By Steven M. Kay
The entire, glossy advisor to constructing Well-Performing sign Processing Algorithms
In Fundamentals of Statistical sign Processing, quantity III: useful set of rules Development, author Steven M. Kay indicates the way to convert theories of statistical sign processing estimation and detection into software program algorithms that may be applied on electronic desktops. This ultimate quantity of Kay’s three-volume consultant builds at the complete theoretical assurance within the first volumes. right here, Kay is helping readers strengthen powerful instinct and services in designing well-performing algorithms that remedy real-world problems.
Kay starts via reviewing methodologies for constructing sign processing algorithms, together with mathematical modeling, desktop simulation, and function overview. He hyperlinks options to perform by way of offering valuable analytical effects and implementations for layout, overview, and checking out. subsequent, he highlights particular algorithms that experience “stood the attempt of time,” bargains life like examples from numerous key program components, and introduces important extensions. eventually, he publications readers via translating mathematical algorithms into MATLAB® code and verifying solutions.
Topics lined contain
- Step through step method of the layout of algorithms
- Comparing and selecting sign and noise types
- Performance overview, metrics, tradeoffs, trying out, and documentation
- Optimal ways utilizing the “big theorems”
- Algorithms for estimation, detection, and spectral estimation
- Complete case experiences: Radar Doppler heart frequency estimation, magnetic sign detection, and center price monitoring
Exercises are provided all through, with complete recommendations, and executable MATLAB code that implements all of the algorithms, is supplied at the accompanying CD.
This new quantity is helpful to engineers, scientists, and complex scholars in each self-discipline that is determined by sign processing; researchers will particularly savor its well timed evaluation of the country of the sensible paintings. quantity III enhances Dr. Kay’s Fundamentals of Statistical sign Processing, quantity I: Estimation concept (Prentice corridor, 1993; ISBN-13: 978-0-13-345711-7), and Volume II: Detection thought (Prentice corridor, 1998; ISBN-13: 978-0-13-504135-2).