TY - JOUR
T1 - Multiagent based dynamic resource scheduling for distributed multiple projects using a market mechanism
AU - Lee, Y. H.
AU - Kumara, Soundar R.T.
AU - Chatterjee, Kalyan
N1 - Funding Information:
Professor Kumara wishes to acknowledge DARPA Grant under Ultra*Log program for making this work feas ible (Grant no. MDA 972-01-C-0038).
PY - 2003/10
Y1 - 2003/10
N2 - The resource scheduling problem in a multi-project environment extends job-shop scheduling problems by allowing for task dependency and multiple self-interested entities. In this paper we deal with short-term scheduling of resources, which are shared by multiple projects. In specific, we address the dynamic nature of the situation. We model this as a dynamic economy, where the multiple local markets are established and cleared over time, trading resource time slots (goods). Due to the dynamic and distributed nature of the economy, through our approach we can achieve higher levels of flexibility, scalability and adaptability. Unlike most market-based mechanisms, which are based on equilibrium concepts and iterative adjustment of resources prices, we propose a novel market mechanism called precedence cost tâtonnement (P-TÂTO), which solves individual resource-constrained local resource scheduling in an optimal way, and searches for a precedence conflict-free schedule through a tâtonnement type procedure. In this paper, we discuss our dynamic economy model and some details of the market mechanism along with empirical analysis results.
AB - The resource scheduling problem in a multi-project environment extends job-shop scheduling problems by allowing for task dependency and multiple self-interested entities. In this paper we deal with short-term scheduling of resources, which are shared by multiple projects. In specific, we address the dynamic nature of the situation. We model this as a dynamic economy, where the multiple local markets are established and cleared over time, trading resource time slots (goods). Due to the dynamic and distributed nature of the economy, through our approach we can achieve higher levels of flexibility, scalability and adaptability. Unlike most market-based mechanisms, which are based on equilibrium concepts and iterative adjustment of resources prices, we propose a novel market mechanism called precedence cost tâtonnement (P-TÂTO), which solves individual resource-constrained local resource scheduling in an optimal way, and searches for a precedence conflict-free schedule through a tâtonnement type procedure. In this paper, we discuss our dynamic economy model and some details of the market mechanism along with empirical analysis results.
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U2 - 10.1023/A:1025753309346
DO - 10.1023/A:1025753309346
M3 - Article
AN - SCOPUS:0141885117
SN - 0956-5515
VL - 14
SP - 471
EP - 484
JO - Journal of Intelligent Manufacturing
JF - Journal of Intelligent Manufacturing
IS - 5
ER -