Data Analytics in Structural Engineering

Arul, M., A. Kareem, and D. Kwon. 2020. “Identification of vortex-induced vibration of tall building pinnacle using cluster analysis for fatigue evaluation: Application to Burj Khalifa.” J. Struct. Eng. 146 (11): 04020234. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002799.

Cui, W., T. Ma, L. Zhao, and Y. Ge. 2021. “Data-based windstorm type identification algorithm and extreme wind speed prediction.” J. Struct. Eng. 147 (5): 04021053. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002954.

Dutta, S., and A. Gandomi. 2020. “Bilevel data-driven modeling framework for high-dimensional structural optimization under uncertainty problems.” J. Struct. Eng. 146 (11): 04020245. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002795.

Ezzeldin, M., and W. El-Dakhakhni. 2020. “Metaresearching structural engineering using text mining: Trend identifications and knowledge gap discoveries.” J. Struct. Eng. 146 (5): 04020061. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002523.

Feng, D., B. Cetiner, M. Kakavand, and E. Taciroglu. 2021. “Data-driven approach to predict the plastic hinge length of reinforced concrete columns and its application.” J. Struct. Eng. 147 (2): 04020332. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002852.

Gao, Y., and K. Mosalam. 2020. “PEER Hub ImageNet: A large-scale multiattribute benchmark data set of structural images.” J. Struct. Eng. 146 (10): 04020198. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002745.

Gondia, A., M. Ezzeldin, and W. El-Dakhakhni. 2020. “Mechanics-guided genetic programming expression for shear-strength prediction of squat reinforced concrete walls with boundary elements.” J. Struct. Eng. 146 (11): 04020223. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002734.

Kakavand, M., H. Sezen, and E. Taciroglu. 2021. “Data-driven models for predicting the shear strength of rectangular and circular reinforced concrete columns.” J. Struct. Eng. 147 (1): 04020301 https://doi.org/10.1061/(ASCE)ST.1943-541X.0002875.

Mangalathu, S., and J. Jeon. 2019. “Machine learning-based failure mode recognition of circular reinforced concrete bridge columns: Comparative study.” J. Struct. Eng. 145 (10): 04019104. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002402.

Mangalathu, S., and J. Jeon. 2020. “Ground motion-dependent rapid damage assessment of structures based on wavelet transform and image analysis techniques.” J. Struct. Eng. 146 (11): 04020230. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002793.

Na, Y., S. El-Tawil, A. Ibrahim, and A. Eltawil. 2020. “Automated assessment of building damage from seismic events using smartphones.” J. Struct. Eng. 146 (5): 04020076. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002618.

Pang, Y., X. Zhou, W. He, and J. Zhong. 2021. “Uniform design-based Gaussian process regression for data-driven rapid fragility assessment of bridges.” J. Struct. Eng. 147 (4): 04021008. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002953.

Segura, R., J. Padgett, and P. Paultre. 2020. “Metamodel-based seismic fragility analysis of concrete gravity dams.” J. Struct. Eng. 146 (7): 04020121. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002629.

Sun, L., Z. Shang, Y. Xia, and S. Bhowmick. 2020. “Review of bridge structural health monitoring aided by big data and artificial intelligence: From condition assessment to damage detection.” J. Struct. Eng. 146 (5): 04020073. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002535.