DocumentCode :
464776
Title :
Accurate Modeling of Drain Current Derivatives of MESFET/HEMT Devices for Intermodulation Analysis
Author :
Ogunniyi, Aderinto J. ; Henriquez, Stanley L. ; Karangu, Caroline W. ; Dickens, Corey ; White, Carl
Author_Institution :
Dept. of Electr. & Comput. Eng., Morgan State Univ., Baltimore, MD
fYear :
2007
fDate :
27-30 May 2007
Firstpage :
1013
Lastpage :
1016
Abstract :
An alternative technique for modeling MESFET´s for calculation of intermodulation responses is presented. This algorithm not only characterizes the I/V characteristics of the device, but also the derivatives are accurately modeled. The method proposed utilizes a feed-forward neural network using the back-propagation method with the Levenberg-Marquardt (LM) algorithm. The advantage of this technique is that it can be used for both MESFET and HEMT devices. Furthermore, the need to extract fitting parameters is not required. This approach is truly independent of device process and technology, and can therefore be applicable to FET devices from SiC, GaN, GaAs and InP. Excellent agreement is observed between the neural network model and measured I/V data and I/V derivatives up to the 8th order. The I/V derivative evaluation was performed in Agilent´s Advance Design Systems.
Keywords :
Schottky gate field effect transistors; backpropagation; feedforward neural nets; high electron mobility transistors; intermodulation; semiconductor device models; Levenberg-Marquardt algorithm; MESFET/HEMT devices; back-propagation method; drain current derivatives; feed-forward neural network; intermodulation analysis; Data mining; FETs; Feedforward neural networks; Feedforward systems; Gallium arsenide; Gallium nitride; HEMTs; MESFETs; Neural networks; Silicon carbide; Levenberg Marquardt; MESFET/HEMT; drain current; intermodulation analysis; multibias MLP; neural networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2007. ISCAS 2007. IEEE International Symposium on
Conference_Location :
New Orleans, LA
Print_ISBN :
1-4244-0920-9
Electronic_ISBN :
1-4244-0921-7
Type :
conf
DOI :
10.1109/ISCAS.2007.378141
Filename :
4252809
Link To Document :
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