TY - JOUR
T1 - Combining iterative heuristic optimization and uncertainty analysis methods for robust parameter design
AU - Delpiano, José
AU - Sepúlveda, Marcos
PY - 2006/10/1
Y1 - 2006/10/1
N2 - A number of investigators have pointed out that products and processes lack quality because of performance inconsistency, which is often due to uncontrollable parameters in the manufacturing process or product usage. Robust design methods are aimed at finding product/process designs that are less sensitive to parameter variation. Robust design of computer simulations requires a large number of runs, which are very time consuming. A novel methodology for robust design is presented in this article. It integrates an iterative heuristic optimization method with uncertainty analysis to achieve effective variability reductions, exploring a large parameter domain with an accessible number of simulations. To demonstrate the effectiveness of this methodology, the robust design of a 0.15μm CMOS device is shown.
AB - A number of investigators have pointed out that products and processes lack quality because of performance inconsistency, which is often due to uncontrollable parameters in the manufacturing process or product usage. Robust design methods are aimed at finding product/process designs that are less sensitive to parameter variation. Robust design of computer simulations requires a large number of runs, which are very time consuming. A novel methodology for robust design is presented in this article. It integrates an iterative heuristic optimization method with uncertainty analysis to achieve effective variability reductions, exploring a large parameter domain with an accessible number of simulations. To demonstrate the effectiveness of this methodology, the robust design of a 0.15μm CMOS device is shown.
KW - Computer simulations
KW - Heuristic optimization
KW - Response surface modelling
KW - Robust design
KW - Uncertainty analysis
KW - Computer simulations
KW - Heuristic optimization
KW - Response surface modelling
KW - Robust design
KW - Uncertainty analysis
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U2 - 10.1080/03052150600747079
DO - 10.1080/03052150600747079
M3 - Article
SN - 0305-215X
VL - 38
SP - 821
EP - 831
JO - Engineering Optimization
JF - Engineering Optimization
IS - 7
ER -