Cumincad : CUMINCAD Papers : Search Results

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	4559
id	4559
authors	Kilian, Axel
year	2006
title	Design Exploration through Bidirectional Modeling of Constraints
source	Massachusetts Institute of Technology
summary	Today digital models for design exploration are not used to their full potential. The research efforts in the past decades have placed geometric design representations firmly at the center of digital design environments. In this thesis it is argued that models for design exploration that bridge different representation aid in the discovery of novel designs. Replacing commonly used analytical, uni-directional models for linking representations, with bidirectional ones, further supports design exploration. The key benefit of bidirectional models is the ability to swap the role of driver and driven in the exploration. The thesis developed around a set of design experiments that tested the integration of bidirectional computational models in domain specific designs. From the experiments three main exploration types emerged. They are: branching explorations for establishing constraints for an undefined design problem; illustrated in the design of a concept car. Circular explorations for the refinement of constraint relationships; illustrated in the design of a chair. Parallel explorations for exercising well-understood constraints; illustrated in a form finding model in architecture. A key contribution of the thesis is the novel use of constraint diagrams developed to construct design explorers for the experiments. The diagrams show the importance of translations between design representations in establishing design drivers from the set of constraints. The incomplete mapping of design features across different representations requires the redescription of the design for each translation. This redescription is a key aspect of exploration and supports design innovation. Finally, this thesis argues that the development of design specific design explorers favors a shift in software design away from monolithic, integrated software environments and towards open software platforms that support user development.
keywords	Design, exploration, generative, bidirectional, constraints
series	thesis:PhD
type	normal paper
email
more	http://designexplorer.net/newscreens/phd2006/index.html
last changed	2006/12/07 19:52

_id	acadia18_232
id	acadia18_232
authors	Kilian, Axel
year	2018
title	The Flexing Room Architectural Robot. An Actuated Active-Bending Robotic Structure using Human Feedback
doi	https://doi.org/10.52842/conf.acadia.2018.232
source	ACADIA // 2018: Recalibration. On imprecisionand infidelity. [Proceedings of the 38th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-17729-7] Mexico City, Mexico 18-20 October, 2018, pp. 232-241
summary	Advances in autonomous control of object-scale robots, both anthropomorphic and vehicular, are posing new human–machine interface challenges. In architecture, very few examples of autonomous inhabitable robotic architecture exist. A number of factors likely contribute to this condition, among them the scale and cost of architectural adaptive systems, but on a more fundamental conceptual level also the questions of how architectural robots would communicate with their human inhabitants. The Flexing Room installation is a room-sized actuated active-bending skeleton structure. It uses rudimentary social feedback by counting people to inform its behavior in the form of actuated poses of the room enclosure. An operational full-scale prototype was constructed and tested. To operate it no geometric-based simulation was used; the only communication between computer and structure was in sending values for the air pressure settings and in gathering sensor feedback. The structure’s physical state was resolved through the embodied computation of its interconnected parts, and the people-counting sensor feedback influences its next action. Future work will explore the development of learning processes to improve the human–machine coexistence in space.
keywords	full paper, fabrication & robotics, non-production robotics, materials/adaptive systems, flexible structures
series	ACADIA
type	paper
email
last changed	2022/06/07 07:52

_id	744e
id	744e
authors	Kilian, Axel; Ochsendorf, John
year	2005
title	PARTICLE-SPRING SYSTEMS FOR STRUCTURAL FORM FINDING
source	Journal for the international Association for shell and spatial structures:IASS
summary	Particle Spring Systems are well-known in computer science for creating physical simulations. In this paper we propose the use of particle-spring systems for finding structural forms composing only axial forces.
keywords	particle-spring systems, form finding, structure, architecture
series	journal paper
type	normal paper
email
more	http://destech.mit.edu/akilian/projectpages/cadenary.html
last changed	2005/10/24 04:41

