Seminar: Optimization, Pricing and Control in Networks
Instructor: Prof. Dr. Fernando Paganini, Universidad ORT, Uruguay.
Location: Room 4.1F03, Telematics Department, Torres Quevedo Building, University Carlos III of Madrid, Avda. Universidad, 30, 28911 Leganes – Madrid
Dates: 9th –13th March, 2009
9th March: 15:00 – 17:00
10th, 11th, 12th: 18:00 – 20:00
13th: 15:00 – 19:00 (30 min. break)
Organization: NETCOM Research Group (Telematics Department, University Carlos III of Madrid, Spain); IMDEA Networks (Madrid, Spain)
The seminar will be conducted in English
Event description:
Optimization, Pricing and Control in Networks
In
the last decade, a new theoretical foundation for quantitative network
research has emerged. Its key ingredients are the following: economic
models to formulate network resource allocation as a convex
optimization problem; use of optimization methods to devise
decentralized solutions to these problems, in terms of dynamic
adaptation of the relevant variables; tools of control theory to
understand the dynamic properties of these methods. The resulting body
of theory has been highly successful in providing models for TCP
congestion control, describing how local protocols should be designed
to allow for interesting global properties to emerge. From here, recent
research has advanced this methodology to other layers of the protocol
stack. In this course we will provide an introduction to this
interdisciplinary field of research.
Tentative outline:
Lecture
1: Convex optimization and tools from economic theory.Convex functions
and sets, convex optimization problems. Duality. Elements of
microconomic theory, examples from network resource allocation.
Lecture
2: Dynamics and control. Lyapunov stability of differential equations.
Feedback control loops, tools for stability analysis, effect of
feedback delay. Examples from congestion control.
Lecture 3:
Congestion control. Formulation of the congestion control problem in
terms of utility maximization. Primal, dual, and primal-dual algorithms
and their stability. Application to modeling of current TCP.
Lecture
4: TCP stability and delay, introduction to scalable protocols.
Application of control theory tools for TCP stability Implications on
protocol design.
Lecture 5: Introduction to cross layer
optimization. Examples of joint resource allocation in multiple layers
of the protocol hierarchy.
Contact Seminar Instructor: paganini@ort.edu.uy