The significance of treating astronomical phenomenon as a chaotic system instead of a stochastic system for a better understanding of the underlying has been grown considerably in recent years. Unfortunately, the most important disadvantage of these techniques is the dependence on a single approach for identifying the chaotic nature and the variables involved. In this paper, an attempt is proposed to detect chaotic nature of astronomical time series using various nonlinear analysis techniques and prediction is also done to quantify the uncertainty involved. Mutual information function and Cao algorithm are used to determine the time delay and embedding dimension for the phase space reconstruction. The probability time and secular persistence or memory are calculated using maximal Lyapunov exponent and rescaled range analysis. Our analysis results indicate that dynamical behavior of astronomical process should be controlled by a low-dimensional chaoticattractor, its chaotic motion can be considered as a long-term persistence on large scales. Moreover, the nonlinear prediction method employed support the short- and mid-term predictability nature of astronomical time series. We can arrive at a conclusion that the reasonably good predictions obtained using a chaos theory is helpful for modeling and understanding the underlying dynamics of the complex astronomical system.
목차
Abstract 1. Introduction 2. Observational Data 3. Methods of Analysis 4. Results and Discussions 5. Conclusions Acknowledgements References
키워드
information processingrescaled range analysisphase space portraitmaximal Lyapunov exponent
저자
Shuang Zhou [ Chongqing Key Laboratory of Automated Reasoning and Cognition, Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, P.R. China, University of Chinese Academy of Sciences, Beijing 100049, P.R. China ]
Yong Feng [ Chongqing Key Laboratory of Automated Reasoning and Cognition, Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, P.R. China ]
보안공학연구지원센터(IJUNESST) [Science & Engineering Research Support Center, Republic of Korea(IJUNESST)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of u- and e- Service, Science and Technology
간기
격월간
pISSN
2005-4246
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of u- and e- Service, Science and Technology Vol.7 No.3