_id	acadia17_324
id	acadia17_324
authors	Kilian, Axel; Sabourin, François
year	2017
title	Embodied Computation – An Actuated Active Bending Tower: Using Simulation-Model-Free Sensor Guided Search To Reach Posture Goals
doi	https://doi.org/10.52842/conf.acadia.2017.324
source	ACADIA 2017: DISCIPLINES & DISRUPTION [Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-96506-1] Cambridge, MA 2-4 November, 2017), pp. 324- 329
summary	The concept of Embodied Computation is to leverage the combination of abstract computational and material artifact as a method for exploration in the design process. A common approach for the integration of the two realms is to use computational simulation based on the geometric form of the artifact for the prediction of material behavior. This leads to the integration of a geometric model abstraction of the physical artifact into the control software of the actuated device and can produce deviations between the state of the physical construct and the computational state. Here an alternative approach of a soft, actuated, active bending structure is explored. Six fluidic actuators are combined with a six degree of freedom (DOF) sensor for posture feedback. Instead of relying on simulated kinematics to reach a particular posture, the sensor-enabled posture feedback guides a simplex search algorithm to find combinations of pressures in the six actuators that minimize the combined tilting angles for the goal of a level tower top. Rather than simulating the structure computationally, the model is shifted to one of feedback and control, and the structure operates as a physical equation solver returning an x-y-z tilting angle for every set of actuation pressures. Therefore the computational model of the search process is independent of the physical configuration of the structure itself and robust to changes in the environment or the structure itself. This has the future potential for more robust control of non-determined structures and constructs with heterogeneous DOF common in architecture where modeling behavior is difficult.
keywords	material and construction; smart buildings
series	ACADIA
email
last changed	2022/06/07 07:52

_id	1f62
authors	Kiliccote, Han
year	1997
title	A standards processing framework
source	Carnegie Mellon University, Pittsburgh
summary	Civil engineers create and employ a very large number of design standards, especially in the United States. Designing using such a large number of design standards is a tedious, laborious, and difficult task. One major research task in Computer-Aided Engineering (CAE) is the development of software tools that assist in the usage of design standards during the design process. This dissertation, a standards processing framework is presented. It is an agent-based approach to providing computer-aided support for using design standards. In this framework, modules, such as standards processing servers, are treated as agents communicating using a defined communication language. One immediate advantage of this architecture is that it allows the incorporation of a broad, powerful set of representation for use in modeling design standards.
series	thesis:PhD
email
more	http://han.ices.cmu.edu
last changed	2003/02/12 22:37

_id	b352
authors	Kilkelly, Michael
year	2000
title	Off The Page: Object-Oriented Construction Drawings
doi	https://doi.org/10.52842/conf.acadia.2000.147
source	Eternity, Infinity and Virtuality in Architecture [Proceedings of the 22nd Annual Conference of the Association for Computer-Aided Design in Architecture / 1-880250-09-8] Washington D.C. 19-22 October 2000, pp. 147-151
summary	This paper discusses methods in which inefficiencies in the construction documentation process can be addressed through the application of digital technology. These inefficiencies are directly related to the time consuming nature of the construction documentation process, given that the majority of time is spent reformatting and redrawing previous details and specifications. The concepts of objectoriented programming are used as an organizational framework for construction documentation. Database structures are also used as a key component to information reuse in the documentation process. A prototype system is developed as an alternative to current Computer-Aided Drafting software. This prototype, the Drawing Assembler, functions as a graphic search engine for construction details. It links a building component database with a construction detail database through the intersection of dissimilar objects.
series	ACADIA
last changed	2022/06/07 07:52

_id	eaa1
authors	Kim, Amy Jo
year	2000
title	Community Building On The Web, Secret Strategies for Successful Online Communities
source	Peachpit Press
summary	There's been a marked shift in the philosophy of developing successful Web sites. The technologies (HTML, JavaScript, JavaServer Pages) no longer occupy center stage. Rather, functional objectives and the communities that grow up around them seem to be the main ingredient in Web site success. In her carefully reasoned and well-written Community Building on the Web, Amy Jo Kim explains why communities form and grow. More importantly, she shows (with references to many examples) how you can make your site a catalyst for community growth--and profit in the process. From marketing schemes like Amazon.com's Associates program to The Motley Fool's system of rating members' bulletin-board postings, this book covers all the popular strategies for bringing people in and retaining them. Nine core strategies form the foundation of Kim's recommendations for site builders, serving as the organizational backbone of this book. The strategies generally make sense, and they seem to apply to all kinds of communities, cyber and otherwise. (One advocates the establishment of regular events around which community life can organize itself.) Some parts of Kim's message may seem like common sense, but such a coherent discussion of what defines a community and how it can be made to thrive is still helpful.
series	other
last changed	2003/04/23 15:14

