Distributed optimization in transportation and logistics networks


Many important problems in communication networks, transportation networks, and logistics networks are solved by the minimization of cost functions. In general, these can be complex optimization problems involving many variables. However, physicists noted that in a network, a node variable (such as the amount of resources of the nodes) is connected to a set of link variables (such as the flow connecting the node), and similarly each link variable is connected to a number of (usually two) node variables. This enables one to break the problem into local components, often arriving at distributive algorithms to solve the problems. Compared with centralized algorithms, distributed algorithms have the advantages of lower computational complexity, and lower communication overhead. Since they have a faster response to local changes of the environment, they are especially useful for networks with evolving conditions. This review will cover message-passing algorithms in applications such as resource allocation, transportation networks, facility location, traffic routing, and stability of power grids.

Publication DOI: https://doi.org/10.1587/transcom.2016NEI0003
Divisions: College of Engineering & Physical Sciences > Systems analytics research institute (SARI)
Additional Information: Copyright © 2016 IEICE. Wong, K. Y. M., Saad, D., & Yeung, C. H. (2016). Distributed optimization in transportation and logistics networks. IEICE Transactions on Communications, E99-B(11), 2237-2246. Funding: EPSRC (Industrial CASE Studentship 12330048); and Research Grants Council of Hong Kong (605813).
Uncontrolled Keywords: message-passing,cavity method,finite bandwidths,facility location,power grids
Publication ISSN: 1745-1345
Last Modified: 01 Jul 2024 07:09
Date Deposited: 27 Oct 2016 11:45
Full Text Link: http://search.i ... ear=2016&lang=E
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PURE Output Type: Article
Published Date: 2016-11-01
Accepted Date: 2016-07-28
Submitted Date: 2016-06-10
Authors: Wong, K.Y. Michael
Saad, David (ORCID Profile 0000-0001-9821-2623)
Yeung, Chi Ho



Version: Published Version

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