Intelligent structural design of shear wall residence using physics‐enhanced generative adversarial networks

Comparison of seismic performance between typical structural steel buildings designed following the Chinese and United States codes

(2021) Xinzheng Lu et al.   ADVANCES IN STRUCTURAL ENGINEERING

A deep learning approach to rapid regional post‐event seismic damage assessment using time‐frequency distributions of ground motions

(2021) Xinzheng Lu et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

(2021) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Shear wall layout optimization strategy for high-rise buildings based on conceptual design and data-driven tabu search

(2021) Haopeng Lou et al.   COMPUTERS & STRUCTURES

Seismic design of multiple‐rocking systems: A gradient‐based optimization approach

(2021) Ameer Marzok et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Structural design of reinforced concrete buildings based on deep neural networks

(2021) Pablo N. Pizarro et al.   ENGINEERING STRUCTURES

Use of convolutional networks in the conceptual structural design of shear wall buildings layout

(2021) Pablo N. Pizarro et al.   ENGINEERING STRUCTURES

Automated structural design of shear wall residential buildings using generative adversarial networks

(2021) Wenjie Liao et al.   AUTOMATION IN CONSTRUCTION

A nonlocal physics-informed deep learning framework using the peridynamic differential operator

(2021) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Theory-guided Auto-Encoder for surrogate construction and inverse modeling

(2021) Nanzhe Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Deep learning of dynamic subsurface flow via theory-guided generative adversarial network

(2021) Tianhao He et al.   JOURNAL OF HYDROLOGY

Pre‐ and post‐earthquake regional loss assessment using deep learning

(2020) Taeyong Kim et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

An open-source framework for regional earthquake loss estimation using the city-scale nonlinear time history analysis

(2020) Xinzheng Lu et al.   EARTHQUAKE SPECTRA

Postdisaster image‐based damage detection and repair cost estimation of reinforced concrete buildings using dual convolutional neural networks

(2020) Xiao Pan et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

An improved linear quadratic regulator control method through convolutional neural network–based vibration identification

(2020) Xinzheng Lu et al.   JOURNAL OF VIBRATION AND CONTROL

Real‐time regional seismic damage assessment framework based on long short‐term memory neural network

(2020) Yongjia Xu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

SciANN: A Keras/TensorFlow wrapper for scientific computations and physics-informed deep learning using artificial neural networks

(2020) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Machine learning applications for building structural design and performance assessment: State-of-the-art review

(2020) Han Sun et al.   Journal of Building Engineering

Framework for city‐scale building seismic resilience simulation and repair scheduling with labor constraints driven by time–history analysis

(2019) Chen Xiong et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Automatic structural design of RC wall-slab buildings using a genetic algorithm with application in BIM environment

(2019) S. Tafraout et al.   AUTOMATION IN CONSTRUCTION

Conceptual design of structural systems based on topology optimization and prefabricated components

(2019) Stefanos Sotiropoulos et al.   COMPUTERS & STRUCTURES

Shear wall layout optimization for conceptual design of tall buildings

(2017) Yu Zhang et al.   ENGINEERING STRUCTURES

A nonlinear computational model for regional seismic simulation of tall buildings

(2016) Chen Xiong et al.   Bulletin of Earthquake Engineering

Cost optimization of reinforced concrete flat slabs of arbitrary configuration in irregular highrise building structures

(2016) Mais Aldwaik et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A comparative case study on seismic design of tall RC frame-core-tube structures in China and USA

(2015) Xinzheng Lu et al.   STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS

The Pascal Visual Object Classes Challenge: A Retrospective

(2014) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION