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This comprehensive book describes procedures to identify and analyze the properties of many types of nonlinear systems from random data measured at the input and output points of physical systems. Improvements are offered in applying older techniques, and problems that traditionally have been difficult to analyze are solved by new, simpler procedures. Formulas are stated for optimum nonlinear system identification in both general models consisting of parallel, linear, bilinear, and trilinear systems; finite-memory square-law systems, and finite-memory cubic systems. New results are obtained that show when and how to replace complicated single input/output nonlinear models with simpler alternative multiple input/single output linear models. New error analysis formulas are presented to design experiments and to evaluate estimates obtained from measured data.
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This comprehensive book describes procedures to identify and analyze the properties of many types of nonlinear systems from random data measured at the input and output points of physical systems. Improvements are offered in applying older techniques, and problems that traditionally have been difficult to analyze are solved by new, simpler procedures. Formulas are stated for optimum nonlinear system identification in both general models consisting of parallel, linear, bilinear, and trilinear systems; finite-memory square-law systems, and finite-memory cubic systems. New results are obtained that show when and how to replace complicated single input/output nonlinear models with simpler alternative multiple input/single output linear models. New error analysis formulas are presented to design experiments and to evaluate estimates obtained from measured data.
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Nonlinear System Analysis and Identification from Random Data
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Nonlinear System Analysis and Identification from Random Data
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Nonlinear System Analysis and Identification from Random Data
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Nonlinear System Analysis and Identification from Random Data
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Nonlinear System Analysis and Identification from Random Data
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Nonlinear System Analysis and Identification from Random Data
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Nonlinear System Analysis and Identification from Random Data
Verlag:
New York, NY : John Wiley & Sons, 1990
ISBN 10: 0471606235
ISBN 13: 9780471606239
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