Title :
An efficient numerical method for performance analysis of contention MAC protocols: a case study (PRMA++)
Author :
Lenzini, Luciano ; Meini, Beatrice ; Mingozzi, Enzo
Author_Institution :
Dept. of Inf. Eng., Pisa Univ., Italy
fDate :
6/1/1998 12:00:00 AM
Abstract :
Several multiple access control (MAC) protocols of industrial interest can be modeled by discrete-state discrete-time Markov chains, with finite lower block Hessenberg probability transition matrices PN, where the diagonal blocks have a size which decreases while passing from the top left block (A0,0) down to the right bottom block (AN,N). Such matrices have been identified in the literature as funnel matrices. In general, for meaningful systems of engineering interest, the size of PN is so large that the computation of the PN stationary probabilities (π) with common numerical methods cannot be performed due to the computational cost involved. To calculate the stationary probabilities of PN we have developed an innovative computational method which fully exploits the block Hessenberg structure of the matrix I-PN . In this way, we drastically reduce the overall computational cost with respect to the customarily used LU factorization, while still keeping the strong numerical stability of Gaussian elimination with diagonal adjustment. The potential of the new method is exploited to assess the performance of an access protocol for third-generation mobile systems, called PRMA++ (packet reservation multiple access protocol). This was designed within the European project RACE and has so far been studied, to the best of our knowledge, via simulative analysis. PRMA++ has received a lot of attention from manufacturers in the ongoing fifth framework program of the European Community
Keywords :
Markov processes; discrete time systems; land mobile radio; matrix algebra; numerical stability; packet radio networks; packet reservation multiple access; probability; European Community; Gaussian elimination; PRMA++; RACE European project; approximate analytical model; computational cost reduction; contention MAC protocols; diagonal adjustment; diagonal blocks; discrete-state discrete-time Markov chains; efficient numerical method; funnel matrices; lower block Hessenberg probability transition matrices; multiple access control; numerical stability; packet reservation multiple access protocol; performance analysis; stationary probabilities; third-generation mobile systems; Access control; Access protocols; Analytical models; Computational efficiency; Industrial control; Media Access Protocol; Numerical stability; Performance analysis; Probability; Systems engineering and theory;
Journal_Title :
Selected Areas in Communications, IEEE Journal on