Dan Chen's Large-Scale Simulation: Models, Algorithms, and Applications PDF

By Dan Chen

ISBN-10: 1439868964

ISBN-13: 9781439868966

Prepared to facilitate intuitive studying, this step by step guide comprises uncomplicated and complex versions and algorithms, and software program structure for the implementation of large-scale allotted simulation. An indispensible reference, it deals history details on functionality overview, and it introduces new computing infrastructures comparable to Grids, SOA, and Clouds, with assurance of parallel and dispensed computing applied sciences. The ebook additionally addresses middleware and software program structure, comparable to Decoupled Federate structure, and fault-tolerant mechanisms, grid-enabled simulation, and federation group. The e-book tackles simulation cloning equipment and mechanisms that help quickly review of different eventualities, in addition to vital purposes utilized in company techniques, social phenomenology, and neuroscience examine.

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Extra resources for Large-Scale Simulation: Models, Algorithms, and Applications

Sample text

Time Management Mechanisms for Federation Community . . . . . 7 11 11 11 12 13 13 13 14 14 15 15 16 17 17 18 20 This chapter first introduces the basic concepts of HLA and RTI. The HLA provides the underlying infrastructure for the mechanisms developed in this study. The second section describes existing replication techniques used in software engineering and distributed systems. The third section presents previous research work on cloning in simulation. Some specific features and requirements for the proposed distributed simulation cloning mechanisms are also presented.

In conventional stochastic simulation, each replication gives only one outcome. In contrast, the multitrajectory simulation generates multiple outcomes when a random event occurs, with each outcome constituting a trajectory maintaining its own states cloned from the original execution. Their technique has advantages over traditional stochastic simulation and requires Background and Fundamentals 15 many fewer runs to generate an equivalent quality histogram. Multitrajectory simulation technology is also adopted to support recursive simulation, which means a simulation recursively uses the outputs of another instance of the same simulation, thus improving the quality of decision making [47].

1 Cloning in Rare Event Simulations . . . . . . . . . . . . . 2 Multitrajectory Simulations . . . . . . . . . . . . . . . . . 3 Cloning in Simulation Software Packages . . . . . . . . . . 4 Parallel Simulation Cloning . . . . . . . . . . . . . . . . . 5 Cloning of HLA-Compliant Federates . . . . . . . . . . . . 6 Fault-Tolerant Distributed Simulation . . . . . . . . . . . Summary of Cloning and Replication Techniques .

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Large-Scale Simulation: Models, Algorithms, and Applications by Dan Chen

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