_id	acadia13_395
id	acadia13_395
authors	Kim, David; Pela, Christopher
year	2013
title	Aqua Lung
doi	https://doi.org/10.52842/conf.acadia.2013.395
source	ACADIA 13: Adaptive Architecture [Proceedings of the 33rd Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-1-926724-22-5] Cambridge 24-26 October, 2013), pp. 395-396
summary	Aqua Lung is a project motivated by New York City’s growing need for housing and the potential threat of a catastrophic storm surge. Stringing from Lower Manhattan’s Battery Park to the Red Hook Container Terminal in Brooklyn, this mile long residential flood gate aligns itself with the existing Brooklyn-Battery Tunnel below.
keywords	complex systems, Lower Manhattan, Hurricane Sandy, housing, ETFE, Brooklyn, Governor’s Island
series	ACADIA
type	Design Poster
email
last changed	2022/06/07 07:52

_id	acadia15_407
id	acadia15_407
authors	Kim, Dongil; Lee, Seojoo
year	2015
title	A Systemized Aggregation with Generative Growth Mechanism in Solar Environment
doi	https://doi.org/10.52842/conf.acadia.2015.407
source	ACADIA 2105: Computational Ecologies: Design in the Anthropocene [Proceedings of the 35th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-53726-8] Cincinnati 19-25 October, 2015), pp. 407-415
summary	The paper demonstrates a work-in-progress research on an agent-based aggregation model for architectural applications with a system of assembly based on environmental data acted as a driver for a growth mechanism. Even though the generative design and algorithms have been widely employed in the field of art and architecture, such applications tend to stay in morphological explorations. This paper examines an aggregation model based on Diffusion Limited Aggregation system incorporating solar environment analysis for global perspective of aggregation, the geometry research for lattice systems, and morphological principles of unit module in agent scale. The later part of this research paper demonstrates the potential of a design process through the “Constructed Cloud” case study, including site-specific applications and the implementation of the systematized rule set.
keywords	Aggregation, Generative Algorithm, Diffusion Limited Aggregation, Responsive Growth Mechanism, Solar Environment, Responsive System / Algorithm, Adaptable Architecture, Data Analysis, Systemized Architecture, Truncated Octahedron, Sun Oriented Aggregation
series	ACADIA
type	normal paper
email
last changed	2022/06/07 07:52

_id	caadria2024_325
id	caadria2024_325
authors	Kim, Dongyun and Kim, Hanjun
year	2024
title	Territorial Sabotage: From Tracing Seoul’s Possibilities to Recompositing Its Urban Identity
doi	https://doi.org/10.52842/conf.caadria.2024.2.159
source	Nicole Gardner, Christiane M. Herr, Likai Wang, Hirano Toshiki, Sumbul Ahmad Khan (eds.), ACCELERATED DESIGN - Proceedings of the 29th CAADRIA Conference, Singapore, 20-26 April 2024, Volume 2, pp. 159–168
summary	This paper explores the evolution of architecture within an urban scale, utilizing Generative Adversarial Networks (GANs) to increase diversity and suggest various alternatives. Drawing inspiration from Henri Bergson's concepts of creative evolution, GANs' non-deterministic nature echoes Bergson's emphasis on creativity within evolutionary processes in urban design. Leveraging GANs' latent space, this study envisions a framework for AI-driven architectural generation, merging Bergson's ideas of creative intuition with AI's adaptive potential. Using Seoul as a case study, integrating Kevin Lynch's principles and symbolic representation techniques like the Nolli map, the research navigates urban spaces to create cohesive morphologies. Employing 2D GAN-based analysis and integrating 3D GAN, the study discerns urban layouts and building configurations. Additional diffusion models refine the 3D GAN outputs, expediting rendering and visualization phases, suggesting an innovative, data-driven architectural design methodology. By amalgamating diverse AI models into a cohesive workflow, it blends traditional architectural wisdom with cutting-edge computational capabilities, heralding a paradigm shift in architectural innovation.
keywords	Generative Adversarial Networks, 3D GAN, Stable Diffusion, Cartography, Nolli map
series	CAADRIA
email
last changed	2024/11/17 22:05

