TY - GEN
T1 - Facilitating architect-client communication in the pre-design phase
AU - Chuang, Cheng Lin
AU - Chien, Sheng Fen
N1 - Publisher Copyright:
© 2021 and published by the Association for Computer-Aided Architectural Design Research in Asia (CAADRIA), Hong Kong.
PY - 2021
Y1 - 2021
N2 - The process of architects exploring the program with clients of Ten take place through face-to-face oral discussions and visual aids, such as photos and sketches. Our research focuses on two communication mediums: language and sketch. We employ machine learning techniques to assist architects and clients to improve their communication and reduce misunderstandings. We have trained a Naive Bayesian Classifier machine, the language assistant (LA), to classify architectural vocabularies with associations to design requirements. In addition, we have trained a Generative Adversarial Network, the sketch assistant (SA), to generate photo quality images based on architects' sketches. The language assistant and sketch assistant combined can facilitate architect-client communication during the pre-design stage.
AB - The process of architects exploring the program with clients of Ten take place through face-to-face oral discussions and visual aids, such as photos and sketches. Our research focuses on two communication mediums: language and sketch. We employ machine learning techniques to assist architects and clients to improve their communication and reduce misunderstandings. We have trained a Naive Bayesian Classifier machine, the language assistant (LA), to classify architectural vocabularies with associations to design requirements. In addition, we have trained a Generative Adversarial Network, the sketch assistant (SA), to generate photo quality images based on architects' sketches. The language assistant and sketch assistant combined can facilitate architect-client communication during the pre-design stage.
UR - http://www.scopus.com/inward/record.url?scp=85104895416&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85104895416&partnerID=8YFLogxK
U2 - 10.52842/conf.caadria.2021.2.071
DO - 10.52842/conf.caadria.2021.2.071
M3 - Conference contribution
AN - SCOPUS:85104895416
T3 - Projections - Proceedings of the 26th International Conference of the Association for Computer-Aided Architectural Design Research in Asia, CAADRIA 2021
SP - 71
EP - 80
BT - Projections - Proceedings of the 26th International Conference of the Association for Computer-Aided Architectural Design Research in Asia, CAADRIA 2021
A2 - Globa, Anastasia
A2 - van Ameijde, Jeroen
A2 - Fingrut, Adam
A2 - Kim, Nayeon
A2 - Lo, Tian Tian Sky
PB - The Association for Computer-Aided Architectural Design Research in Asia (CAADRIA)
T2 - 26th International Conference of the Association for Computer-Aided Architectural Design Research in Asia: Projections, CAADRIA 2021
Y2 - 29 March 2021 through 1 April 2021
ER -