Title :
Statistical Space Mapping Approach for Large-Signal Nonlinear Device Modeling
Author :
Zhang, Lei ; Bo, Kui ; Zhang, Qi-Jun ; Wood, John
Author_Institution :
Dept. of Electron., Carleton Univ., Ottawa, Ont.
Abstract :
An efficient nonlinear statistical modeling technique for microwave devices is presented. A new statistical space mapping concept is introduced that can expand a large-signal nominal model into a large-signal statistical model. The nominal model is extracted or trained from one complete set of large-signal data. The statistical property is achieved by a dynamic mapping between the behavior of the nominal model and that of the statistical samples of a given population of devices. The parameters in the mapping, which are statistical parameters, can be extracted from DC and small-signal S-parameter data of many device samples. Example of a MESFET device modeling and its use in statistical design of a three-stage amplifier circuit demonstrate that the statistical space-mapped model can approximate the large-signal statistical characteristics using only one set of large-signal data. It helps to efficiently develop large-signal statistical models while reducing the expense of otherwise massive large-signal measurements for many devices
Keywords :
S-parameters; Schottky gate field effect transistors; amplifiers; microwave devices; semiconductor device models; DC data; MESFET device modeling; dynamic mapping; large-signal nominal model; large-signal nonlinear device modeling; microwave devices; nonlinear circuits; nonlinear statistical modeling; semiconductor device modeling; small-signal S-parameter data; statistical space mapping; three-stage amplifier circuit; yield estimation; Data mining; Equivalent circuits; MESFET circuits; Microwave devices; Microwave theory and techniques; Neural networks; Nonlinear circuits; Radio frequency; Scattering parameters; Semiconductor device modeling; Nonlinear circuits; semiconductor device modeling; space mapping; statistics; yield estimation;
Conference_Titel :
Microwave Conference, 2006. 36th European
Conference_Location :
Manchester
Print_ISBN :
2-9600551-6-0
DOI :
10.1109/EUMC.2006.281501