_id	caadria2022_279
id	caadria2022_279
authors	Kim, Dongyun, Guida, George and Garcia del Castillo y Lopez, Jose Luis
year	2022
title	PlacemakingAI : Participatory Urban Design with Generative Adversarial Networks
doi	https://doi.org/10.52842/conf.caadria.2022.2.485
source	Jeroen van Ameijde, Nicole Gardner, Kyung Hoon Hyun, Dan Luo, Urvi Sheth (eds.), POST-CARBON - Proceedings of the 27th CAADRIA Conference, Sydney, 9-15 April 2022, pp. 485-494
summary	Machine Learning (ML) is increasingly present within the architectural discipline, expanding the current possibilities of procedural computer-aided design processes. Practical 2D design applications used within concept design stages are however limited by the thresholds of entry, output image fidelity, and designer agency. This research proposes to challenge these limitations within the context of urban planning and make the design processes accessible and collaborative for all urban stakeholders. We present PlacemakingAI, a design tool made to envision sustainable urban spaces. By converging supervised and unsupervised Generative Adversarial Networks (GANs) with a real-time user interface, the decision-making process of planning future urban spaces can be facilitated. Several metrics of walkability can be extracted from curated Google Street View (GSV) datasets when overlayed on existing street images. The contribution of this framework is a shift away from traditional design and visualization processes, towards a model where multiple design solutions can be rapidly visualized as synthetic images and iteratively manipulated by users. In this paper, we discuss the convergence of both a generative image methodology and this real-time urban prototyping and visualization tool, ultimately fostering engagement within the urban design process for citizens, designers, and stakeholders alike.
keywords	Machine Learning, Generative Adversarial Networks, user interface, real-time, walkability, SDG 11
series	CAADRIA
email
last changed	2022/07/22 07:34

_id	caadria2023_12
id	caadria2023_12
authors	Kim, Dongyun, Lee, Lloyd Sukgyo and Kim, Hanjun
year	2023
title	Elemental Sabotage: Diffusing Functional Morphologies
doi	https://doi.org/10.52842/conf.caadria.2023.1.029
source	Immanuel Koh, Dagmar Reinhardt, Mohammed Makki, Mona Khakhar, Nic Bao (eds.), HUMAN-CENTRIC - Proceedings of the 28th CAADRIA Conference, Ahmedabad, 18-24 March 2023, pp. 29–38
summary	What modernism has failed discuss is the sheer diversity of forms that can come with a singular function. Their order led to the systematisation of standardised architectural elements that are now widely used around the world. However, functions of architecture have manifested into a multitude of forms across different cultures. For instance, the roof of the Korean traditional architectural type, Hanok, can be easily differentiated from the Victorian gable roof. The function-form relationship in architecture has long been investigated, but there is a lack of objective tool or technique that directly contributes to categorisation or diversification of existing architectural forms. With the advent of novel Machine Learning techniques, especially Generative Adversarial Networks (GANs), architectural forms can now be traced with objective methodologies such as a probabilistic-based model. This paper seeks to increase architectural diversity, borrowing the objectivity of state-of-the-art machine learning techniques in three dimensions such as 3D GAN.
keywords	Generative Adversarial Networks, 3D GAN, Morphology, Semiology, Form-finding
series	CAADRIA
email
last changed	2023/06/15 23:14

_id	ecaade2023_253
id	ecaade2023_253
authors	Kim, Eonyong and Park, JongJin
year	2023
title	Using Digital Twins for Architectural Heritages
doi	https://doi.org/10.52842/conf.ecaade.2023.2.681
source	Dokonal, W, Hirschberg, U and Wurzer, G (eds.), Digital Design Reconsidered - Proceedings of the 41st Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2023) - Volume 2, Graz, 20-22 September 2023, pp. 681–690
summary	This research project explores the use of digital twin technology and sensor hub data for the preservation and management of architectural heritages. The project focuses on the development of a comprehensive management system for traditional buildings in Andong, South Korea, utilizing digital twin technology and sensor hub data. The project aims to critically examine the use of digital twin technology and investigate the efficacy of different methodologies for creating detailed digital models of traditional buildings, including laser scanning and photogrammetry. Real-time data from sensor hubs installed at the sites is collected and analyzed to provide stakeholders with a comprehensive and dynamic understanding of the buildings' condition. Infrastructure obstacles, such as a lack of power for sensors and LTE routers, are addressed through the implementation of sustainable and effective solutions such as solar power. The project aims to develop best practices and insights for the preservation and management of architectural heritages using digital twin technology and contribute to the field of heritage conservation.
keywords	Digital Twins, Heritages, Korea Traditional building, Sensors, IoT
series	eCAADe
email
last changed	2023/12/10 10:49

