Some approaches to solving a multihour broadband network capacity design problem with single-path routing

In this paper, we consider solution approaches to a multihour combined capacity design and routing problem which arises in the design of dynamically reconfigurable broadband communication networks that uses the virtual path concept. We present a comparative evaluation of four approaches, namely: a genetic algorithm, a Lagrangian relaxation based subgradient optimization method, a generalized proximal point algorithm with subgradient optimization, and, finally, a hybrid approach where the subgradient based method is combined with a genetic algorithm. Our computational experience on a set of test problems of varying network sizes services) shows that the hybrid approach often is the desirable choice in obtaining the minimum cost network while the genetic algorithm based approach has the most difficulty in solving large scale problems.

[1]  Luigi Fratta,et al.  The flow deviation method: An approach to store-and-forward communication network design , 1973, Networks.

[2]  Deep Medhi Multi-hour, multi-traffic class network design for virtual path-based dynamically reconfigurable wide-area ATM networks , 1995, TNET.

[3]  Amitava Dutta,et al.  Capacity planning of private networks using DCS under multibusy-hour traffic , 1994, IEEE Trans. Commun..

[4]  John N. Tsitsiklis,et al.  Parallel and distributed computation , 1989 .

[5]  P ? ? ? ? ? ? ? % ? ? ? ? , 1991 .

[6]  Dimitri P. Bertsekas,et al.  Data networks (2nd ed.) , 1992 .

[7]  Deep Medhi,et al.  Models for Network Design, Servicing and Monitoring of ATM Networks Based on the Virtual Path Concept , 1997, Comput. Networks ISDN Syst..

[8]  Deep Medhi,et al.  Generalized proximal point algorithm for convex optimization , 1996 .

[9]  Bezalel Gavish,et al.  A system for routing and capacity assignment in computer communication networks , 1989, IEEE Trans. Commun..

[10]  Mario Gerla,et al.  Topology design and bandwidth allocation in ATM nets , 1989, IEEE J. Sel. Areas Commun..

[11]  M. Eisenberg Engineering traffic networks for more than one busy hour , 1977, The Bell System Technical Journal.

[12]  Warren B. Powell,et al.  A Primal Partitioning Solution for the Arc-Chain Formulation of a Multicommodity Network Flow Problem , 1993, Oper. Res..

[13]  Erik Rolland,et al.  Heuristic solution Procedures for the Graph Partitioning Problem , 1992, Computer Science and Operations Research.

[14]  Heinz Mühlenbein,et al.  Parallel Genetic Algorithms in Combinatorial Optimization , 1992, Computer Science and Operations Research.

[15]  Bezalel Gavish,et al.  Capacity and Flow Assignments in Large Computer Networks , 1986, INFOCOM 1986.

[16]  Stella Dafermos,et al.  An Extended Traffic Assignment Model with Applications to Two-Way Traffic , 1971 .

[17]  Norman Zadeh,et al.  On building minimum cost communication networks over time , 1974, Networks.

[18]  Doan B. Hoang,et al.  Joint Optimization of Capacity and Flow Assignment in a Packet-Switched Communications Network , 1987, IEEE Trans. Commun..

[19]  Bernard Yaged,et al.  Minimum cost routing for static network models , 1971, Networks.

[20]  D. E. Goldberg,et al.  Genetic Algorithms in Search , 1989 .

[21]  Åke Arvidsson Management of Reconfigurable Virtual Path Networks , 1994 .

[22]  Dimitri P. Bertsekas,et al.  Data Networks , 1986 .

[23]  Bernard Yaged Minimum cost routing for dynamic network models , 1973, Networks.

[24]  Frank Y. S. Lin,et al.  A New Multiplier Adjustment Procedure for the Distributed Computation of Routing Assignments in Virtual Circuit Data Networks , 1992, INFORMS J. Comput..

[25]  Hanan Luss,et al.  Operations Research and Capacity Expansion Problems: A Survey , 1982, Oper. Res..

