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

open access: yesBuildings
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   +4 more sources

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

open access: yesBuildings, 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

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

open access: yesComputers, 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

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

open access: yesFrontiers 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   +4 more
doaj   +3 more sources

How generative AI supports human in conceptual design

open access: yesDesign Science
Generative Artificial Intelligence (Generative AI) is a collection of AI technologies that can generate new information such as texts and images. With its strong capabilities, Generative AI has been actively studied in creative design processes. However,
Liuqing Chen   +5 more
doaj   +2 more sources

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

open access: yesISPRS 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   +3 more
doaj   +1 more source

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

open access: yesE3S 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

A Framework for the Definiton of a Generative Design Pattern [PDF]

open access: yes
Conventional design patterns found in many pattern catalogues are static components of reusable design knowledge. They are fully descriptive of the problems they will solve, but the descriptive knowledge and design they provide does not describe how they
Wilson, David
core   +4 more sources

Attribute-Aware Generative Design With Generative Adversarial Networks

open access: yesIEEE 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

Generative AI Design and Exploration of Nucleoside Analogs [PDF]

open access: yes, 2021
Nucleosides are fundamental building blocks of DNA and RNA in all life forms and viruses. In addition, natural nucleosides and their analogs are critical in prebiotic chemistry, innate immunity, signaling, antiviral drug discovery and artificial ...
Damien, Dablain   +2 more
core   +1 more source

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