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Importance Sampling - Rajan Srinivasan
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2010, ISBN: 9783642077814

ID: 9783642077814

Importance Sampling: Paperback: Springer-Verlag Berlin and Heidelberg GmbH & Co. K: 9783642077814: 10 Dec 2010: This research monograph deals with fast stochastic simulation based on im- portance sampling (IS) principles and some of its applications. It is in large part devoted to an adaptive form of IS that has proved to be effective in appli- cations that involve the estimation of probabilities of rare events. Rare events are often encountered in scientific and engineering processes. This research monograph deals with fast stochastic simulation based on im- portance sampling (IS) principles and some of its applications. It is in large part devoted to an adaptive form of IS that has proved to be effective in appli- cations that involve the estimation of probabilities of rare events. Rare events are often encountered in scientific and engineering processes. Their charac- terization is especially important as their occurrence can have catastrophic consequences of varying proportions. Examples range from fracture due to material fatigue in engineering structures to exceedance of dangerous levels during river water floods to false target declarations in radar systems. Fast simulation using IS is essentially a forced Monte Carlo procedure designed to hasten the occurrence of rare events. Development of this simu- lation method of analysis of scientific phenomena is usually attributed to the mathematician von Neumann, and others. Since its inception, MC simula- tion has found a wide range of employment, from statistical thermodynamics in disordered systems to the analysis and design of engineering structures characterized by high complexity. Indeed, whenever an engineering problem is analytically intractable (which is often the case) and a solution by nu- merical techniques prohibitively expensive computationally, a last resort to determine the input-output characteristics of, or states within, a system is to carry out a simulation. 3d Graphics & Modelling, , , , Importance Sampling, Rajan Srinivasan, 9783642077814, Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, , , , ,, [PU: Springer, Berlin/Heidelberg/New York, NY]

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Importance Sampling
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Importance Sampling - neues Buch

ISBN: 9783642077814

ID: 10702223

This research monograph deals with fast stochastic simulation based on im- portance sampling (IS) principles and some of its applications. It is in large part devoted to an adaptive form of IS that has proved to be effective in appli- cations that involve the estimation of probabilities of rare events. Rare events are often encountered in scientific and engineering processes. Their charac. This research monograph deals with fast stochastic simulation based on im- portance sampling (IS) principles and some of its applications. It is in large part devoted to an adaptive form of IS that has proved to be effective in appli- cations that involve the estimation of probabilities of rare events. Rare events are often encountered in scientific and engineering processes. Their charac- terization is especially important as their occurrence can have catastrophic consequences of varying proportions. Examples range from fracture due to material fatigue in engineering structures to exceedance of dangerous levels during river water floods to false target declarations in radar systems. Fast simulation using IS is essentially a forced Monte Carlo procedure designed to hasten the occurrence of rare events. Development of this simu- lation method of analysis of scientific phenomena is usually attributed to the mathematician von Neumann, and others. Since its inception, MC simula- tion has found a wide range of employment, from statistical thermodynamics in disordered systems to the analysis and design of engineering structures characterized by high complexity. Indeed, whenever an engineering problem is analytically intractable (which is often the case) and a solution by nu- merical techniques prohibitively expensive computationally, a last resort to determine the input-output characteristics of, or states within, a system is to carry out a simulation. Books, Science and Geography~~Mathematics~~Applied Mathematics, Importance Sampling~~Book~~9783642077814~~Rajan Srinivasan, , , , , , , , , ,, [PU: Springer, Berlin/Heidelberg/New York, NY]

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Importance Sampling: Applications in Communications and Detection - Rajan Srinivasan
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Importance Sampling: Applications in Communications and Detection - neues Buch

ISBN: 9783642077814

ID: 978364207781

This monograph on fast stochastic simulation deals with methods of adaptive importance sampling (IS). The concept of IS is introduced and described in detail with several numerical examples in the context of rare event simulation. Adaptive simulation and system parameter optimization to achieve specified performance criteria are described. The techniques are applied to the analysis and design of radar CFAR (constant false alarm rate) detectors. Development of robust detection algorithms using ensemble - or E-CFAR processing is described. A second application treats the performance evaluation and parameter optimization of digital communication systems that cannot be handled analytically or even by using standard numerical techniques. Rajan Srinivasan, Books, Importance Sampling: Applications in Communications and Detection Books, Springer Berlin Heidelberg

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ISBN: 9783642077814

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Computer Science; Simulation and Modeling; Probability Theory and Stochastic Processes; Computational Intelligence; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences; Communications Engineering, Networks Detection Theory, Importance Sampling, Random variable, Signal Processing, algorithm, communication, optimization, simulation Books Book (Paperback Initiative), Springer Science+Business Media

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Importance Sampling: Applications in Communications and Detection - Rajan Srinivasan
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Importance Sampling: Applications in Communications and Detection Importance-Sampling~~Rajan-Srinivasan Science>Engineering>Engr Ref Paperback, Springer Berlin Heidelberg

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Importance Sampling

This monograph on fast stochastic simulation deals with methods of adaptive importance sampling (IS). The concept of IS is introduced and described in detail with several numerical examples in the context of rare event simulation. Adaptive simulation and system parameter optimization to achieve specified performance criteria are described. The techniques are applied to the analysis and design of radar CFAR (constant false alarm rate) detectors. Development of robust detection algorithms using ensemble - or E-CFAR processing is described. A second application treats the performance evaluation and parameter optimization of digital communication systems that cannot be handled analytically or even by using standard numerical techniques.

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EAN (ISBN-13): 9783642077814
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2010
Herausgeber: Springer Berlin

Buch in der Datenbank seit 02.07.2011 13:55:24
Buch zuletzt gefunden am 10.06.2017 10:58:48
ISBN/EAN: 9783642077814

ISBN - alternative Schreibweisen:
978-3-642-07781-4


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