To evaluate the wireless network condition on moving medial vehicles and make reasonable judgment among multiple network channels, an automatic network judgment method is presented for unstable communication environment based on adaptive network speed analysis and prediction method. Historical network observation data are collected; time series analysis method and ARMA model are employed to build prediction model using historical data statistics with periodical update mechanism. Predicted network speed value is then compared with real speed value and a criterion to identify the condition of network is summarized from comparison result analysis. Experiments are conducted in both normal network and interfered network situations. Empirical studies results show that the adaptive prediction method could be used for wireless network speed prediction on moving vehicles. Under different network environments, the fit value of each group of data varies and this value could be used for network problem identification.
목차
Abstract 1. Introduction 2. Problem Formulation 3. Adaptive Network Prediction Method Using ARMA Model 3.1. ARMA Model 3.2. Network Speed Prediction and Evaluation 3.3. Coefficients Estimation 3.4. Adaptive Network Prediction Model Update Method 4. Network Judgment Procedure Based on Adaptive Prediction Method 4.1. Network Analysis and Judgment Based On Speed Prediction 4.2. Automatic Network Prediction and Judgment Procedure 5. Second and Following Pages Empirical Studies 5.1. Experiment Settings 5.2. Experiments on Network Prediction Using Time Series Analysis 5.3. Experiments on Network Judgment Based On Prediction Result 6. Conclusion and Future Work Acknowledgements References
키워드
wireless networkARMA modeltime series analysisdata prediction
저자
Zhihao Zheng [ Chongqing Institute of Green and Intelligent Technology, ChongQing,China ]
Pan He [ Chongqing Institute of Green and Intelligent Technology, ChongQing,China ]
Jiashun Ren [ The Third Military Medical University, XinQiao Hospital, ChongQing,China ]
Yu Chen [ The Third Military Medical University, XinQiao Hospital, ChongQing,China ]
보안공학연구지원센터(IJSH) [Science & Engineering Research Support Center, Republic of Korea(IJSH)]
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 Smart Home
간기
격월간
pISSN
1975-4094
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Smart Home Vol.9 No.7