CSSAP: Software Aging Prediction for Cloud Services Based on ARIMA-LSTM Hybrid Model

作者: Jing Liu , Xueyong Tan , Yan Wang

DOI: 10.1109/ICWS.2019.00055

关键词:

摘要: Cloud services typically compose of multiple distributed software components that communicate with each other through web service interfaces in the cloud environments. During their …

参考文章(20)
Adebiyi A. Ariyo, Adewumi O. Adewumi, Charles K. Ayo, Stock Price Prediction Using the ARIMA Model international conference on computer modelling and simulation. pp. 106- 112 ,(2014) , 10.1109/UKSIM.2014.67
Jean Araujo, Rubens Matos, Paulo Maciel, Francisco Vieira, Rivalino Matias, Kishor S Trivedi, None, Software Rejuvenation in Eucalyptus Cloud Computing Infrastructure: A Method Based on Time Series Forecasting and Multiple Thresholds 2011 IEEE Third International Workshop on Software Aging and Rejuvenation. pp. 38- 43 ,(2011) , 10.1109/WOSAR.2011.18
Javier Alonso, Inigo Goiri, Jordi Guitart, Ricard Gavalda, Jordi Torres, Optimal Resource Allocation in a Virtualized Software Aging Platform with Software Rejuvenation international symposium on software reliability engineering. pp. 250- 259 ,(2011) , 10.1109/ISSRE.2011.30
Yongquan Yan, Ping Guo, Lifeng Liu, A Novel Hybridization of Artificial Neural Networks and ARIMA Models for Forecasting Resource Consumption in an IIS Web Server 2014 IEEE International Symposium on Software Reliability Engineering Workshops. pp. 437- 442 ,(2014) , 10.1109/ISSREW.2014.27
Sepp Hochreiter, Jürgen Schmidhuber, Long short-term memory Neural Computation. ,vol. 9, pp. 1735- 1780 ,(1997) , 10.1162/NECO.1997.9.8.1735
Rubens Matos, Jean Araujo, Vandi Alves, Paulo Maciel, None, Characterization of Software Aging Effects in Elastic Storage Mechanisms for Private Clouds 2012 IEEE 23rd International Symposium on Software Reliability Engineering Workshops. pp. 293- 298 ,(2012) , 10.1109/ISSREW.2012.82
Y. Huang, C. Kintala, N. Kolettis, N.D. Fulton, Software rejuvenation: analysis, module and applications ieee international symposium on fault tolerant computing. pp. 381- 390 ,(1995) , 10.1109/FTCS.1995.466961
Hai Ning Meng, Yong Qi, Di Hou, Yao Zhang, Liang Liu, Software Aging Forecasting Model of Service-Oriented Application Server Based on Wavelet Network with Adaptive Genetic Algorithm international conference on natural computation. ,vol. 3, pp. 353- 357 ,(2007) , 10.1109/ICNC.2007.671
Xiu-e Chen, Quan Quan, Yun-fei Jia, Kai-yuan Cai, A Threshold Autoregressive Model for Software Aging service oriented software engineering. pp. 34- 40 ,(2006) , 10.1109/SOSE.2006.5
Ermeson C. Andrade, Fumio Machida, Dong-Seong Kim, Kishor S. Trivedi, Modeling and Analyzing Server System with Rejuvenation through SysML and Stochastic Reward Nets availability, reliability and security. pp. 161- 168 ,(2011) , 10.1109/ARES.2011.28