Electrical Engineering System Identification A Frequency DomainApproach How does one model a linear dynamic system from noisydata? This book presents a general approach to this problem, withboth practical examples and theoretical discussions that give thereader a sound understanding of the subject and of the pitfallsthat might occur on the road from raw data to validated model. Theemphasis is on robust methods that can be used with a minimum ofuser interaction. Readers in many fields of engineering will gainknowledge about:
* Choice of experimental setup and experiment design
* Automatic characterization of disturbing noise
* Generation of a good plant model
* Detection, qualification, and quantification of nonlineardistortions
* Identification of continuous- and discrete-time models
* Improved model validation tools
and from the theoretical side about:
* System identification
* Interrelations between time- and frequency-domainapproaches
* Stochastic properties of the estimators
* Stochastic analysis
System Identification: A Frequency Domain Approach is written forpracticing engineers and scientists who do not want to delve intomathematical details of proofs. Also, it is written for researcherswho wish to learn more about the theoretical aspects of the proofs. Several of the introductory chapters are suitable forundergraduates. Each chapter begins with an abstract and ends withexercises, and examples are given throughout.
* Choice of experimental setup and experiment design
* Automatic characterization of disturbing noise
* Generation of a good plant model
* Detection, qualification, and quantification of nonlineardistortions
* Identification of continuous- and discrete-time models
* Improved model validation tools
and from the theoretical side about:
* System identification
* Interrelations between time- and frequency-domainapproaches
* Stochastic properties of the estimators
* Stochastic analysis
System Identification: A Frequency Domain Approach is written forpracticing engineers and scientists who do not want to delve intomathematical details of proofs. Also, it is written for researcherswho wish to learn more about the theoretical aspects of the proofs. Several of the introductory chapters are suitable forundergraduates. Each chapter begins with an abstract and ends withexercises, and examples are given throughout.
