Intelligent design of shear wall layout based on graph neural networks

Graph-based reinforcement learning for discrete cross-section optimization of planar steel frames

(2022) Kazuki Hayashi et al.   ADVANCED ENGINEERING INFORMATICS

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

(2022) Xinzheng Lu et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Automated structural design of shear wall structures based on modified genetic algorithm and prior knowledge

(2022) Xuhong Zhou et al.   AUTOMATION IN CONSTRUCTION

Intelligent Generative Structural Design Method for Shear-wall Building Based on “Fused-Text-Image-to-Image” Generative Adversarial Networks

(2022) Wenjie Liao et al.   EXPERT SYSTEMS WITH APPLICATIONS

Intelligent design of shear wall layout based on attention-enhanced generative adversarial network

(2022) Pengju Zhao et al.   ENGINEERING STRUCTURES

Hybridization of an evolutionary algorithm and simulations of co-evolutionary design processes for early-stage building spatial design optimization

(2021) Sjonnie Boonstra et al.   AUTOMATION IN CONSTRUCTION

Automatic and optimal rebar layout in reinforced concrete structure by decomposed optimization algorithms

(2021) Jiepeng Liu et al.   AUTOMATION IN CONSTRUCTION

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

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

Exploring graph neural networks for semantic enrichment: Room type classification

(2021) Zijian Wang et al.   AUTOMATION IN CONSTRUCTION

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

(2021) Wenjie Liao et al.   AUTOMATION IN CONSTRUCTION

Spatial zoning for better structural topology design and performance

(2020) Dennis P.H. Claessens et al.   ADVANCED ENGINEERING INFORMATICS

A Comprehensive Survey on Graph Neural Networks

(2020) Zonghan Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

Deep convolutional learning for general early design stage prediction models

(2019) Sundaravelpandian Singaravel et al.   ADVANCED ENGINEERING INFORMATICS

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

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

Cellular automata in architectural design: From generic systems to specific design tools

(2016) Christiane M. Herr et al.   AUTOMATION IN CONSTRUCTION

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

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

Design complexity control in truss optimization

(2016) André J. Torii et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Graph-based retrieval of building information models for supporting the early design stages

(2013) Christoph Langenhan et al.   ADVANCED ENGINEERING INFORMATICS

Visual language and graph-based structures in conceptual design

(2011) Grażyna Ślusarczyk   ADVANCED ENGINEERING INFORMATICS