Semi-Definite Programming as a Simple Extension to Linear Programming: Convex Optimization with Queueing, Equity and Other Telecom Functionals

نویسنده

  • Jérôme Galtier
چکیده

In the recent years, the telecommunication field has experienced an explosion of services, with as various leading applications as mobility and the Internet. This revolution has impacted both the nature and the volume of the traffic in nowadays networks. Meanwhile, in an attempt to simplify the management of such networks, the protocols that have been proposed recently aim at unifying the way the traffic is carried. In a sense, both ATM and the IP have tried to be the universal model for transiting all kinds of information. Logically, both of these protocols have integrated mechanisms to optimize the way the traffic is routed. However, the optimization software is still today something to improve. The issue is becoming more challenging as many users can interfere in a network, and the impact of these on the final quality of service, including the delay and the equity among users for instance, is becoming increasingly important as the load is getting bursty. In this paper, we introduce the reader to semi-definite programming, and show how complex and new network functionals can be very naturally implemented using this method. After recalling the basics of underlying mathematics and links to linear programming in Section 2, we show in Section 3 how different network functionals can be described as a SDP program. Finally, in Section 4 we mention other significant improvements of the field of algorithms for telecommunication-oriented problems using SDP.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Solving Linear Semi-Infinite Programming Problems Using Recurrent Neural Networks

‎Linear semi-infinite programming problem is an important class of optimization problems which deals with infinite constraints‎. ‎In this paper‎, ‎to solve this problem‎, ‎we combine a discretization method and a neural network method‎. ‎By a simple discretization of the infinite constraints,we convert the linear semi-infinite programming problem into linear programming problem‎. ‎Then‎, ‎we use...

متن کامل

A numerical approach for optimal control model of the convex semi-infinite programming

In this paper, convex semi-infinite programming is converted to an optimal control model of neural networks and the optimal control model is solved by iterative dynamic programming method. In final, numerical examples are provided for illustration of the purposed method.

متن کامل

A New Approach for Approximating Solution of Continuous Semi-Infinite Linear Programming

‎This paper describes a new optimization method for solving continuous semi-infinite linear problems‎. ‎With regard to the dual properties‎, ‎the problem is presented as a measure theoretical optimization problem‎, ‎in which the existence of the solution is guaranteed‎. ‎Then‎, ‎on the basis of the atomic measure properties‎, ‎a computation method was presented for obtaining the near optimal so...

متن کامل

Waveform Design using Second Order Cone Programming in Radar Systems

Transmit waveform design is one of the most important problems in active sensing and communication systems. This problem, due to the complexity and non-convexity, has been always the main topic of many papers for the decades. However, still an optimal solution which guarantees a global minimum for this multi-variable optimization problem is not found. In this paper, we propose an attracting met...

متن کامل

A bi-level linear programming problem for computing the nadir point in MOLP

Computing the exact ideal and nadir criterion values is a very ‎important subject in ‎multi-‎objective linear programming (MOLP) ‎problems‎‎. In fact‎, ‎these values define the ideal and nadir points as lower and ‎upper bounds on the nondominated points‎. ‎Whereas determining the ‎ideal point is an easy work‎, ‎because it is equivalent to optimize a ‎convex function (linear function) over a con...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2001