DocumentCode
2357394
Title
Generalized linear models for empirical performance modeling in circuit design
Author
Su, Hua ; Nelder, John A. ; Spence, Robert ; Ismail, Mohammed
Author_Institution
Dept. of Electr. & Electron. Eng., Imperial Coll. of Sci., Technol. & Med., London, UK
fYear
1994
fDate
5-8 Dec 1994
Firstpage
311
Lastpage
316
Abstract
In recent years, designed experiments and response surface methods of analysis have been used in the design and optimization of electronic circuits. The key to this statistical approach is to build a set of accurate response models of the circuit performances. This paper introduces the class of Generalized Linear Models (GLMs), which extend classical linear regression models and often provide better-fitting surfaces for the description of circuit performance. GLMs have not so far been applied to electronic circuit design. A circuit design example is given
Keywords
circuit CAD; circuit analysis computing; circuit optimisation; statistical analysis; circuit design; generalized linear models; linear regression models; performance modeling; response models; Circuit optimization; Circuit simulation; Circuit synthesis; Educational institutions; Electronic circuits; Equations; Linear regression; Mathematics; Predictive models; Response surface methodology;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 1994. APCCAS '94., 1994 IEEE Asia-Pacific Conference on
Conference_Location
Taipei
Print_ISBN
0-7803-2440-4
Type
conf
DOI
10.1109/APCCAS.1994.514568
Filename
514568
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