Applied Data Analysis and Modeling for Energy Engineers and Scientists

Language: English

Published by Springer, Springer Okt 2023, 2023

3031348680 / 9783031348686

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This item is printed on demand - Print on Demand Titel. Neuware -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 not Elektronisches Buch and R markdown files, and numerous data sets and sample computer code reflective of real-world problems are available online.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 632 pp. Englisch.

Seller Inventory # 9783031348686

Title
Applied Data Analysis and Modeling for Energy Engineers and Scientists
Author
T. Agami Reddy
Publisher
Springer, Springer Okt 2023
Publication year
2023
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3031348680
ISBN 13
9783031348686
Edition
2nd Edition
Item weight
1,771 grams
Dimensions
285x215x40 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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