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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Wärme-, Energie- und Kraftwerktechnik Applied Data Analysis and Modeling for Energy Engineers and Scientists
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Applied Data Analysis and Modeling for Energy Engineers and Scientists
T. Agami Reddy, Gregor P. Henze (Broschiert, Englisch)
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Beschreibung
Now in a thoroughly revised and expanded second edition, this classroom-tested text demonstrates and illustrates how to apply concepts and methods learned in disparate courses such as mathematical modeling, probability, statistics, experimental design, regression, optimization, parameter estimation, inverse modeling, risk analysis, decision-making, and sustainability assessment methods to energy… processes and systems. It provides a formal structure that offers a broad and integrative perspective to enhance knowledge, skills, and confidence to work in applied data analysis and modeling problems. This new edition also reflects recent trends and advances in statistical modeling as applied to energy and building processes and systems. It includes numerous examples from recently published technical papers to nurture and stimulate a more research-focused mindset. How the traditional stochastic data modeling methods complement data analytic algorithmic approaches such as machine learning and data mining is also discussed. The important societal issue related to the sustainability of energy systems is presented, and a formal structure is proposed meant to classify the various assessment methods found in the literature. Applied Data Analysis and Modeling for Energy Engineers and Scientists is designed for senior-level undergraduate and graduate instruction in energy engineering and mathematical modeling, for continuing education professional courses, and as a self-study reference book for working professionals. In order for readers to have exposure and proficiency with performing hands-on analysis, the open-source Python and R programming languages have been adopted in the form of Jupyter notebooks and R markdown files, and numerous data sets and sample computer code reflective of real-world problems are available online. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
19.10.2024
Sprache
Englisch
EAN
9783031348716
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
T. Agami Reddy, Gregor P. Henze
Seitenanzahl
609
Auflage
2
Einbandart
Broschiert
Schlagwörter
applied data analysis, decision analysis, mathematical models, modeling methods, thermal systems, Deep learning, Time series analysis, Probability concepts, Linear modeling, Algorithmic modeling
Thema-Inhalt
RN - Umwelt
PBT - Wahrscheinlichkeitsrechnung und Statistik
UN - Datenbanken
THR - Elektrotechnik
PBWH - Mathematische Modellierung
TBJ - Mathematik für Ingenieure
Höhe
280 mm
Breite
21 cm
Hersteller: Palgrave Macmillan, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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