By Steven M. Kay
In Fundamentals of Statistical sign Processing, quantity III: useful set of rules Development, author Steven M. Kay exhibits tips to convert theories of statistical sign processing estimation and detection into software program algorithms that may be applied on electronic pcs. This ultimate quantity of Kay’s three-volume consultant builds at the entire theoretical assurance within the first volumes. the following, Kay is helping readers advance robust instinct and services in designing well-performing algorithms that remedy real-world problems.
Kay starts by way of reviewing methodologies for constructing sign processing algorithms, together with mathematical modeling, machine simulation, and function review. He hyperlinks recommendations to perform by means of providing beneficial analytical effects and implementations for layout, review, and checking out. subsequent, he highlights particular algorithms that experience “stood the try of time,” bargains life like examples from numerous key program components, and introduces priceless extensions. ultimately, he courses readers via translating mathematical algorithms into MATLAB® code and verifying solutions.
Topics lined include
- step-by-step method of the layout of algorithms
- Comparing and selecting sign and noise versions
- Performance evaluate, metrics, tradeoffs, checking out, and documentation
- Optimal techniques utilizing the “big theorems”
- Algorithms for estimation, detection, and spectral estimation
- Complete case experiences: Radar Doppler middle frequency estimation, magnetic sign detection, and center expense monitoring
Exercises are offered all through, with complete solutions.
This new quantity is priceless to engineers, scientists, and complex scholars in each self-discipline that depends on sign processing; researchers will specially have fun with its well timed assessment of the country of the sensible artwork. quantity III enhances Dr. Kay’s Fundamentals of Statistical sign Processing, quantity I: Estimation idea (Prentice corridor, 1993; ISBN-13: 978-0-13-345711-7), and Volume II: Detection concept (Prentice corridor, 1998; ISBN-13: 978-0-13-504135-2).
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Extra info for Fundamentals of Statistical Signal Processing, Volume III: Practical Algorithm Development: 3 (Prentice-Hall Signal Processing Series)
Fundamentals of Statistical Signal Processing, Volume III: Practical Algorithm Development: 3 (Prentice-Hall Signal Processing Series) by Steven M. Kay
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