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Architectural Design Exploration Using Generative Design: Framework Development and Case Study of a Residential Block

Buildings, 2020
The use of generative design has been suggested to be a novel approach that allows designers to take advantage of computers’ computational capabilities in the exploration of design alternatives. However, the field is still sparsely explored.
Jani Mukkavaara, Marcus Sandberg
doaj   +3 more sources

Integrating Multimodal Generative AI and Blockchain for Enhancing Generative Design in the Early Phase of Architectural Design Process

Buildings
Multimodal generative AI and generative design empower architects to create better-performing, sustainable, and efficient design solutions and explore diverse design possibilities.
Adam Fitriawijaya, Taysheng Jeng
doaj   +3 more sources

Generative AI models for different steps in architectural design: A literature review

Frontiers of Architectural Research
Recent advances in generative artificial intelligence (AI) technologies have been significantly driven by models such as generative adversarial networks (GANs), variational autoencoders (VAEs), and denoising diffusion probabilistic models (DDPMs ...
Chengyuan Li, Tianyu Zhang, Xusheng Du, Ye Zhang, Haoran Xie   +4 more
doaj   +3 more sources

Progress and Challenges in Generative Product Design: A Review of Systems

Computers, 2020
Design is a challenging task that is crucial to all product development. Advances in design computing may allow machines to move from a supporting role to generators of design content. Generative Design systems produce designs by algorithms and offer the
James Mountstephens, Jason Teo
doaj   +3 more sources

The use of generative design for the architectural solutions synthesis in the typical construction of residential buildings [PDF]

E3S Web of Conferences, 2021
The study deals with the application of generative design technology in solving architectural and construction problems. Generative design is a powerful tool for creating design choices.
Smorzhenkov Nikita, Ignatova Elena
doaj   +1 more source

Heri-Graphs: A Dataset Creation Framework for Multi-Modal Machine Learning on Graphs of Heritage Values and Attributes with Social Media

ISPRS International Journal of Geo-Information, 2022
Values (why to conserve) and Attributes (what to conserve) are essential concepts of cultural heritage. Recent studies have been using social media to map values and attributes conveyed by the public to cultural heritage.
Nan Bai, Pirouz Nourian, Renqian Luo, Ana Pereira Roders   +3 more
doaj   +1 more source

Progress and recent trends in generative design [PDF]

MATEC Web of Conferences, 2020
Due to recent developments in the field of additive manufacturing enormous advantages have become in product design and manufacturing process. Before the appearance of additive manufacturing, developing very complex or light weight structures was ...
Ntintakis Ioannis, Stavroulakis George E.   +1 more
doaj   +1 more source

Generative Systems in Design [PDF]

Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 1999
Generative research in design investigates compact representations that facilitate the rapid exploration of large design spaces. It includes among other things: rule-based systems, feature structures, and genetic algorithms. Generative systems are being applied to a variety of design problems from various disciplines including engineering, product
Samir Emdanat, George Stiny, Emmanuel-George Vakaló   +2 more
openaire   +2 more sources

Attribute-Aware Generative Design With Generative Adversarial Networks

IEEE Access, 2020
The designers' tendency to adhere to a specific mental set and heavy emotional investment in their initial ideas often limit their ability to innovate during the design ideation process.
Chenxi Yuan, Mohsen Moghaddam
doaj   +1 more source

Sustainability of construction based on digital and modular technologies [PDF]

E3S Web of Conferences, 2023
The XXI century has confronted humanity with a number of global environmental and social problems. Some of them depend on the construction industry. The tasks of ensuring the sustainability of construction have become relevant.
Smorzhenkov Nikita, Ignatova Elena
doaj   +1 more source