_id	ijac201614304
id	ijac201614304
authors	Kim, Eonyong and Soohoon Park
year	2016
title	Three-dimensional visualized space and asset management system for large-scale airports: The case of Incheon International Airport
source	International Journal of Architectural Computing vol. 14 - no. 3, 233-246
summary	Large-scale airports such as Incheon International Airport have large-scale terminals, annex buildings, and numerous open spaces. An integrated space management system is required to manage these buildings and spaces efficiently. Thus, Incheon International Airport Corporation developed a three-dimensional computer-aided design–based integrated space management system. The major system development goal was to provide intuitive three-dimensional-based visual information, thereby realizing an integrated space and asset management system that does not require expert knowledge of any specific field, such as architecture. This article discusses the construction of the system and the problems that had to be resolved to achieve this goal.
keywords	Space and asset management, airport, three-dimensional computer-aided design, building information modeling
series	journal
last changed	2016/10/05 08:21

_id	ecaadesigradi2019_078
id	ecaadesigradi2019_078
authors	Kim, Eonyong, Jeon, Hyunwoo, Jun, Hanjong and Lee, Seongjoon
year	2019
title	The Development of Architectural Design Environment for BIPV using BIM
doi	https://doi.org/10.52842/conf.ecaade.2019.1.223
source	Sousa, JP, Xavier, JP and Castro Henriques, G (eds.), Architecture in the Age of the 4th Industrial Revolution - Proceedings of the 37th eCAADe and 23rd SIGraDi Conference - Volume 1, University of Porto, Porto, Portugal, 11-13 September 2019, pp. 223-232
summary	BIPV is a building integrated photovoltaic power generation system, which is used for building finishing materials, roof, and wall, so there is no need for separate installation space, and the usability is continuously increasing in urban areas with relatively small installation space. And continues to increase. BIPV is a building-integrated type, but the application plan should be made from the early stage of design. However, there is a lack of BIPV related design information. As a result, the possibility of integrating BIPV and building design is reduced and BIPV is applied in a limited range. Method: BIM-based BIPV design process, BIPV installable location, BIPV elevation design factor. And the theory necessary to implement the support model. Lastly, usability was examined using the support model. Result: This study describes a BIM-based design support model for BIPV installed elevation design that designers can apply BIPV installation location planning and design in a BIM environment.
keywords	Building Integrated Photovoltaic System ; Building Information Modelling ; Shadow Analysis ; Array design
series	eCAADeSIGraDi
email
last changed	2022/06/07 07:52

_id	caadria2018_297
id	caadria2018_297
authors	Kim, Eonyong
year	2018
title	Field Survey System for Facility Management Using BIM Model - IoT Management for Facility Management
doi	https://doi.org/10.52842/conf.caadria.2018.2.535
source	T. Fukuda, W. Huang, P. Janssen, K. Crolla, S. Alhadidi (eds.), Learning, Adapting and Prototyping - Proceedings of the 23rd CAADRIA Conference - Volume 2, Tsinghua University, Beijing, China, 17-19 May 2018, pp. 535-544
summary	Combining IoT technology with the BIM paradigm can enhance the data collection that BIM strives for by enabling real-time monitoring of building conditions. This data collection can be used very effectively for managing facilities. However, many IoT devices must be installed in buildings to achieve such results and therefore, a management system is required. The purpose of this study is to suggest an IoT management system that uses the drawing information extracted from a BIM model to allow effective management from initial installation of IoT devices to maintenance. In the pursuit of this purpose, a converter and an IoT device which developed in the research is used. The converter extracts space information and 2D floor drawing from BIM model and the IoT device is developed based on ESP 8266 chip which consist of one computer and WIFI module. To store the data which collected by the IoT devices, IoT service of AWS(Amazon Web Service) is used.
keywords	Facility Management; IoT; Management System; BIM
series	CAADRIA
email
last changed	2022/06/07 07:52

