Resource allocation and planning for program management

Much of the project scheduling literature treats task durations as deterministic. In reality, however, task durations are subject to considerable uncertainty and that uncertainty can be influenced by the resources assigned. The purpose of this paper is to provide the means for program managers (who...

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Vydáno v:2005 Winter Simulation s. 2127 - 2135
Hlavní autoři: Vaziri, Kabeh, Nozick, Linda K., Turnquist, Mark A.
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: Winter Simulation Conference 04.12.2005
Edice:ACM Conferences
Témata:
Computing methodologies
Computing methodologies > Artificial intelligence
Computing methodologies > Artificial intelligence > Search methodologies
Computing methodologies > Artificial intelligence > Search methodologies > Heuristic function construction
Theory of computation
Theory of computation > Design and analysis of algorithms
Theory of computation > Design and analysis of algorithms > Approximation algorithms analysis
Theory of computation > Design and analysis of algorithms > Approximation algorithms analysis > Scheduling algorithms
Theory of computation > Design and analysis of algorithms > Mathematical optimization
Theory of computation > Design and analysis of algorithms > Online algorithms
Theory of computation > Design and analysis of algorithms > Online algorithms > Online learning algorithms
Theory of computation > Design and analysis of algorithms > Online algorithms > Online learning algorithms > Scheduling algorithms
Theory of computation > Theory and algorithms for application domains
Theory of computation > Theory and algorithms for application domains > Machine learning theory
Theory of computation > Theory and algorithms for application domains > Machine learning theory > Reinforcement learning
Theory of computation > Theory and algorithms for application domains > Machine learning theory > Reinforcement learning > Sequential decision making
ISBN:0780395190, 9780780395190
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Popis
Shrnutí:Much of the project scheduling literature treats task durations as deterministic. In reality, however, task durations are subject to considerable uncertainty and that uncertainty can be influenced by the resources assigned. The purpose of this paper is to provide the means for program managers (who may have responsibility for multiple projects) to optimally allocate resources from common resource pools to individual tasks on several competing projects. Instead of the traditional use of schedules, we develop control policies in the form of planned resource allocation to tasks that capture the uncertainty associated with task durations and the impact of resource allocation on those durations. We develop a solution procedure for the model and illustrate the ideas in an example.
Bibliografie:SourceType-Conference Papers & Proceedings-1
ObjectType-Conference Paper-1
content type line 25
ISBN:0780395190
9780780395190
DOI:10.5555/1162708.1163079