지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- Korean Institute of Information Scientists and Engineers Journal of Computing Science and Engineering Journal of Computing Science and Engineering Vol.9 No.2
- 발행연도
- 2015.6
- 수록면
- 39 - 50 (12page)
이용수
초록· 키워드
오류제보하기
Genetic algorithm (GA) and particle swarm optimization (PSO) are two excellent approaches to multimodal optimization problems. However, slow convergence or premature convergence readily occurs because of inappropriate and inflexible evolution. In this paper, a novel optimization algorithm with a flexible grid optimization (FGO) is suggested to provide adaptive trade-off between exploration and exploitation according to the specific objective function. Meanwhile, a uniform agents array with adaptive scale is distributed on the gird to speed up the calculation. In addition, a dominance centroid and a fitness center are proposed to efficiently determine the potential guides when the population size varies dynamically. Two types of subregion division strategies are designed to enhance evolutionary diversity and convergence, respectively. By examining the performance on four benchmark functions, FGO is found to be competitive with or even superior to several other popular algorithms in terms of both effectiveness and efficiency, tending to reach the global optimum earlier. Moreover, FGO is evaluated by applying it to a parameter decision in a least squares support vector machine (LS-SVM) to verify its practical competence.
목차
Abstract
Ⅰ. INTRODUCTION
Ⅱ. THE PROPOSED ALGORITHM
Ⅲ. BENCHMARK PROBLEMS
Ⅳ. APPLICATION EXAMPLE
Ⅴ. CONCLUSION
REFERENCES
참고문헌 (0)
참고문헌 신청함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Preparation of Fluorinated Graphene Oxide/Polyimide Composites with Low Dielectric Constant and Moisture Resistance
NANO
2018 .01
-
전역 수렴성능이 개선된 Particle Swarm Optimization 알고리즘 설계
대한전기학회 학술대회 논문집
2015 .11
-
An Improved Particle swarm optimization Algorithm for complex nonlinear Problems
한국통신학회 학술대회논문집
2022 .02
-
Development of Design Optimization Module for Hydrostatic Bearings
Journal of the Korean Society for Precision Engineering
2023 .12
-
Introduction of optimization algorithm and artificial intelligence application for performance evaluation of construction materials
대한토목학회 학술대회
2019 .10
-
공학 설계에서 매개변수가 없는 차분 진화 방법
한국CDE학회 논문집
2018 .06
-
비선형 최적화 알고리즘을 활용한 아크 용접 열원 추정에 관한 연구-Part II. Particle Swarm Optimization 적용
한국정밀공학회 학술발표대회 논문집
2020 .09
-
Parameter optimization of a seven-degree-of-freedom seated human model using a hybrid optimization method
대한기계학회 춘추학술대회
2022 .11
-
An Efficient Modified Immigrant Population Search Algorithm for Optimization over Unconstrained Spaces
Industrial Engineering & Management Systems
2019 .03
-
Toward extended oxidative stability, mechanical strength and operational durability of aligned quadratic hybrid(SPEEK/FPAPB/Fe3O4-FGO) membrane for use in high temperature fuel cells operating under low humidity
한국에너지학회 학술발표회
2017 .04
-
Optimization Using Evolutionary Computation
Proceedings of The International Workshop on Future Technology
2019 .01
-
Parameter Optimization Based on Evolutionary Algorithms for Green Cognitive Radio
SmartCR
2015 .10
-
Hybrid PSO and SSO algorithm for truss layout and size optimization considering dynamic constraints
Structural engineering and mechanics : An international journal
2015 .01
-
An Improved PSO Algorithm for the Classification of Multiple Power Quality Disturbances
JIPS(Journal of Information Processing Systems)
2019 .01
-
Routing optimization method of waste transportation vehicle using biological evolutionary algorithm under the perspective of low carbon and environmental protection
Environmental Engineering Research
2023 .02
-
공학 최적화 문제를 위한 차분진화 개체 수 자동 조율 방법
한국CDE학회 논문집
2020 .09
-
Application of Meta-Heuristic Algorithms in Solving a Supply Chain Model
Industrial Engineering & Management Systems
2021 .12
-
Particle Swarm Optimization for DFE Structure Optimization with Neural Fitness Evaluation
대한전자공학회 학술대회
2024 .06
-
순볼록하지 않은 함수에 대한 최적화 기법들의 수렴 속도
제어로봇시스템학회 국내학술대회 논문집
2019 .05
-
인공신경망 가중치의 효과적인 최적화를 위한 하이브리드 메타휴리스틱 알고리즘
대한산업공학회지
2022 .04
이 논문의 저자 정보
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2016-569-001673799