• 제목/요약/키워드: simulated annealing algorithm

검색결과 411건 처리시간 0.021초

사이버 문제은행에서 시뮬레이티드 어닐링을 이용한 2단계 문제세트 생성 휴리스틱 (Two Phase Heuristic for Test Set Generation Using Simulated Annealing in Cyber Testbank System)

  • 황인수
    • 경영과학
    • /
    • 제18권1호
    • /
    • pp.155-164
    • /
    • 2001
  • The widespread diffusion of Internet has enables every college and education institute to develope cyber education systems to meet the multiple needs of students, but it is not true that the effectiveness of cyber education is fruitful in terms of evaluation systems. Most of the early developed web-based evaluation systems for cyber education require that all the students should solve uniformed test set which are included in the predetermined static HTML pages. Therefore, it is impossible to dynamically provide a test set with consistency and reliability. This paper purpose to describe the employment of simulated annealing in cyber testbank system for test set generation that satisfy all constraints. The constraints include number of items for each skill, method, domain, topic, and so on. This research developed two phase heuristic combining sequential test set generation algorithm with simulated annealing. As a result of computer simulations, it was found that the two phase heuristic outperforms the other algorithms.

  • PDF

Sequence-Pair 모델 기반의 블록 배치에서 압축과 배치 역변환을 이용한 Simulated-Annealing 개선 기법 (Simulated-Annealing Improvement Technique Using Compaction and Reverse Algorithm for Floorplanning with Sequence-Pair Model)

  • 성영태;허성우
    • 한국정보과학회:학술대회논문집
    • /
    • 한국정보과학회 2008년도 한국컴퓨터종합학술대회논문집 Vol.35 No.1 (B)
    • /
    • pp.598-603
    • /
    • 2008
  • Sequence-Pair(SP)는 플로어플랜을 표현하는 모델 중 하나로써, 일반적으로 SP 모델을 사용하는 플로 어프래너 (floorplanner)는 Simulated-Annealing (SA) 알고리즙을 통해 해 탐색 과정을 수행한다. SP 모델을 이용한 다양한 논문에서 플로어플랜 성능 향상을 위해 평가함수의 개선과 스케줄링 기법 향상을 모색하였으며, 평가함수의 경우 O(nlogn) 시간 알고리즘이 존재한다. 본 논문에서는 SP 모델을 이용한 SA 기법에서 SA의 해 탐색 과정 중 초기 해 탐색 시점에서 좋은 해를 빠르게 찾을 수 있는 방법을 제안한다. 제안 기법은 기존의 SA 프레임펙을 수정한 2단계 SA 알고리즘으로써 SP에 대응하는 배치를 압축하고 압축한 배치를 역변환하는 과정으로 구성된다. 실험과 결과를 통해 제안기법의 효과를 보이며, 평균적으로 동일한 SA 환경 하에서 제안기법이 최종결과 면에서 우수함을 보인다.

  • PDF

Multi-station Fixture Layout Design Using Simulated Annealing

  • Kim, Pansoo;Seun, Ji Ung
    • Management Science and Financial Engineering
    • /
    • 제10권2호
    • /
    • pp.73-87
    • /
    • 2004
  • Automotive and aircraft assembly process rely on fixtures to support and coordinate parts and subassemblies. Fixture layout in multi-station panel assemblies has a direct dimensional effect on final products and thus presents a quality problem. This paper describes a methodology for fixture layout design in multi -station assembly processes. An optimal fixture layout improves the robustness of a fixture system against environmental noises, reduces product variability, and eventually leads to manufacturing cost reduction. One of the difficulties raised by multi-station fixture layout design is the overwhelmingly large number of design alternatives. This makes it difficult to find a global optimality and, if an inefficient algorithm is used, may require prohibitive computing time. In this paper, simulated annealing is adopted and appropriate parameters are selected to find good fixture layouts. A four-station assembly process for a sport utility vehicle (SUV) side frame is used throughout the paper to illustrate the efficiency and effectiveness of this methodology.

시뮬레이티드 어닐링을 이용한 유성치차열의 설계요소 최적화에 관한 연구 (Study on the Optimal Design for Design Parameter of Planetary Gear Train Using Simulated Annealing)

  • 이근호;최용혁;정태형
    • 한국공작기계학회논문집
    • /
    • 제14권1호
    • /
    • pp.58-65
    • /
    • 2005
  • A planetary gear trains has characteristics in compactness, power transformation ability and constant meshing. Usability is increased in applications of auto transmission and industrial gearbox. Study on optimum design of planetary gear train has been progressed on miniaturization of weight, miniaturization of planetary gear train and improvement of high strength. There are demands of study f3r the planetary gear train required long life estimation. In this work being considered life, strength, interference, contact ratio and aspect ratio, the optimum design algorithm is proposed to reduce the volume of planetary gear train with transferring the same amount of power. In the design of algerian for planetary gear train, the determination of teeth number is separated to achieve simplicity and the simulated annealing method as a global optimal technique is used far optimal design method.

초분광 영상 특징선택과 밴드비 기법을 이용한 유사색상의 특이재질 검출기법 (Specific Material Detection with Similar Colors using Feature Selection and Band Ratio in Hyperspectral Image)

  • 심민섭;김성호
    • 제어로봇시스템학회논문지
    • /
    • 제19권12호
    • /
    • pp.1081-1088
    • /
    • 2013
  • Hyperspectral cameras acquire reflectance values at many different wavelength bands. Dimensions tend to increase because spectral information is stored in each pixel. Several attempts have been made to reduce dimensional problems such as the feature selection using Adaboost and dimension reduction using the Simulated Annealing technique. We propose a novel material detection method that consists of four steps: feature band selection, feature extraction, SVM (Support Vector Machine) learning, and target and specific region detection. It is a combination of the band ratio method and Simulated Annealing algorithm based on detection rate. The experimental results validate the effectiveness of the proposed feature selection and band ratio method.

