Performability evaluation and optimization analysis of repairmen for large-scale networks

Today, many large usages of computer systems, cloud computing, high-performance networks and their connections through networks are available electronically and they rapidly increased. These large-scale networks are fault tolerant and require a repairmen policy for maximising Quality of Service (QoS). However, obtaining QoS of large-scale networks analytically is difficult due to the state space explosion problem. In this paper, a simple and flexible approximate analytical modelling approach is presented in order to overcome state space explosion problem of large Markov models. The mean queue length results obtained from the proposed model and Spectral expansion solution are in good agreement. It is shown that this approach can handle large state spaces. An optimisation study is also presented together with the relationship of the number of servers and number of repairmen.

[1]  Yonal Kirsal,et al.  Analytical Modelling and Performability Evaluation of LTE as Dominant Connectivity Technology for Internet of Things , 2016, 2016 30th International Conference on Advanced Information Networking and Applications Workshops (WAINA).

[2]  Ram Chakka,et al.  Spectral expansion solution for some finite capacity queues , 1998, Ann. Oper. Res..

[3]  Dario Bruneo,et al.  A Stochastic Model to Investigate Data Center Performance and QoS in IaaS Cloud Computing Systems , 2014, IEEE Transactions on Parallel and Distributed Systems.

[4]  Marcel F. Neuts,et al.  Matrix-Geometric Solutions in Stochastic Models , 1981 .

[5]  Bianca Schroeder,et al.  A Large-Scale Study of Failures in High-Performance Computing Systems , 2006, IEEE Transactions on Dependable and Secure Computing.

[6]  Enver Ever,et al.  Approaches to modelling and analysis of performability evaluation in wireless environments , 2015, 2015 23nd Signal Processing and Communications Applications Conference (SIU).

[7]  Bianca Schroeder,et al.  A Large-Scale Study of Failures in High-Performance Computing Systems , 2010, IEEE Trans. Dependable Secur. Comput..

[8]  Yonal Kirsal,et al.  Modelling and performability evaluation for LTE wireless channel using queuing theory , 2016, 2016 24th Signal Processing and Communication Application Conference (SIU).

[9]  Ram Chakka,et al.  Spectral Expansion Solution for a Class of Markov Models: Application and Comparison with the Matrix-Geometric Method , 1995, Perform. Evaluation.

[10]  Enver Ever,et al.  Performability Modelling of Handoff in Wireless Cellular Networks and the Exact Solution of System Models with Service Rates Dependent on Numbers of Originating and Handoff Calls , 2009, 2009 International Conference on Computational Intelligence, Modelling and Simulation.

[11]  Azzedine Boukerche,et al.  The impact of mobility on Mobile Ad Hoc Networks through the perspective of complex networks , 2011, J. Parallel Distributed Comput..

[12]  Hung T. Tran,et al.  COMPUTATIONAL ASPECTS FOR STEADY STATE ANALYSIS OF QBD PROCESSES , 2000 .