Necessary and sufficient condition for non-concave network utility maximisation
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Pages (from-to) | 319-327 |
Journal / Publication | International Journal of Control |
Volume | 93 |
Issue number | 2 |
Online published | 1 Apr 2019 |
Publication status | Published - 2020 |
Link(s)
Abstract
As the popularity of intellectual-property video services growing, users have raised their expectations on better quality of services. However, the existing traffic engineering solutions are not adequate to provide such desired quality to users. This paper aims to develop the distributed, user-utility-aware and optimisation-based traffic allocation mechanisms for real applications with non-concave utility functions, and then provide a solution to the problem. We formulate the traffic allocation problem as a network utility maximisation problem with link capacity constraints. This optimisation problem is challenging because of the non-concavity of the utility functions and the lack of global information. We overcome the difficulty by designing a class of fully distributed traffic allocation control laws, which requires a minimum communication workload. Moreover, we present a necessary and sufficient condition under which the proposed control laws converge to the globally optimal solution. Finally, we present numerical simulations to illustrate the theoretical results.
Research Area(s)
- fluid-flow model, Internet congestion control, non-concave optimisation, traffic allocation control, utility maximisation
Citation Format(s)
Necessary and sufficient condition for non-concave network utility maximisation. / Wang, Jingyao; Guo, Jinghua; Wang, Qishao et al.
In: International Journal of Control, Vol. 93, No. 2, 2020, p. 319-327.
In: International Journal of Control, Vol. 93, No. 2, 2020, p. 319-327.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review