[26]  Eric Rosenberg,et al.  A Nonlinear Programming Heuristic for Computing Optimal Link Capacities in a Multi-Hour Alternate Routing Communications Network , 1987, Oper. Res..

[27]  Sidney L. Hantler,et al.  An Algorithm for Optimal Route Selection in SNA Networks , 1983, IEEE Trans. Commun..

[28]  William Stallings,et al.  ISDN and broadband ISDN with frame relay and ATM (3rd ed.) , 1995 .

[29]  Andre Girard,et al.  Routing and Dimensioning in Circuit-Switched Networks , 1990 .

[30]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[31]  Bezalel Gavish,et al.  Routing in a Network with Unreliable Components , 1988, IEEE Trans. Commun..

[32]  R. H. Cardwell,et al.  Design and optimization of networks with dynamic routing , 1981, The Bell System Technical Journal.

[33]  Roy D. Yates,et al.  A Layered Broadband Switching Architecture with Physical or Virtual Path Configurations , 1991, IEEE J. Sel. Areas Commun..

[34]  Cheng-Hong Yang,et al.  Genetic Algorithms for the Traveling Salesman Problem with Time Windows , 1992, Computer Science and Operations Research.

[35]  John Burgin Broadband ISDN Resource Management , 1990, Comput. Networks ISDN Syst..

[36]  W. Prager,et al.  Optimal and suboptimal capacity allocation in communication networks , 1971 .

[37]  M. De Prycker ATM switching on demand , 1992 .

[38]  R. Tyrrell Rockafellar,et al.  Augmented Lagrangians and Applications of the Proximal Point Algorithm in Convex Programming , 1976, Math. Oper. Res..

[39]  G. Ash,et al.  Servicing and real-time control of networks with dynamic routing , 1981, The Bell System Technical Journal.

[40]  David K. Smith,et al.  Mathematical Programming: Theory and Algorithms , 1986 .

[41]  Dimitri P. Bertsekas,et al.  Data Networks: Second Edition , 1992 .

[42]  J. G. Klincewicz,et al.  A scaled reduced gradient algorithm for network flow problems with convex separable costs , 1981 .

[43]  C. Ha A generalization of the proximal point algorithm , 1987, 26th IEEE Conference on Decision and Control.

[44]  Dirk Van Gucht,et al.  Parallel Genetic Algorithms Applied to the Traveling Salesman Problem , 1991, SIAM J. Optim..

[45]  Moshe Sidi,et al.  Topological design of local area networks using genetic algorithms , 1995, Proceedings of INFOCOM'95.

[46]  Michel Minoux,et al.  Mathematical Programming , 1986 .

[47]  W. Elsner A descent algorithm for the multihour sizing of traffic networks , 1977, The Bell System Technical Journal.

[48]  R. Siebenhaar,et al.  Optimized ATM virtual path bandwidth management under fairness constraints , 1994, 1994 IEEE GLOBECOM. Communications: The Global Bridge.

[49]  Michael C. Ferris,et al.  Genetic Algorithms for Combinatorial Optimization: The Assemble Line Balancing Problem , 1994, INFORMS J. Comput..

[50]  Amitava Dutta,et al.  A Multiperiod Capacity Planning Model for Backbone Computer Communication Networks , 1992, Oper. Res..

[51]  Deep Medhi,et al.  A unified approach to network survivability for teletraffic networks: models, algorithms and analysis , 1994, IEEE Trans. Commun..

[52]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[53]  Stephen Chen,et al.  Solving large telecommunications network loading problems , 1989, AT&T Technical Journal.

[54]  Martin Davies,et al.  Computer Science and Operations Research: New Developments in Their Interfaces , 1992 .

[55]  Michael Florian,et al.  A Method for Computing Network Equilibrium with Elastic Demands , 1974 .

[56]  R. L. Smith Deferral strategies for a dynamic communications network , 1979, Networks.

[57]  Shigeo Shioda,et al.  Centralized Virtual Path Bandwidth Allocation Scheme for ATM Networks , 1992 .

[58]  Philip Wolfe,et al.  Validation of subgradient optimization , 1974, Math. Program..