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  • Book
  • © 2011

Applied Data Analysis and Modeling for Energy Engineers and Scientists

Authors:

  • Offers descriptions of numerous data analysis techniques, including but not limited to exploratory data analysis, estimation and model building, inferential methods and data compaction
  • Utilizes an effective combination of classical methods with the more recently developed machine learning and automated tools which have become more prevalent in recent years
  • Discusses data analysis and modeling issues that are relevant to thermal energy systems, building energy systems, renewable energy systems, energy efficiency, indoor air quality, and environmental engineering
  • Includes supplementary material: sn.pub/extras

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Softcover Book USD 139.99
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Table of contents (13 chapters)

  1. Front Matter

    Pages i-xxi
  2. Mathematical Models and Data Analysis

    • T. Agami Reddy
    Pages 1-25
  3. Data Collection and Preliminary Data Analysis

    • T. Agami Reddy
    Pages 61-101
  4. Making Statistical Inferences from Samples

    • T. Agami Reddy
    Pages 103-140
  5. Design of Experiments

    • T. Agami Reddy
    Pages 183-205
  6. Optimization Methods

    • T. Agami Reddy
    Pages 207-230
  7. Classification and Clustering Methods

    • T. Agami Reddy
    Pages 231-251
  8. Analysis of Time Series Data

    • T. Agami Reddy
    Pages 253-288
  9. Parameter Estimation Methods

    • T. Agami Reddy
    Pages 289-325
  10. Inverse Methods

    • T. Agami Reddy
    Pages 327-357
  11. Risk Analysis and Decision-Making

    • T. Agami Reddy
    Pages 359-396
  12. ERRATUM

    • T. Agami Reddy
    Pages E1-E4
  13. Back Matter

    Pages 397-430

About this book

Applied Data Analysis and Modeling for Energy Engineers and Scientists fills an identified gap in engineering and science education and practice for both students and practitioners. It demonstrates how to apply concepts and methods learned in disparate courses such as mathematical modeling, probability,statistics, experimental design, regression, model building, optimization, risk analysis and decision-making to actual engineering processes and systems. The text provides a formal structure that offers a basic, broad and unified perspective,while imparting the knowledge, skills and confidence to work in data analysis and modeling. This volume uses numerous solved examples, published case studies from the author’s own research, and well-conceived problems in order to enhance comprehension levels among readers and their understanding of the “processes”along with the tools.

Authors and Affiliations

  • The Design Sch. & Sch. of Sust, Arizona State University, Tempe, USA

    T. Agami Reddy

Bibliographic Information

Buy it now

Buying options

eBook USD 109.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 139.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access