적으로 발생하여 도시 지역에서의 위험성이 증가하고 있다. 1990년대 이전과 달리, 2000년대 이후에는 태풍과 강우로 인한 집중적인 호우가 도시 지역의 잠재적 내수침수 위험을 높이고 있는 실정이며 이에 대한 대책이 중요하다는 것은 현실로 다가왔다. 국지적인 호우는 최근 우리나라에 자주 발생하고 있어, 도시지역의 홍수 피해가 증가하고 있으며, 특히, 서울은 급속히 발전한 도시 중 하나로 2010년, 2011년, 2012년, 2022년에 홍수로 인한 도시 침수로 인명과 재산 피해가 크게 발생했다. 현재 우리나라는 도시 지역을 대상으로 개별 시설물에 대한 방재성능평가를 수행하고 있으나, 방재성능평가 기법 미흡에 따른 평가 결과의 신뢰성 부족으로 방재성능평가 수행에 어려움이 있다. 시설물뿐만 아니라 유역에 대한 방재성능평가 및 도시 통합적인 면적 개념의 방재성능평가 기법 개발이 필요하다. 도시 지역은 인구와 재산이 밀집되어 있어, 집중적인 호우에 의한 피해 노출 및 홍수에 대한 취약성이 증가하고 있어 지자체별 방재성능목표 강우량 설정에 대한 문제점을 검토하고, 지역 특성을 반영한 방재성능목표 설정 및 활용 개선을 위한 방안이 필요하다. 따라서, 각 시·군에 적용되고 있는 도시 방재 시설물의 평가에 대한 현재의 운영 상황과 문제점을 검토하고 이를 바탕으로 방재성능평가를 향상시키기 위한 개선 방안을 제시하였다.

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