TY - GEN
T1 - Prediction model for information transmission performance of publish/subscribe systems with heterogeneous servers
AU - Zheng, Kexin
AU - Yang, Jingli
AU - Zheng, Shuai
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/7
Y1 - 2018/7
N2 - A novel prediction model for information trans-mission performance is presented in this paper, which is suitable for publish/subscribe systems with heterogeneous servers. Firstly, a uniform business logic model is developed by analyzing the principle of several typical types of publish/subscribe distributed systems. In addition, a mathematical model named MMPP(2)/G/1 cascaded queuing model is proposed by introducing heterogeneous server weighting factors into classical queuing model and Markov modulated Poisson process, which can eliminate iteration errors of the queuing model. The proposed prediction model is fully verified by carrying out a series of experiments in an Internet test platform. The results of the experiments illustrate that the proposed prediction model can achieve a higher prediction accuracy than the traditional model.
AB - A novel prediction model for information trans-mission performance is presented in this paper, which is suitable for publish/subscribe systems with heterogeneous servers. Firstly, a uniform business logic model is developed by analyzing the principle of several typical types of publish/subscribe distributed systems. In addition, a mathematical model named MMPP(2)/G/1 cascaded queuing model is proposed by introducing heterogeneous server weighting factors into classical queuing model and Markov modulated Poisson process, which can eliminate iteration errors of the queuing model. The proposed prediction model is fully verified by carrying out a series of experiments in an Internet test platform. The results of the experiments illustrate that the proposed prediction model can achieve a higher prediction accuracy than the traditional model.
KW - Distributed system information transmission
KW - Performance prediction
KW - Publish/subscribe
KW - Queuing model
UR - https://www.scopus.com/pages/publications/85083504885
U2 - 10.1109/IMCCC.2018.00096
DO - 10.1109/IMCCC.2018.00096
M3 - 会议稿件
AN - SCOPUS:85083504885
T3 - Proceedings - 8th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2018
SP - 426
EP - 430
BT - Proceedings - 8th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2018
A2 - Li, Jun-Bao
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2018
Y2 - 19 July 2018 through 21 July 2018
ER -