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
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;
Conference_Titel :
Circuits and Systems, 1994. APCCAS '94., 1994 IEEE Asia-Pacific Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-2440-4
DOI :
10.1109/APCCAS.1994.514568