200 likes | 341 Views
ISPs as Nodes or Sets of Links?. Praveen K. Muthuswamy Electrical Computer and Systems Engineering Rensselaer Polytechnic Institute. In collaboration with Koushik Kar , Aparna Gupta (RPI) Hasan T. Karaoglu, Murat Yukse l (UNR). Outline. Motivation Contract- S witching Architecture
E N D
ISPs as Nodes or Sets of Links? Praveen K. Muthuswamy Electrical Computer and Systems Engineering Rensselaer Polytechnic Institute In collaboration with KoushikKar, Aparna Gupta (RPI) Hasan T. Karaoglu, Murat Yuksel (UNR)
Outline • Motivation • Contract-Switching Architecture • Internet Traffic Engineering using Contract-switching • Numerical study and Benchmarking • Distributed TE Solution • Contributions and Future work
Motivation • Attain high-efficiency inter-domain TE • Numerous methods for intra-domain TE • Inter-domain TE involves many factors ranging from technology to economics and policy • Current Inter-domain TE techniques are constrained to outbound traffic load balancing • Cooperative inter-domain traffic engineering among neighboring ISPs is necessary
Internet Routing Limitations • ISP is abstracted as a single node or as a set of nodes (in case of multiple ASes) • Node abstraction simplifies inter-domain routing • Loss of path selection and flexibility beyond shortest-path routing in terms of AS hops. • Sufficient flexibility at the routing level is crucial for TE
Related Work • Link-state mechanisms to inter-domain routing • K. Levchenko, G. M. Voelker, R. Paturi, and S. Savage. Xl: an efficient network routing algorithm. In Proc. SIGCOMM, 2008. • Pathlet Routing abstracts ISP as virtual nodes • Scott Shenker, P. Brighten Godfrey, Igor Ganichev, and Ion Stoica,Pathlet routing. Proc. SIGCOMM, 2009. • Inter-AS source routing and GMPLS • XiaoweiYang, David Clark, and Arthur Berger, NIRA: A new inter-domain routing architecture. IEEE/ACM Transactions on Networking, 15:775–788, 2007. • E. Mannie. Generalized mplsarchitecture, RFC 3945
Stations of the provider computing and advertising local prices for edge-to-edge contracts. Edge Router Edge Router Edge Router Network Core accessed only by contracts Customers Edge Router Edge Router Edge Router Contract-Switching Paradigm • Contract-Switching Paradigm for Internet value flows and risk management, Yukselet al. 2008 • ISP is abstracted as a set of contract links • Contract link – Advertisable contract between edge nodes (peering points) of an ISP 30Mbps, 45 min, $9
Internet Traffic Engineering using CSP • Each contract link follows a single, fixed intra-AS path • End-to-end flows are optimally split along contract links • Optimal inter-domain traffic engineering, but simple intra-domain routing
Notations • - Bandwidth capacity of router-to-router link • - Physical links used to construct edge-to-edge link • - Total traffic at edge router for destination • - Flow on the contract or peering link
Optimal TE formulation (1/2) • Maximum Throughput Routing Throughput Edge-to-edge flows Capacity constraints Flow-conservation constraints
Optimal TE formulation (2/2) • Minimum Delay Routing • Vxy(f) is a convex-cost with each router-to-router link. Consider M/M/1 delay cost. • Minimum Bandwidth Routing
Frameworks for Benchmarking • Global Optimum (OPT) – Complete Internet topology without abstractions (optimal inter and intra-domain routing) • BGP framework – Least ISP hops for inter-domain and OSPF/RIP for intra-domain
Simulation Results • Random topology • Inter-domain and Intra-domain are random • BRITE topology • BRITE model for inter-domain • Rocketfuel Topologies (ABILENE and GEANT) for intra-domain • GTITM topology • GTITM model for inter-domain • Rocketfuel Topologies (ABILENE and GEANT) for intra-domain
Maximum Throughput • Average throughput on 50 random topologies
Minimum Delay • Delay on Sample Random topology and Sample BRITE topology
Minimum Bandwidth • Average total bandwidth on 50 BRITE topologies
Distributed TE solution • Derived using the gradient descent approach to penalized objective function • Traffic rate variables for each destination at each edge-link • Updating of traffic rates requires only “local” information • Gradient projection method for AS j involves projection on , the intra-domain capacity region • Gradient projection method for e-edge links requires the congestion along the link and local communication between the end nodes
Numerical Study • Generate Internet topologies according to BRITE • Size of each AS is 10 routers • Obtain ratio of converged cost to optimum cost • Both average and maximum ratio is close to 1 • Converged cost of the proposed TE solution is close to the optimum
Average convergence time • Convergence if cost does not vary beyond 0.5% • Convergence time seems to increase sub-linearly with number of ASes, and number of destinations
Conclusion • Contract link abstraction provides significant improvement in routing performance over BGP • Close to the best achievable performance • Link abstraction is good for inter-domain traffic engineering • Developed distributed TE solution based on gradient descent and studied its performance numerically
Thank You !! Questions ?