Title :
Nonconvexity issues for Internet rate control with multiclass services: stability and optimality
Author :
Lee, Jang-Won ; Mazumdar, Ravi R. ; Shroff, Ness B.
Author_Institution :
Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
Abstract :
In this paper, we investigate the problem of distributively allocating transmission rates to users on the Internet. We allow users to have concave as well as sigmoidal utility functions that are natural in the context of various applications. In the literature, for simplicity, most works have dealt only with the concave case. However, we show that when applying rate control algorithms developed for concave utility functions in a more realistic setting (with both concave and sigmoidal types of utility functions), they could lead to instability and high network congestion. We show that a pricing based mechanism that solves the dual formulation can be developed based on the theory of subdifferentials with the property that the prices "self-regulate" the users to access the resource based on the net utility. We discuss convergence issues and show that an algorithm can be developed that is efficient in the sense of achieving the global optimum when there are many users.
Keywords :
Internet; Internet rate control; concave utility function; convergence; distributively allocating transmission rate; multiclass service; network congestion; network stability; nonconvexity issue; pricing mechanism; sigmoidal utility function; Convergence; Degradation; Elasticity; Mechanical factors; Optimal control; Pricing; Quality of service; Shape; Stability; Web and internet services;
Conference_Titel :
INFOCOM 2004. Twenty-third AnnualJoint Conference of the IEEE Computer and Communications Societies
Print_ISBN :
0-7803-8355-9
DOI :
10.1109/INFCOM.2004.1354478