Reference : An extended coordinate descent method for distributed anticipatory network traffic control
Scientific journals : Article
Engineering, computing & technology : Multidisciplinary, general & others
http://hdl.handle.net/10993/33454
An extended coordinate descent method for distributed anticipatory network traffic control
English
Rinaldi, Marco mailto [University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Engineering Research Unit]
Tampère, C. M. J. [KU Leuven, Leuven Mobility Research Centre, Celestijnenlaan 300, Heverlee, Belgium]
2015
Transportation Research. Part B : Methodological
Elsevier Ltd
Pergamon Press
80
107-131
Yes (verified by ORBilu)
0191-2615
[en] Anticipatory network traffic control ; Control distribution ; Distributed optimization
[en] Anticipatory optimal network control can be defined as the practice of determining the set of control actions that minimizes a network-wide objective function, so that the consequences of this action are taken in consideration not only locally, on the propagation of flows, but globally, taking into account the user's routing behavior. Such an objective function is, in general, defined and optimized in a centralized setting, as knowledge regarding the whole network is needed in order to correctly compute it. This is a strong theoretical framework but, in practice, reaching a level of centralization sufficient to achieve said optimality is very challenging. Furthermore, even if centralization was possible, it would exhibit several shortcomings, with concerns such as computational speed (centralized optimization of a huge control set with a highly nonlinear objective function), reliability and communication overhead arising.The main aim of this work is to develop a decomposed heuristic descent algorithm that, demanding the different control entities to share the same information set, attains network-wide optimality through separate control actions. © 2015 Elsevier Ltd.
http://hdl.handle.net/10993/33454
10.1016/j.trb.2015.06.017

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