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by Shalabh Bhatnagar, Michael C. Fu, Steven I. Marcus
http://www.ece.umd.edu/~marcus/docs/abr_spie.ps
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Abstract:
In this paper, a two timescale simultaneous perturbation stochastic approximation (SPSA) algorithm is developed and applied to closed loop rate based available bit rate (ABR) flow control. The relevant convergence results are stated and explained. Numerical experiments demonstrate fast convergence even in the presence of significant delays and a large number of parameterized policy levels. Keywords: Rate-based ABR flow control, Two timescale SPSA, Optimal parameterized feedback policies. 1.
Citations
|
173
|
Stochastic Approximation Algorithms and Applications
– Kushner, Yin
- 1997
|
|
88
|
Multivariate stochastic approximation using a simultaneous perturbation gradient approximation
– Spall
- 1992
|
|
78
|
Intelligent Congestion Control for ABR Service in ATM Networks
– Siu, Tzeng
- 1995
|
|
37
|
Statistical Multiplexing with Loss Priorities in Rate-Based Congestion Control of High-Speed Networks
– Elwalid, Mitra
- 1994
|
|
32
|
Robust rate control for ABR sources
– Altman, Basar, et al.
- 1998
|
|
30
|
Stochastic approximation with two time scales
– Borkar
- 1997
|
|
30
|
Perturbation theory and finite Markov chains
– Schweitzer
- 1968
|
|
24
|
Performance analysis of a feed back congestion control policy
– Wang, Sengupta
- 1991
|
|
21
|
Stochastic optimization of regenerative systems using infinitesimal perturbation analysis
– Chong, Ramadge
- 1994
|
|
18
|
Convergence of a stochastic approximation algorithm for the GI=G=1 queue using infinitesimal perturbation analysis
– Fu
- 1990
|
|
15
|
Traffic Management for the Available Bit Rate (ABR) Service in Asynchronous Transfer Mode (ATM) Networks
– Kalyanaraman
- 1997
|
|
12
|
Multiscale stochastic approximation for parametric optimization of hidden Markov models
– Bhatnagar, Borkar
- 1997
|
|
7
|
On stochastic approximation driven by sample averages: convergence results via the ODE method
– Bartusek, Makowski
- 1994
|
|
6
|
Multiscale stochastic approximation schemes with applications to ABR service in ATM networks. Doctoral dissertation
– Bhatnagar
- 1997
|
|
6
|
Optimal multilevel feedback policies for ABR flow control using two timescale SPSA
– Bhatnagar, Fu, et al.
- 1999
|
|
6
|
Feedback based flow control of B-ISDN/ATM networks
– Pazhyannur, Agrawal
- 1995
|
|
4
|
Stability and performance analysis of rate based feedback flow control of ATM networks
– Sharma, Kuri
- 1999
|
|
3
|
A control theoretic approach for high speed ATM networks
– Kolarov, Ramamurthy
- 1997
|