Title :
On the emergence of oscillations in distributed resource allocation
Author :
Holding, Thomas ; Lestas, Ioannis
Author_Institution :
Cambridge Centre for Anal., Univ. of Cambridge, Cambridge, UK
Abstract :
We consider the problem of resource allocation in a decentralized market where users and suppliers trade for a single commodity. Due to the lack of strict concavity, convergence to the optimal solution by means of classical gradient type dynamics for the prices and demands, is not guaranteed. In the paper we explicitly characterize in this case the limiting behaviours of trajectories. Methods of modifying the dynamics are also given, such that convergence to an optimal solution is guaranteed.
Keywords :
commodity trading; gradient methods; resource allocation; classical gradient type dynamics; commidity trading; decentralized market; distributed resource allocation; Asymptotic stability; Convergence; Economics; Gradient methods; Resource management; Trajectory; Vectors;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760017