Vytelingum, Perukrishnen, Macbeth, Douglas K., Dutta, Partha, Stranjak, Armin, Rogers, Alex and Jennings, Nick
A Market-based Approach to Multi-factory Scheduling
At The First Conference on Auctions, Market Mechanisms and Their Applications, United States.
In this paper, we report on the design of a novel market-based approach for decentralised scheduling across multiple factories. Specifically, because of the limitations of scheduling in a centralised manner -- which requires a center to have complete and perfect information for optimality and the truthful revelation of potentially commercially private preferences to that center -- we advocate an informationally decentralised approach that is both agile and dynamic. In particular, this work adopts a market-based approach for decentralised scheduling by considering the different stakeholders representing different factories as self-interested, profit-motivated economic agents that trade resources for the scheduling of jobs. The overall schedule of these jobs is then an emergent behaviour of the strategic interaction of these trading agents bidding for resources in a market based on limited information and their own preferences. Using a simple (zero-intelligence) bidding strategy, we empirically demonstrate that our market-based approach achieves a lower bound efficiency of 84%. This represents a trade-off between a reasonable level of efficiency (compared to a centralised approach) and the desirable benefits of a decentralised solution.
Conference or Workshop Item
||Event Dates: May 2009
|Venue - Dates:
||The First Conference on Auctions, Market Mechanisms and Their Applications, United States, 2009-05-01
||Continuous Double Auction, Scheduling, Trading Strategies
||Agents, Interactions & Complexity
|8 May 2009||Published|
||20 Mar 2009 09:59
||17 Apr 2017 19:27
|Further Information:||Google Scholar|
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