Filtering and system identification are powerful techniques for building models of complex systems. This book discusses the design of reliable numerical methods to retrieve missing information in models derived using these techniques. Emphasis is on the least squares approach as applied to the linea
Filtering and System Identification. A Least Squares Approach
✍ Scribed by Michel Verhaegen, Vincent Verdult
- Publisher
- Cambridge
- Year
- 2007
- Tongue
- English
- Leaves
- 417
- Category
- Library
No coin nor oath required. For personal study only.
📜 SIMILAR VOLUMES
\
<p> A variety of techniques have been devised over the years for system identification. In general the identification techniques are derived from the optimization and estimation theories. The purpose of this book, in contrast to most other books that include a multitude of methods in a singl
Today, a deluge of information is available in a variety of formats. Industrial plants are equipped with distributed sensors and smart metering; huge data repositories are preserved in public and private institutions; computer net- works spread bits in any corner of the world at unexpected speed.
This book provides a complete explanation of estimation theory and application, modeling approaches, and model evaluation. Each topic starts with a clear explanation of the theory (often including historical context), followed by application issues that should be considered in the design. Diff