Holdings: Stochastic Optimization Methods

Stochastic Optimization Methods: Applications in Engineering and Operations Research

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Bibliographic Details
Main Author:	Marti, Kurt 1943- (Author)
Format:	Electronic eBook
Language:	English
Published:	Berlin, Heidelberg Springer Berlin Heidelberg 2015
Edition:	3rd ed. 2015
Subjects:	Stochastische Optimierung
Online Access:	TUM01 Volltext Abstract Inhaltsverzeichnis
Physical Description:	XXIV, 368 p. Ill.
ISBN:	9783662462140 9783662462133
DOI:	10.1007/978-3-662-46214-0

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MARC


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adam_text	STOCHASTIC OPTIMIZATION METHODS / MARTI, KURT : 2015 ABSTRACT / INHALTSTEXT THIS BOOK EXAMINES OPTIMIZATION PROBLEMS THAT IN PRACTICE INVOLVE RANDOM MODEL PARAMETERS. IT DETAILS THE COMPUTATION OF ROBUST OPTIMAL SOLUTIONS, I.E., OPTIMAL SOLUTIONS THAT ARE INSENSITIVE WITH RESPECT TO RANDOM PARAMETER VARIATIONS, WHERE APPROPRIATE DETERMINISTIC SUBSTITUTE PROBLEMS ARE NEEDED. BASED ON THE PROBABILITY DISTRIBUTION OF THE RANDOM DATA, AND USING DECISION THEORETICAL CONCEPTS, OPTIMIZATION PROBLEMS UNDER STOCHASTIC UNCERTAINTY ARE CONVERTED INTO APPROPRIATE DETERMINISTIC SUBSTITUTE PROBLEMS. DUE TO THE PROBABILITIES AND EXPECTATIONS INVOLVED, THE BOOK ALSO SHOWS HOW TO APPLY APPROXIMATIVE SOLUTION TECHNIQUES. SEVERAL DETERMINISTIC AND STOCHASTIC APPROXIMATION METHODS ARE PROVIDED: TAYLOR EXPANSION METHODS, REGRESSION AND RESPONSE SURFACE METHODS (RSM), PROBABILITY INEQUALITIES, MULTIPLE LINEARIZATION OF SURVIVAL/FAILURE DOMAINS, DISCRETIZATION METHODS, CONVEX APPROXIMATION/DETERMINISTIC DESCENT DIRECTIONS/EFFICIENT POINTS, STOCHASTIC APPROXIMATION AND GRADIENT PROCEDURES, AND DIFFERENTIATION FORMULAS FOR PROBABILITIES AND EXPECTATIONS. IN THE THIRD EDITION, THIS BOOK FURTHER DEVELOPS STOCHASTIC OPTIMIZATION METHODS. IN PARTICULAR, IT NOW SHOWS HOW TO APPLY STOCHASTIC OPTIMIZATION METHODS TO THE APPROXIMATE SOLUTION OF IMPORTANT CONCRETE PROBLEMS ARISING IN ENGINEERING, ECONOMICS AND OPERATIONS RESEARCH DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. STOCHASTIC OPTIMIZATION METHODS / MARTI, KURT : 2015 TABLE OF CONTENTS / INHALTSVERZEICHNIS STOCHASTIC OPTIMIZATION METHODS OPTIMAL CONTROL UNDER STOCHASTIC UNCERTAINTY STOCHASTIC OPTIMAL OPEN-LOOP FEEDBACK CONTROL ADAPTIVE OPTIMAL STOCHASTIC TRAJECTORY PLANNING AND CONTROL (AOSTPC) OPTIMAL DESIGN OF REGULATORS EXPECTED TOTAL COST MINIMUM DESIGN OF PLANE FRAMES STOCHASTIC STRUCTURAL OPTIMIZATION WITH QUADRATIC LOSS FUNCTIONS MAXIMUM ENTROPY TECHNIQUES DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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spellingShingle	Marti, Kurt 1943- Stochastic Optimization Methods Applications in Engineering and Operations Research Stochastische Optimierung (DE-588)4057625-5 gnd
subject_GND	(DE-588)4057625-5
title	Stochastic Optimization Methods Applications in Engineering and Operations Research
title_auth	Stochastic Optimization Methods Applications in Engineering and Operations Research
title_exact_search	Stochastic Optimization Methods Applications in Engineering and Operations Research
title_full	Stochastic Optimization Methods Applications in Engineering and Operations Research by Kurt Marti
title_fullStr	Stochastic Optimization Methods Applications in Engineering and Operations Research by Kurt Marti
title_full_unstemmed	Stochastic Optimization Methods Applications in Engineering and Operations Research by Kurt Marti
title_short	Stochastic Optimization Methods
title_sort	stochastic optimization methods applications in engineering and operations research
title_sub	Applications in Engineering and Operations Research
topic	Stochastische Optimierung (DE-588)4057625-5 gnd
topic_facet	Stochastische Optimierung
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