Title :
HEMT statistical modeling using Monte Carlo method combined with Principal Components Analysis
Author :
Ciminelli, Caterina ; D´Orazio, A. ; De Sario, Marco ; Petruzzelli, Vincenzo ; Prudenzano, Francesco
Author_Institution :
Dipt. di Elettrotecnica ed Elettronica, Politecnico di Bari, Italy
Abstract :
A statistical methodology is presented for the extraction of equivalent circuit arameters (ECP´s) of high electron mobility transistors (HEMT). This methodology, based upon the Principal Component Analysis (PCA) combined with the Monte Carlo method, can be successfully employed for evaluating HEMT´s reliability and their technological dispersion effects, too. Furthermore the method provides an efficient system to derive ECP´s values when the measured ones are not available. Thanks to this procedure the device designer can gain a noticeable aid during the design.
Keywords :
Monte Carlo methods; equivalent circuits; high electron mobility transistors; principal component analysis; semiconductor device models; semiconductor device reliability; HEMT; Monte Carlo method; device design; equivalent circuit parameter extraction; principal components analysis; reliability; statistical model; technological dispersion; Dispersion; Equivalent circuits; Frequency measurement; HEMTs; MODFETs; Microwave devices; Principal component analysis; Random variables; Scattering parameters; Statistical analysis;
Conference_Titel :
Electrotechnical Conference, 2000. MELECON 2000. 10th Mediterranean
Print_ISBN :
0-7803-6290-X
DOI :
10.1109/MELCON.2000.880056