TY - JOUR
T1 - Stress-based topology optimization of steel-frame structures using members with standard cross sections: Gradient-based approach
AU - Changizi, Navid
AU - Jalalpour, Mehdi
PY - 2017/8/1
Y1 - 2017/8/1
N2 - This article presents a computationally efficient methodology for stress-based topology optimization of steel frame structures with cross-sectional properties that are mapped from I-beam sections of a design manual. To account for the natural variability of the data, this mapping is achieved via quantile regression to derive continuous relationships between cross-sectional area (the design variable) and other section properties. These relationships are used for deriving the gradient of structural performance, which allows using computationally efficient gradient-based optimization schemes. Three frame structures are designed using the proposed algorithm, the resulting designs are compared with traditional compliance-based topology optimization algorithms, and changes in the designs are discussed. A comparison of stress distribution within the designed structures verified the effectiveness of the proposed methodology.
AB - This article presents a computationally efficient methodology for stress-based topology optimization of steel frame structures with cross-sectional properties that are mapped from I-beam sections of a design manual. To account for the natural variability of the data, this mapping is achieved via quantile regression to derive continuous relationships between cross-sectional area (the design variable) and other section properties. These relationships are used for deriving the gradient of structural performance, which allows using computationally efficient gradient-based optimization schemes. Three frame structures are designed using the proposed algorithm, the resulting designs are compared with traditional compliance-based topology optimization algorithms, and changes in the designs are discussed. A comparison of stress distribution within the designed structures verified the effectiveness of the proposed methodology.
KW - Frame structures
KW - Regression analysis
KW - Steel structures
KW - Stress-based topology optimization
KW - von Mises stress
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U2 - 10.1061/(ASCE)ST.1943-541X.0001807
DO - 10.1061/(ASCE)ST.1943-541X.0001807
M3 - Article
SN - 0733-9445
VL - 143
JO - Journal of Structural Engineering (United States)
JF - Journal of Structural Engineering (United States)
IS - 8
M1 - 04017078
ER -