Vidal's libraryTitle: | Decentralized Supply Chain Formation: A Market Protocol and Competetive Equilibrium Analysis |
Author: | William E. Walsh and Michael P. Wellman |
Journal: | Journal of Artificial Intelligence Research |
Volume: | 19 |
Pages: | 515--567 |
Year: | 2003 |
Abstract: | Supply chain formation is the process of determining the structure and terms of exchange relationships to enable a multilevel, multiagent production activity. We present a simple model of supply chains, highlighting two characteristic features: hierarchical subtask decomposition, and resource contention. To decentralize the formation process, we introduce a market price system over the resources produced along the chain. In a competitive equilibrium for this system, agents choose locally optimal allocations with respect to prices, and outcomes are optimal overall. To determine prices, we define a market protocol based on distributed, progressive auctions, and myopic, non-strategic agent bidding policies. In the presence of resource contention, this protocol produces better solutions than the greedy protocols common in the artificial intelligence and multiagent systems literature. The protocol often converges to high-value supply chains, and when competitive equilibria exist, typically to approximate competitive equilibria. However, complementarities in agent production technologies can cause the protocol to wastefully allocate inputs to agents that do not produce their outputs. A subsequent decommitment phase recovers a significant fraction of the lost surplus. |
Cited by 71 - Google Scholar
@Article{walsh03a,
author = {William E. Walsh and Michael P. Wellman},
title = {Decentralized Supply Chain Formation: A Market
Protocol and Competetive Equilibrium Analysis},
journal = {Journal of Artificial Intelligence Research},
year = 2003,
volume = 19,
pages = {515--567},
abstract = {Supply chain formation is the process of determining
the structure and terms of exchange relationships
to enable a multilevel, multiagent production
activity. We present a simple model of supply
chains, highlighting two characteristic features:
hierarchical subtask decomposition, and resource
contention. To decentralize the formation process,
we introduce a market price system over the
resources produced along the chain. In a competitive
equilibrium for this system, agents choose locally
optimal allocations with respect to prices, and
outcomes are optimal overall. To determine prices,
we define a market protocol based on distributed,
progressive auctions, and myopic, non-strategic
agent bidding policies. In the presence of resource
contention, this protocol produces better solutions
than the greedy protocols common in the artificial
intelligence and multiagent systems
literature. The protocol often converges to
high-value supply chains, and when competitive
equilibria exist, typically to approximate
competitive equilibria. However, complementarities
in agent production technologies can cause the
protocol to wastefully allocate inputs to agents
that do not produce their outputs. A subsequent
decommitment phase recovers a significant fraction of
the lost surplus.},
cluster = {7310773145196508810},
url = {http://jmvidal.cse.sc.edu/library/walsh03a.pdf}
}
Last modified: Wed Mar 9 10:16:04 EST 2011