Uncertainty-Aware Circuit Optimization
Xiaoliang Bai
University of California at San Diego
La Jolla, CA 92037
Chandu Visweswariah
IBM Thomas J. Watson Research Center
Yorktown Heights, NY 10598
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Philip N. Strenski
IBM Thomas J. Watson Research Center
Yorktown Heights, NY 10598
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David J. Hathaway
IBM Microelectronics
Essex Junction, VT 05452
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ABSTRACT
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1.
INTRODUCTION AND MOTIVATION
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39th Design Automation Conference New Orleans, Louisiana. June 10-14,
2002.
Copyright 2002 ACM ??? ... 5.00.
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140
120
# s ig nals
100
80
P re-tuning
60
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S igma=5
S igma=10
40
S igma=20
20
0
-60
-40
-20
0
20
40
60
80
100
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120
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100
80
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60
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k=10
40
k=50
k=100
20
0
-60
-40
-20
0
20
40
60
80
100
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7.
ACKNOWLEDGMENTS
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8.Z [,\5] REFERENCES
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u d"iv"w h,xd"iiw yQz)w in,p,igep,q q w^$s|{~}bxpf<hh"$gew w ,dgew hi5gep,n
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Z ¡ \5] ^(_`^acbed,fgeh"i¥d"ir]&^ u p,in,p^¦ECCQ#§Q¨4©Xª«T#¬2#©"j
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¶ }£q w {~ow iv·ch$^ js){gep,b~rd<j¸+op;¹)pgeop,b~q dir{CjT[ ¤ $^
Z \<·^ y ¶ ^(·cop,i(jT·^T¹&^X·co}(jdir<l^(º^»h"iv$^ºd"{g)dir¥p¼$d"ng
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p;d"ir¥½+w b~p{~w ,w iv£f<tXd"v"b~divw d"i]+p,q d¼$dgew h"iT^
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u p,i{~w gew x$w gf5n,h}$gedgew h"i5w iw p,n,p½+w {~p&d"b~h,¼$w dgep n,w b~n,}w g
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