Neural approximation of open-loop feedback rate control in satellite networks

IEEE Transactions on Neural Networks

Volumn 16, Issue 5, 2005, Pages 1195-1211

  Baglietto, Marco ^a   Davoli, Franco ^a   Marchese, Mario ^a   Mongelli, Maurizio ^a  

^a UNIVERSITY OF GENOA   (Italy)

Author keywords

Functional optimization; Neural networks; Resource allocation; Satellite networks; Sensitivity estimation

Indexed keywords

APPROXIMATION THEORY; COMPUTER SIMULATION; CONGESTION CONTROL (COMMUNICATION); FEEDBACK CONTROL; GRADIENT METHODS; NEURAL NETWORKS; OPTIMIZATION; RESOURCE ALLOCATION; SENSITIVITY ANALYSIS; STOCHASTIC PROGRAMMING; TELECOMMUNICATION NETWORKS; TELECOMMUNICATION TRAFFIC;

FUNCTIONAL OPTIMIZATION; INFINITESIMAL PERTURBATION ANALYSIS; OPEN LOOP FEEDBACK CONTROL; SATELLITE NETWORKS; SENSITIVITY ESTIMATION;

SATELLITE COMMUNICATION SYSTEMS;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; COMPUTER SIMULATION; EVALUATION; FEEDBACK SYSTEM; FUZZY LOGIC; INFORMATION RETRIEVAL; INTERNET; METHODOLOGY; SIGNAL PROCESSING; SPACE FLIGHT; STATISTICAL MODEL; TELECOMMUNICATION;

ALGORITHMS; COMPUTER SIMULATION; FEEDBACK; FUZZY LOGIC; INFORMATION STORAGE AND RETRIEVAL; INTERNET; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); PATTERN RECOGNITION, AUTOMATED; SIGNAL PROCESSING, COMPUTER-ASSISTED; SPACECRAFT; TELECOMMUNICATIONS;

EID: 26844447144     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2005.853424     Document Type: Article

References (43)

