Title :
The Huber concept in device modeling, circuit diagnosis and design centering
Author :
Bandler, J.W. ; Chen, S.H. ; Biernacki, R.M. ; Madsen, K.
Author_Institution :
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, Ont., Canada
fDate :
30 May-2 Jun 1994
Abstract :
We present exciting applications of the Huber concept in circuit modeling and optimization. By combining the desirable properties of the l1 and l2 norms, the Huber function is robust against gross errors and smooth w.r.t. small variations in the data. We extend the Huber concept by introducing a one-sided Huber function tailored to design optimization with upper and lower specifications. We demonstrate the advantages of Huber optimization in the presence of faults, large and small measurement errors, bad starting points and statistical uncertainties. Circuit applications include parameter identification, design optimization, statistical modeling, analog fault location and yield optimization
Keywords :
circuit CAD; circuit optimisation; fault diagnosis; fault location; parameter estimation; statistical analysis; Huber concept; analog fault location; circuit diagnosis; design centering; design optimization; device modeling; gross errors; measurement errors; one-sided Huber function; parameter identification; statistical modeling; statistical uncertainties; yield optimization; Circuit simulation; Computational modeling; Computer simulation; Design optimization; Filters; Least squares methods; Mathematical model; Minimax techniques; Parameter estimation; Robustness;
Conference_Titel :
Circuits and Systems, 1994. ISCAS '94., 1994 IEEE International Symposium on
Conference_Location :
London
Print_ISBN :
0-7803-1915-X
DOI :
10.1109/ISCAS.1994.408772