• 제목/요약/키워드: Experience GA

검색결과 108건 처리시간 0.021초

유전자 알고리즘 기반 최적 다항식 뉴럴네트워크 연구 및 비선형 공정으로의 응용 (A Study on GA-based Optimized Polynomial Neural Networks and Its Application to Nonlinear Process)

  • 김완수;이인태;오성권;김현기
    • 한국지능시스템학회논문지
    • /
    • 제15권7호
    • /
    • pp.846-851
    • /
    • 2005
  • 본 논문은 최적 탐색 알고리즘인 유전자 알고리즘을 이용하여 다항식 뉴럴네트워크(Polynomial Neural Networks : PNN)의 최적 설계가 그 목적이다. 기존의 다항식 뉴럴네트워크는 확장된 GMDH(Group Method of Data Handling) 방법에 기반을 두며, 네트워크의 성장과정을 통하여 각 층의 다항식뉴런(혹은 노드)에서 고정된 (설계자에 의해 미리 선택된) 노드 입력들의 수뿐만 아니라 다항식 차수(1차, 2차, 그리고 수정된 2차식)를 이용하였다. 더구나, 그 방법은 학습을 통해 생성된 PNN이 최적 네트워크 구조를 가진다는 것을 보증하지 못한다. 그러나, 제안된 GA-based PNN 모델은 다음의 파라미터들- 즉 입력변수의 수, 입력변수, 및 다항식 차수-을 유전자 알고리즘을 이용하여 선택 동조함으로써 그 구조를 구조적으로 더 최적화된 네트워크가 되도록 하고, 기존의 PNN보다 훨씬 더 유연하고, 선호된 뉴럴 네트워크가 되도록 한다. 하중계수를 가진 합성성능지수가 그 모델의 근사화 및 일반화(예측) 능력 사이의 상호 균형을 얻기 위해 제안된다. GA-based PNN의 성능을 평가하기 위해 그 모델은 가스 터빈 발전소의 NOx 배출 공정 데이터로 실험된다. 비교해석은 제안된 GA-based PNN이 앞서 나타난 다른 지능모델보다 더 우수한 예측능력뿐만 아니라 높은 정확성을 가진 모델임을 보인다.

신경회로망과 유전자 알고리즘을 이용한 열연두께 정도 향상 (Improvement of Thickness Accuracy in Hot-rolling Mill Using Neural Network and Genetic Algorithm)

  • 손준식;김일수;이덕만;권영섭
    • 한국공작기계학회논문집
    • /
    • 제15권5호
    • /
    • pp.59-64
    • /
    • 2006
  • The automation of hot rolling process requires the developments of several mathematical models for simulation and quantitative description of the industrial operations involved in order to achieve the continuously increasing productivity, flexibility and quality(dimensional accuracy, mechanical properties and surface properties). The mathematical modeling of hot rolling process has long been recognized to be a desirable approach to investigate rolling operating practice and design of mill requirement. To achieve this objectives, a new teaming method with neural network to improve the accuracy of rolling force prediction in hot rolling mill is developed. Also, Genetic Algorithm(GA) is applied to select the optimal structure of the neural network and compared with that of engineers experience. It is shown from this research that both structure selection methods can lead to similar results.

ANSYS Workbench를 활용한 정형해석 프로그램 개발 (Development of Templated Structural Analysis Program Using ANSYS Workbench)

  • 정일용;가충식;이규봉
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2006년도 춘계학술대회 논문집
    • /
    • pp.621-622
    • /
    • 2006
  • In this paper, we performed the customization of CAE analysis in the process of product development and verification. The purpose of customized analysis is to implement collaboration framework of inter-corporate, inter-division for knowledge process based on product development. Customized analysis methodology using ANSYS Workbench API is presented for the web-based and workbench-based application. Cellular phone was selected as a CAD model, and template based process of analysis is conducted. By using this system, customized analysis is suitable to site or user oriented specific analysis and for user who has little experience on CAE analysis.

