CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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id ecaade2020_018
authors Sato, Gen, Ishizawa, Tsukasa, Iseda, Hajime and Kitahara, Hideo
year 2020
title Automatic Generation of the Schematic Mechanical System Drawing by Generative Adversarial Network
source Werner, L and Koering, D (eds.), Anthropologic: Architecture and Fabrication in the cognitive age - Proceedings of the 38th eCAADe Conference - Volume 1, TU Berlin, Berlin, Germany, 16-18 September 2020, pp. 403-410
summary In the front-loaded project workflow, mechanical, electrical, and plumbing (MEP) design requires precision from the beginning of the design phase. Leveraging insights from as-built drawings during the early design stage can be beneficial to design enhancement. This study proposes a GAN (Generative Adversarial Networks)-based system which populates the fire extinguishing (FE) system onto the architectural drawing image as its input. An algorithm called Pix2Pix with the improved loss function enabled such generation. The algorithm was trained by the dataset, which includes pairs of as-built building plans with and without FE equipment. A novel index termed Piping Coverage Rate was jointly proposed to evaluate the obtained results. The system produces the output within 45 seconds, which is drastically faster than the conventional manual workflow. The system realizes the prompt engineering study learned from past as-built information, which contributes to further the data-driven decision making.
keywords Generative Adversarial Network; MEP; as-built drawing; automated design; data-driven design
series eCAADe
full text file.pdf (3,398,509 bytes)
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100%; open Cao, J, Guo, Y, Wu, Q, Shen, C, Huang, J and Tan, M (2018) Find in CUMINCAD Adversarial Learning with Local Coordinate Coding , Proceedings of the 35th International Conference on Machine Learning(PMLR), pp. 707-715

100%; open Chen, Q, Wu, Q, Tang, R, Wang, Y, Wang, S and Tan, M (2020) Find in CUMINCAD Intelligent Home 3D: Automatic 3D-House Design from Linguistic Descriptions Only , Proceedings of Computer Vision and Pattern Recognition

100%; open Goodfellow, JI, Pouget-Abadie, J, Mirza, M, Xu, B, Warde-Farley, D, Ozair, S, Courville, A and Bengio, Y (2014) Find in CUMINCAD Generative Adversarial Networks , Proceedings of the International Conference on Neural Information Processing Systems (NIPS), pp. 2672-2680

100%; open Ishizawa, T, Xiao, Y and Ikeda, Y (2018) Find in CUMINCAD Analyzing BIM Protocols And Users Surveys in Japan , Proceedings of The 23rd Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA), Beijing, China

100%; open Isola, P, Zhu, JY, Zhou, T and Efros, AA (2017) Find in CUMINCAD Image-to-image translation with conditional adversarial networks , Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

100%; open Kaneko, S, Murase, I and Igarashi, S (2002) Find in CUMINCAD Robust image registration by increment sign correlation , Pattern Recognition, Volume 35, Issue 10( rights and content), pp. Pages 2223-2234

100%; open Krizhevsky, A, Sutskever, H and Hinton, G (2012) Find in CUMINCAD ImageNet Classification with Deep Convolutional Neural Networks , The Conference and Workshop on Neural Information Processing Systems (NIPS), Stateline

100%; open Lu, Q and Wong, HY (2018) Find in CUMINCAD A BIM-based approach to automate the design and coordination process of mechanical, electrical, and plumbing systems , HKIE Transactions, 25(, pp. 273-280

100%; open Okamura, S, Nakanishi, K and Fujioka, Y (1969) Find in CUMINCAD Theoretical Study on Sprinkler Sprays , Transactions of the Agricultural Engineering Society, 29, pp. 14-21

100%; open Radford, A, Metz, L and Chintala, S (2016) Find in CUMINCAD Unsupervised representation learning with deep convolutional generative adversarial networks. , Conference on Learning Representations (ICLR)

100%; open Ullah, F, Kaneko, S and Igarashi, S (2000) Find in CUMINCAD Object Search Using Orientation Code Matching , IAPR Workshop on Machine Vision Applications, Tokyo

100%; open Wang, L and Leite, F (2016) Find in CUMINCAD Formalized knowledge representation for spatial conflict coordination of mechanical, electrical and plumbing (MEP) systems in new building projects , Automation in Construction, 64(, pp. 20-26

100%; open Wang, Z, Simoncelli, EP and Bovik, EC (2003) Find in CUMINCAD Multi-scale structural similarity for image quality assessment , Proceedings of the 37th IEEE Asilomar Conference on Signals, Systems and Computers

100%; open Zeiler, M and Fergus, R (2014) Find in CUMINCAD Visualizing and Understanding Convolutional Networks , The European Conference on Computer Vision, Zurich, pp. 818-833

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