이동통신망의 이중계층 위치 및 페이징 영역 결정을 위한 시뮬레이티드 어닐링 알고리듬 (Simulated Annealing Algorithm for Two Layer Location Registration and Paging Areas in the Mobile Communication Systems)

  • 백천현;정용주;김후곤
    • 대한산업공학회지
    • /
    • 제28권4호
    • /
    • pp.425-434
    • /
    • 2002
  • Mobility of service users makes location update and paging (L/P) procedures indispensable features in mobile communication networks. Importance of optimizing the configuration of L/P areas has been increased by the growth of L/P related signaling. In this study, we deal with the L/P configuration which an LA (Location Area) may contain multiple PAs (Paging Areas). Given the network topology, L/P related parameters, and traffics generated by each cell, is provided the problem of finding optimal LA/PA configuration minimizing the amount of L/P related signaling. The optimization problem is solved using a simulated annealing, and detailed computational results are conducted to capture the effects of mobility, call arrival patterns and boundary crossing rate on the LA and PA configurations.

시뮬레이티드 어닐링을 이용한 배전계통 선로 재구성에 관한 연구 (A Study on Distribution System Reconfiguration using Simulated Annealing)

  • 전영재;최승규;이승윤;김재철
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 1998년도 하계학술대회 논문집 C
    • /
    • pp.1085-1087
    • /
    • 1998
  • A distribution systems loss minimum reconfiguration method by simulated annealing is proposed. The problem is a complex mixed integer programming problem and is very difficult to solve by a mathematical programming approach. Simulated annealing generates feasible solutions randomly and moves among these solutions using a strategy leading to a global minimum with high probabilities. The solution algorithm has been implemented in developed software package and tested on 32-bus system.

  • PDF

Reduction of Reconstruction Errors in Kinoform CGHs by Modified Simulated Annealing Algorithm

  • Yang, Han-Jin;Cho, Jeong-Sik;Won, Yong-Hyub
    • Journal of the Optical Society of Korea
    • /
    • 제13권1호
    • /
    • pp.92-97
    • /
    • 2009
  • In this paper, a conventional simulated annealing (SA) method for optimization of a kinoform computer generated hologram (CGH) is analyzed and the SA method is modified to reduce a reconstruction error rate (ER) of the CGH. The dependences of the quantization level of the hologram pattern and the size of the data on the ER are analyzed. To overcome saturation of the ER, the conventional SA method is modified as it magnifies a Fourier-transformed pattern in the intermediate step. The proposed method can achieve a small ER less than 1%, which is impossible in the conventional SA method.

Simulated Annealing기법을 이용한 초음파의 계면 반사 특성평가 (Evaluation of ultrasonic reflection characteristics on an interface surface using Simulated Annealing)

  • 은길수;김노유;나환선
    • 한국전산구조공학회:학술대회논문집
    • /
    • 한국전산구조공학회 2002년도 봄 학술발표회 논문집
    • /
    • pp.395-400
    • /
    • 2002
  • Epoxy coating and sealing used in nuclear plants for the protection of radiation degrades with aging and hazardous atmosphere. In order to evaluate the degradation of the epoxy, dependence of the acoustic impedance on the change of mechanical properties has been used. Unlike metals, the surface of the epoxy coating on a concrete liner is so wavy that the acoustic impedance is difficult to measure by using the reflectivity of the ultrasound on the interface surface because of the irregular reflection and propagation from the epoxy surface. SA(simulated annealing) algorithm is applied to calculate the acoustic impedance using a reflection wave from the rough epoxy surface. The surface waviness and acoustic impedance are taken into account and determined by SA method to evaluate the state of degradation quantitatively.

  • PDF

담금질을 사용한 비계량 다차원 척도법 (Non-Metric Multidimensional Scaling using Simulated Annealing)

  • 이창용;이동주
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
    • /
    • 제16권6호
    • /
    • pp.648-653
    • /
    • 2010
  • 비계량 다차원 척도법은 개체들 간의 비유사성이 비계량으로 주어져 개체들 간의 거리 개념을 설정하기 어려운 경우에 개체들을 유클리드 공간 상으로 사상하여 개체 간의 관련성을 연구하는 방법으로 지역 최적치가 많은 최적화 문제로 간주할 수 있다. 비계량 다차원 척도법을 위한 기존의 알고리즘은 최대 경사법을 사용함으로 일단 지역 최적치에 도달하면 더 이상 향상된 해를 찾기 어렵다는 단점이 있다. 이러한 단점을 해결하기 위하여 본 논문에서는 담금질 방법을 비계량 다차원 척도법에 접목하여 지역 최적치에 빠지지 않고 전역 최적치를 효율적으로 찾을 수 있는 새로운 비계량 다차원 척도법 알고리즘을 제안하였다. 제안한 알고리즘을 벤치마킹 문제에 적용하고 실험을 통하여 기존 알고리즘과 비교 분석한 결과, 제안한 알고리즘은 기존 알고리즘 대비 0.7%에서 3.2%의 향상률을 보였다. 또한 통계적 가설 검정을 통하여 제안한 알고리즘의 우수성을 입증하였다.