1. K. Gokbayrak and C. G. Cassandras, "Online surrogate problem methodology for stochastic discrete resource allocation problems," J. Opt. Theory Appl., vol. 108, no. 2, pp. 349-376, Feb. 2001.
2. K. Gokbayrak and C. G. Cassandras, "Generalized surrogate problem methodology for online stochastic discrete optimization," J. Opt. Theory Appl., vol. 114, no. 1, pp. 97-132, Jul. 2002.
3. H. J. Chao and X. Guo, Quality of Service Control in High-Speed Networks. New York: Wiley, 2002.
4. N. Celandroni, E. Ferro, N. James, and F. Potorti, "FODA/IBEA: A flexible fade countermeasure system in user oriented networks," Int. J. Satellite Commun., vol. 10, no. 6, pp. 309-323, Nov.-Dec. 1992.
5. R. Bolla, N. Celandroni, F. Davoll, E. Ferro, and M. Marchese, "Bandwidth allocation in a multiservice satellite network based on long-term weather forecast scenarios," Comput. Commun., vol. 25, pp. 1037-1046, Jul. 2002.
6. K. Gokbayrak and C. Cassandras, "Adaptive call admission control in circuit-switched networks," IEEE Trans. Autom. Control, vol. 47, no. 6, pp. 1234-1248, Jun. 2002.
7. P. Marbach, O. Milhatsch, and J. Tsitsiklis, "Call admission control and routing in integrated services networks using neuro-dynamic programming," IEEE J. Sel. Areas Commun., vol. 18, no. 2, pp. 197-208, Feb. 2000.
8. C. M. Bamhart, J. E. Wieselthier, and A. Ephremides, "Admission control policies for multi-hop wireless networks," Wireless Netw., vol. 1, no. 4, pp. 373-387, 1995.
9. G. Apostolopoulos, R. Guerin, S. Kamat, A. Orda, and S. K. Tripathi, "Intradomain QoS routing in IP networks: A feasibility and cost/ benefit analysis," IEEE Network, vol. 13, no. 5, pp. 42-54, Sep.-Oct. 1999.
10. N. Celandroni, F. Davoli, and E. Ferro, "Static and dynamic resource allocation in a multiservice satellite network with fading," Int. J. Satellite Commun. Netw., vol. 21, no. 4-5, pp. 469-487, July-Oct. 2003.
11. N. J. Keon and G. Anandalingam, "Optimal pricing for multiple services in telecommunications networks offering quality-of-service guarantees," IEEE/ACM Trans. Netw., vol. 11, no. 1, pp. 66-80, Feb. 2003.
12. A. Iera, A. Molinaro, and S. Marano, "Call admission control and resource management issues for real-time VBR traffic in ATM-satellite networks," IEEE J. Sel. Areas Commun., vol. 18, pp. 2393-2403, Nov. 2000.
13. J. M. Pitts and J. A. Schormans, Introduction to IP and ATM Design and Performance, 2nd ed. New York: Wiley, 2000.
14. R. Bolla, F. Davoli, and M. Marchese, "Bandwidth allocation and admission control in ATM networks with service separation," IEEE Commun. Mag., vol. 35, no. 5, pp. 130-137, May 1997.
15. T. Ibaraki and N. Katoh, Resource Allocation Problems: Algorithmic Approaches. Cambridge, MA: MIT Press, 1988.
16. R. Bolla, F. Davoli, M. Marchese, and M. Perrando, "Call admission control and routing of QoS-aware and best effort flows in an IP-over-ATM networking environment," in Lecture Notes in Computer Science. New York: Springer-Verlag, Jan. 2001, vol. 1989, pp. 33-49.
17. B. Tsybakov and N. D. Georganas, "Self-similar traffic and upper bounds to buffer-overflow probability in an ATM queue," Perform. Eval., vol. 32, pp. 57-80, 1998.
18. D. Bertsekas, Dynamic Programming and Optimal Control, 2nd ed. Belmont, MA: Athena Scientific, 2001.
19. C. G. Cassandras and S. Lafortune, Introduction to Discrete Event Systems. Norwell, MA: Kluwer, 1999.
20. F. J. Vazquez-Abad, C. G. Cassandras, and V. Julka, "Centralized and decentralized asynchronous optimization of stochastic discrete-event systems," IEEE Trans. Autom. Control, vol. 43, no. 5, pp. 631-655, May 1998.
21. Y. Wardi, B. Melamed, C. G. Cassandras, and C. G. Panayiotou, "Online IPA gradient estimators in stochastic continuous fluid models," J. Opt. Theory Appl., vol. 115, no. 2, pp. 369-405, Nov. 2002.
22. C. G. Cassandras, G. Sun, C. G. Panayiotou, and Y. Wardi, "Perturbation analysis and control of two-class stochastic fluid models for communication networks," IEEE Trans. Autom. Control, vol. 48, no. 5, pp. 23-32, May 2003.
23. M. Marchese and M. Mongelli, "On-line bandwidth control for quality of service mapping over satellite independent service access points," Comput. Netw., Special Issue on Network Modeling and Simulation, to be published.
24. F. Davoli, M. Marchese, and M. Mongelli, "Optimal resource allocation in satellite networks: Certainty equivalent approach versus sensitivity estimation algorithms," Int. J. Commun. Syst., vol. 17, no. 10, pp. 935-962, Dec. 2004.
25. R. Zoppoli, M. Sanguineti, and T. Parisini, "Approximating networks and extended Ritz method for solution of functional optimization problems," J. Opt. Theory Appl., vol. 112, no. 2, pp. 403-439, Feb. 2002.
26. T. Parisini and R. Zoppoli, "Neural networks for feedback feedforward nonlinear control systems," IEEE Trans. Neural Netw., vol. 5, pp. 436-449, 1994.
27. V. Kurkova and M. Sanguineti, "Comparison of worst case errors in linear and neural network approximation," IEEE Trans. Inf. Theory, vol. 48, no. 1, pp. 264-275, Jan. 2002.
28. M. Baglietto, T. Parisini, and R. Zoppoli, "Distributed-information neural control: The case of dynamic routing in traffic networks," IEEE Trans. Neural Netw., vol. 12, no. 3, pp. 485-502, May 2001.
29. F. Alagoz, B. Vojcic, D. Walters, A. Alrustamani, and R. Pickholtz "Fixed versus adaptive admission control in direct broadcast satellite networks with return channel systems," IEEE J. Sel. Areas Commun., vol. 22, no. 2, pp. 238-249, Feb. 2004.
30. A. El Gamal, E. Uysal, and B. Prabhkar, "Energy-efficient transmission over a wireless link via lazy packet scheduling," in Proc. Infocom, vol. 1, Anchorage, AK, Apr. 22-26, 2001, pp. 386-394.
31. A. Fu, E. Modiano, and J. N. Tsitsiklis, "Optimal energy allocations and trasmission control for communications satellites," in Proc. Infocom, vol. 2, New York, Jun. 2002, pp. 648-656.
32. B. Tsybakov, "File trasmission over wireless fast fading downlink," IEEE Trans. Inf. Theory, vol. 48, no. 8, pp. 2323-2337, Aug. 2002.
33. P. M. Krishna, M. V. Gadre, and B. D. Uday, Multifractal Based Network Traffic Modeling. Norwell, MA: Kluwer, 2003.
34. K. W. Ross, Multiservice Loss Models for Broad-band Telecommunication Networks. London, U.K.: Springer-Verlag, 1995.
35. H. J. Kushner and G. G. Yin, Stochastic Approximation Algorithms and Applications. New York: Springer-Verlag, 1997.
36. S. Haykin, Neural Networks, a Comprehensive Foundation. New York: MacMillan Publishing, 1994.
37. P. Marbach and J. N. Tsitsiklis, "Simulation-based optimization of Markov reward processes," IEEE Trans. Autom. Control, vol. 46, no. 2, pp. 191-209, Feb. 2001.
38. P. Marbach and J. Tsitsildis, "Approximate gradient methods in policy-space optimization of Markov reward processes," J. Discrete Event Dyn. Syst., vol. 13, no. 1-2, pp. 111-148, Jan.-Apr. 2003.
39. W. E. Leland, M. S. Taqqu, W. Willinger, and D. V. Wilson, "On the self-similar nature of ethernet traffic," IEEE/ACM Trans. Netw., vol. 2, no. 1, pp. 1-15, 1994.
40. V. Paxson and S. Floyd, "Wide-area traffic: The failure of Poisson modeling," IEEE/ACM Trans. Netw., vol. 3, no. 3, pp. 226-244, 1995.
41. M. W. Garret and W. Willinger, "Analysis, modeling and generation of self-similar VBR video traffic," in Proc. SIGCOMM, London, U.K., 1994, pp. 269-280.
42. A. Jamalipour, The Wireless Mobile Internet: Architectures, Protocols and Services. New York: Wiley, 2003.
43. J. Ho and Y. Zhu, "Wireless packet data traffic profile,", Nortel Networks Res. Rep., Feb. 1999.