DocumentCode
2803953
Title
Integration of Statistical Techniques in the Design Curriculum
Author
Koushanfar, Farinaz ; Potkonjak, Miodrag
Author_Institution
Rice Univ., Houston
fYear
2007
fDate
3-4 June 2007
Firstpage
153
Lastpage
154
Abstract
Traditionally, design and analysis techniques have been using abstractions and models that are well captured using probabilistic models and are treated using standard algorithmic techniques. However, technology progress and application diversification, created a need for considering the impact of non-Gaussian and non-uniform uncertainty distributions that can only be addressed using non-parametric statistical techniques and robust algorithms. This trend provided an impetus for creation of a new graduate level course that aims to teach students sound statistical techniques, to enable them to obtain hands-on experience using statistical software, and to develop and apply the most effective ways to address design and manufacturing uncertainties. We summarize the syllabus of the course that integrates statistical techniques in the design curriculum, identifying the major obstacles and suggesting future improvements.
Keywords
design engineering; educational courses; engineering education; nonparametric statistics; statistical analysis; statistical distributions; teaching; design curriculum; design uncertainties; graduate level course; manufacturing uncertainties; nonGaussian distribution; nonparametric statistical techniques; nonuniform uncertainty distributions; probabilistic models; standard algorithmic techniques; statistical software; statistical techniques; teaching; Algorithm design and analysis; Application software; Large scale integration; Microelectronics; Parametric statistics; Power system modeling; Predictive models; Semiconductor device modeling; Uncertainty; Wire;
fLanguage
English
Publisher
ieee
Conference_Titel
Microelectronic Systems Education, 2007. MSE '07. IEEE International Conference on
Conference_Location
San Diego, CA
Print_ISBN
0-7695-2849-X
Type
conf
DOI
10.1109/MSE.2007.54
Filename
4231494
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