  • PDF

구조물의 설계 최적화를 위한 메트로폴리스 유전알고리즘의 개발 및 적용 (Development and Application of Metropolis Genetic Algorithm for the Structural Design Optimization)

  • 박균빈;류연선;김정태;조현만
    • 한국전산구조공학회:학술대회논문집
    • /
    • 한국전산구조공학회 2003년도 가을 학술발표회 논문집
    • /
    • pp.115-122
    • /
    • 2003
  • A Metropolis genetic algorithm(MGA) is developed and applied for the structural design optimization. In MGA favorable features of Metropolis algorithm in simulated annealing(SA) are incorporated in simple genetic algorithm(SGA), so that the MGA alleviates the disadvantage of finding imprecise solution in SGA and time-consuming computation in SA. Performances of MGA are compared with those of conventional algorithms such as Holland's SGA, Krishnakumar's micro genetic algorithm(μGA), and Kirkpatrick's SA. Typical numerical examples are used to evaluate the favorable features and applicability of MGA From the theoretical evaluation and numerical experience, it is concluded that the proposed MGA is a reliable and efficient tool for structural design optimization.

  • PDF

신경회로망과 유전자 알고리즘을 이용한 열연두께 정도 향상 (Improvement of Thickness Accuracy in Hot-Rolling Mill Using Neural Network and Genetic Algorithm)

  • 손준식;김일수;최승갑;이덕만
    • 한국공작기계학회:학술대회논문집
    • /
    • 한국공작기계학회 2002년도 추계학술대회 논문집
    • /
    • pp.41-46
    • /
    • 2002
  • In the face of global competition, the requirements fer the continuously increasing productivity, flexibility and quality (dimensional accuracy, mechanical properties and surface properties) have imposed a major change on steel manufacturing industries. The automation of hot rolling process requires the developments of several mathematical models for simulation and quantitative description of the industrial operations involved. To achieve this objectives, a new loaming method with neural network to improve the accuracy of rolling force prediction in hot rolling mill is developed. Also, Genetic Algorithm(GA) is applied to select the optimal structure of the neural network and compared with that of engineers experience. It is shown from this research that both structure selection methods can lead to similar results.

  • PDF

SLS에서의 자동적인 조형자세 및 배치 결정에 관한 연구 (Determination of Part Orientation and Packing in SLS Process)

  • 허성민;장복근;최경현;이석희
    • 한국정밀공학회지
    • /
    • 제16권11호
    • /
    • pp.139-147
    • /
    • 1999
  • Rapid Prototyping has made a drastic change in all industries which needs to reduce the time for the development of new products. Orientation and packing in rapid prototyping is considered as the most important factors to maximize the utilization of space in the build chamber and reduce build time. However, the decision of these parameter is mainly dependant on the operators's experience. This paper presents the methodology to find the optimal build layout considering an orientation and packing of multiple parts in SLS processing. Each part is represented as a voxel structure to deal with the inefficiency in a bounding box approach. Test results show that the adapted BL algorithm with a genetic algorithm(GA) can be applicable to a real industry.

  • PDF

구급대원의 리더십에 대한 인식 유형 (Leadership perception types among 119 emergency medical technicians)

  • 이가연;최은숙
    • 한국응급구조학회지
    • /
    • 제23권1호
    • /
    • pp.71-85
    • /
    • 2019
  • Purpose: The purpose of this study was to provide basic data for developing strategic programs based on 119 emergency medical technicians leadership perception types. Methods: The subjects were thirty six 119 emergency medical technicians working for out-of hospital in Jeollanam-Do, Korea. Data were collected from July 20, 2017 to October 30, 2017. Q sample of 40 statements and P sample of 36 persons using PC QUANL software. Results: Three types of leadership styles were identified from the explanation (71.5% of the variables). The relationship oriented progressive type (the most common), the performance and value oriented type (the second most common), and the experience oriented filed participation type (the third most common). Conclusion: The fire department will need to develop and implemented leadership improvement programs based on the leadership types in order to meet the organization's goals.

