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Journal ArticleDOI

A Stackelberg Network Game with a Large Number of Followers

TLDR
A detailed study of the limiting case where the number of followers is large reveals a number of interesting and intuitive properties of the equilibrium, and answers the question of whether and when the service provider has the incentive to add additional capacity to the network in response to an increase in thenumber of users on a particular link.
Abstract
We consider a hierarchical network game with multiple links, a single service provider, and a large number of users with multiple classes, where different classes of users enter the network and exit it at different nodes. Each user is charged by the service provider a fixed price per unit of bandwidth used on each link in its route, and chooses the level of its flow by maximizing an objective function that shows a tradeoff between the disutility of the payment to the service provider and congestion cost on the link the user uses, and the utility of its flow. The service provider, on the other hand, wishes to maximize the total revenue it collects. We formulate this problem as a leader-follower (Stackelberg) game, with a single leader (the service provider, who sets the price) and a large number of Nash followers (the users, who decide on their flow rates). We show that the game admits a unique equilibrium, and obtain the solution in analytic form. A detailed study of the limiting case where the number of followers is large reveals a number of interesting and intuitive properties of the equilibrium, and answers the question of whether and when the service provider has the incentive to add additional capacity to the network in response to an increase in the number of users on a particular link.

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Journal ArticleDOI

Distributed model predictive control: A tutorial review and future research directions

TL;DR: The goal is to not only conceptually review the results in this area but also to provide enough algorithmic details so that the advantages and disadvantages of the various approaches can become quite clear.
Journal ArticleDOI

A survey on networking games in telecommunications

TL;DR: This survey summary summarizes different modeling and solution concepts of networking games, as well as a number of different applications in telecommunications that make use of or can make useof networking games.
Journal ArticleDOI

Trafficking Networks and the Mexican Drug War

TL;DR: In this article, the authors examined the direct and spillover effects of Mexican policy toward the drug trade and found that drug-related violence increases substantially after close elections of PAN mayors.
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Demand Response Management in the Smart Grid in a Large Population Regime

TL;DR: A hierarchical system model that captures the decision making processes involved in a network of multiple providers and a large number of consumers in the smart grid, incorporating multiple processes from power generation to market activities and to power consumption is introduced.
Journal ArticleDOI

Trends in Networked Control Systems

TL;DR: This report presents the major contributions and the possible future challenges in the emerging area of Networked Control Systems.
References
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Book

Nonlinear Programming

Journal ArticleDOI

Rate control for communication networks: shadow prices, proportional fairness and stability

TL;DR: This paper analyses the stability and fairness of two classes of rate control algorithm for communication networks, which provide natural generalisations to large-scale networks of simple additive increase/multiplicative decrease schemes, and are shown to be stable about a system optimum characterised by a proportional fairness criterion.
Book

Dynamic Noncooperative Game Theory

TL;DR: In this paper, the authors present a general formulation of non-cooperative finite games: N-Person nonzero-sum games, Pursuit-Evasion games, and Stackelberg Equilibria of infinite dynamic games.
Journal ArticleDOI

Optimization flow control—I: basic algorithm and convergence

TL;DR: An optimization approach to flow control where the objective is to maximize the aggregate source utility over their transmission rates to solve the dual problem using a gradient projection algorithm.
Journal ArticleDOI

Competitive routing in multiuser communication networks

TL;DR: For a two-node multiple links system, uniqueness of the Nash equilibrium is proven under reasonable convexity conditions, and it is shown that this Nash equilibrium point possesses interesting monotonicity properties.