Measurement Data Modeling and Parameter Estimation
Language: English
Published by Taylor & Francis Inc Dez 2011, 2011
Series: Book 10 of 13 - Systems Evaluation, Prediction, and Decision-Making
- Hardcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 288.50
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Neuware - This book discusses the theories, methods, and application techniques of the measurement data mathematical modeling and parameter estimation. It seeks tobuilds a bridge between mathematical theory and engineering practice in the measurement data processing field so theoretical researchers and technical engineers can communicate. It is organized with abundant materials, such as illustrations, tables, examples, and exercises. The authors create examples to apply mathematical theory innovatively to measurement and control engineering. Not only does this reference provide theoretical knowledge, it provides information on first hand experiences.
Seller Inventory # 9781439853788
- Title
- Measurement Data Modeling and Parameter Estimation
- Author
- Zhengming (National University of Defense Technology Wang
- Publisher
- Taylor & Francis Inc Dez 2011
- Publication year
- 2011
- Condition
- Neu
- Binding
- Buch
- Language
- English
- ISBN 10
- 1439853789
- ISBN 13
- 9781439853788
- Item weight
- 964 grams
- Dimensions
- 238x163x37 mm
- Series
- Book 10 of 13: Systems Evaluation, Prediction, and Decision-Making
Measurement Data Modeling and Parameter Estimation integrates mathematical theory with engineering practice in the field of measurement data processing. Presenting the first-hand insights and experiences of the authors and their research group, it summarizes cutting-edge research to facilitate the application of mathematical theory in measurement and control engineering, particularly for those interested in aeronautics, astronautics, instrumentation, and economics.
Requiring a basic knowledge of linear algebra, computing, and probability and statistics, the book illustrates key lessons with tables, examples, and exercises. It emphasizes the mathematical processing methods of measurement data and avoids the derivation procedures of specific formulas to help readers grasp key points quickly and easily. Employing the theories and methods of parameter estimation as the fundamental analysis tool, this reference:
- Introduces the basic concepts of measurements and errors
- Applies ideas from mathematical branches, such as numerical analysis and statistics, to the modeling and processing of measurement data
- Examines methods of regression analysis that are closely related to the mathematical processing of dynamic measurement data
- Covers Kalman filtering with colored noises and its applications
Converting time series models into problems of parameter estimation, the authors discuss modeling methods for the true signals to be estimated as well as systematic errors. They provide comprehensive coverage that includes model establishment, parameter estimation, abnormal data detection, hypothesis tests, systematic errors, trajectory parameters, and modeling of radar measurement data. Although the book is based on the authors’ research and teaching experience in aeronautics and astronautics data processing, the theories and methods introduced are applicable to processing dynamic measurement data across a wide range of fields.
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