Delayed treatment of traumatic eyeball dislocation into the maxillary sinus and treatment algorithm: a case report and literature review

  • Hoon Kim;Keun Hyung Kim;In Chang Koh;Ga Hyun Lee;Soo Yeon Lim
    • 대한두개안면성형외과학회지
    • /
    • 제25권1호
    • /
    • pp.31-37
    • /
    • 2024
  • Orbital floor fractures are commonly encountered, but the dislocation of the eyeball into the maxillary sinus is relatively rare. When it does occur, globe dislocation can have serious consequences, including vision loss, enucleation, and orbito-ocular deformity. Immediate surgical intervention is typically attempted when possible. However, severe comorbidities and poor general health can delay necessary surgery. In this report, we present the surgical outcomes of a 70-year-old woman who received delayed treatment for traumatic eyeball dislocation into the maxillary sinus due to a subarachnoid hemorrhage and hemopneumothorax. Additionally, we propose a treatment algorithm based on our clinical experience and a review of the literature.

노인 구강건강증진 활동에 대한 치과위생사의 학습경험과 수행경험에 따른 수행가능성 및 필요성 조사 (A study on the performance and necessity of dental hygienists for oral health promotion activities for the elderly according to their learning experiences and performance experiences)

  • 송가인;신선정;신보미;유상희;배수명
    • 한국치위생학회지
    • /
    • 제21권4호
    • /
    • pp.467-479
    • /
    • 2021
  • Objectives: The purpose of this study was to investigate the awareness of the performance and necessity of oral health promotion activities and seek ways to revitalize the professional role of dental hygienists in oral healthcare for the efficient oral care of the elderly. Methods: Eighty-five dental hygienists in charge of oral health promotion projects at public health centers and 38 dental hygienists in network dental clinical trials were investigated for their learning experience, performance experience, feasibility, and necessity of dental hygienists for general and oral health service items for the elderly. The collected data were analyzed using frequency analysis, chi-square test, and Mann-Whitney U test. Results: The degree of performance possibility according to the learning experience and performance experience of the dental hygienist for the whole body and oral health promotion activity items for the elderly showed that the degree of performance possibility was higher among those with experience compared to the non-experienced person, and it was statistically significantly higher (p<0.05). Conclusions: The dental hygienist's professional oral health service is a necessary system to improve practical knowledge and skills and to provide a wide range of professional oral health services for the elderly.

수베니어를 융합한 가상현실 기반의 문화 관광지 가상체험 서비스 (Virtual Reality Based Cultural Tourist Attractions converging with Souvenir)

  • 이가연;이석현
    • 융합정보논문지
    • /
    • 제7권3호
    • /
    • pp.111-116
    • /
    • 2017
  • 본 연구는 관광객이 문화 관광지에서 구매한 수베니어에 가상현실 콘텐츠를 접목하여 단순한 전시용도가 아닌 새로운 상품으로서의 가능성을 제시하였다. 수베니어를 연계하여 VR Viewer를 착용한 증강현실 콘텐츠 재생 및 가상현실 기술 기반의 문화 관광지 가상체험 서비스를 구현하였으며, 사용자가 가상공간에서 몰입감을 높일 수 있는 4K급 고품질 $360^{\circ}$영상 촬영, 가상현실 공간 구현 및 IMU(Inertial Measurement Unit)센서를 이용한 사용자와의 직관적인 UI 인터랙션이 가능하게 하였으며, 가상공간에 3D 콘텐츠 및 다양한 부가기능 부여 및 비즈니스 모델에 맞춘 기술개발을 통해 상품성을 향상시키고, 향후 다양한 타 분야 접목이 가능하도록 하였다. 또한, 사용자가 구매할 수베니어와 VR viewer는 본 연구에서 제작할 콘텐츠가 반영되도록 3D 프린터 등을 활용해 별도의 제작공정을 들여 프로토타입 형태로 제작하고, 이 후 기성품 사용 등을 위한 해당 기업과의 협의 등을 통해 다양한 상품으로 확장 고려될 수 있을 것으로 판단된다.