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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Geowissenschaft Mathematical Geosciences
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Mathematical Geosciences
Joseph L. Awange, Béla Paláncz, Robert H. Lewis, Lajos Völgyesi (Gebundene Ausgabe, Englisch)
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Beschreibung
This second edition of Mathematical Geosciences book adds five new topics: Solution equations with uncertainty, which proposes two novel methods for solving nonlinear geodetic equations as stochastic variables when the parameters of these equations have uncertainty characterized by probability distribution. The first method, an algebraic technique, partly employs symbolic computations and is… applicable to polynomial systems having different uncertainty distributions of the parameters. The second method, a numerical technique, uses stochastic differential equation in Ito form; Nature Inspired Global Optimization where Meta-heuristic algorithms are based on natural phenomenon such as Particle Swarm Optimization. This approach simulates, e.g., schools of fish or flocks of birds, and is extended through discussion of geodetic applications. Black Hole Algorithm, which is based on the black hole phenomena is added and a new variant of the algorithm code is introduced and illustrated based on examples; The application of the Gröbner Basis to integer programming based on numeric symbolic computation is introduced and illustrated by solving some standard problems; An extension of the applications of integer programming solving phase ambiguity in Global Navigation Satellite Systems (GNSSs) is considered as a global quadratic mixed integer programming task, which can be transformed into a pure integer problem with a given digit of accuracy. Three alternative algorithms are suggested, two of which are based on local and global linearization via McCormic Envelopes; and Machine learning techniques (MLT) that offer effective tools for stochastic process modelling. The Stochastic Modelling section is extended by the stochastic modelling via MLT and their effectiveness is compared with that of the modelling via stochastic differential equations (SDE). Mixing MLT with SDE also known as frequently Neural Differential Equations is also introduced and illustratedby an image classification via a regression problem. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
08.04.2023
Sprache
Englisch
EAN
9783030924942
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Joseph L. Awange, Béla Paláncz, Robert H. Lewis, Lajos Völgyesi
Seitenanzahl
715
Auflage
2
Einbandart
Gebundene Ausgabe
Buch Untertitel
Hybrid Symbolic-Numeric Methods
Schlagwörter
Algebraic solutions, Numerical solutions, Geosciences, Hybrid solutions, Optimization solutions
Thema-Inhalt
RB - Geowissenschaften
RN - Umwelt
PBW - Angewandte Mathematik
PHU - Mathematische Physik
PHVG - Geophysik
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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