_id	caadria2015_179
id	caadria2015_179
authors	Kim, Eonyong; Jongtaek Yun and Sanghyun Cho
year	2015
title	Integrated Space and Asset Management System for Large Scale Airport
doi	https://doi.org/10.52842/conf.caadria.2015.807
source	Emerging Experience in Past, Present and Future of Digital Architecture, Proceedings of the 20th International Conference of the Association for Computer-Aided Architectural Design Research in Asia (CAADRIA 2015) / Daegu 20-22 May 2015, pp. 807-816
summary	Large-scale airports such as Incheon International Airport have large-scale terminals, annex buildings, and numerous open spaces. An integrated space management system is required to manage these buildings and spaces efficiently. Thus, Incheon International Airport Corporation developed a 3D computer-aided design (CAD)-based integrated space management system. The major system development goal was to provide intuitive 3D-based visual information, thereby realizing an integrated space and asset management system that does not require expert knowledge of any specific field, such as architecture. This paper discusses the construction of the system and the problems that had to be resolved to achieve this goal.
keywords	Space and asset management, airport, 3D CAD, BIM
series	CAADRIA
email
last changed	2022/06/07 07:52

_id	cf2017_349
id	cf2017_349
authors	Kim, Eonyong; Kim, Kibum; Choo, Seungyeon; Ryu, Jikeun
year	2017
title	Rule-based Security Planning System for Practical Application
source	Gülen Çagdas, Mine Özkar, Leman F. Gül and Ethem Gürer (Eds.) Future Trajectories of Computation in Design [17th International Conference, CAAD Futures 2017, Proceedings / ISBN 978-975-561-482-3] Istanbul, Turkey, July 12-14, 2017, pp. 349-359.
summary	Security planning is a vital part of the operation and management phase in a building’s life cycle. Ideally, this will be addressed during the building design phase. However, reality often differs from this ideal. In the real world, information such as floor plans tend to insufficiently describe or imperfectly match physical buildings, and must be surveyed and re-worked during security planning. Because of this, security companies require two kinds of staff: those in the security business and those in charge of planning, including floor plan verification. This research focused on creating an efficient way to help staff in this work environment develop a system of security planning for buildings and facilities using a rule-based approach in a tailormade CAD system. In this research, we developed a new 3D CAD system for desktops and mobile devices, which specializes in security planning using a game-engine. To avoid errors during security planning, a rule-based check system was developed and integrated into the CAD system. The rule-set of this rule base was built from the security planning manual, including guidelines on equipment layout and wiring in various situations, which could then be used in the development of an automated check. This research describes the method of system development and final results.
keywords	Security Planning, Operation and Management, Rule Base, BIM, CAD
series	CAAD Futures
email
last changed	2017/12/01 14:38

_id	ecaade2020_497
id	ecaade2020_497
authors	Kim, Eunsu, Rosenwasser, David and Garcia del Castillo Lopez, Jose Luis
year	2020
title	Urban Emotion - The interrogation of social media and its implications within urban context
doi	https://doi.org/10.52842/conf.ecaade.2020.2.475
source	Werner, L and Koering, D (eds.), Anthropologic: Architecture and Fabrication in the cognitive age - Proceedings of the 38th eCAADe Conference - Volume 2, TU Berlin, Berlin, Germany, 16-18 September 2020, pp. 475-482
summary	This paper presents social media as an analytical tool, helping to transform public policy-making, alongside urban needs by dissecting and evaluating human perception. Using emotion analysis on data gathered from a social media platform, experiments are developed to bring new value to architectural and civic narratives. Emotions from texts collected within social media platforms are extracted and mapped alongside tagged locations to gain a greater understanding of how public spaces are utilized. This project develops a new analytical layer within our built environment, working alongside the urban fabric, mechanical systems, and digital infrastructure. It is offered as an interactive tool for policymakers and designers to glean feedback, creating an informed conversation between citizens and decision-makers. Whereas social media platforms such as Twitter and Yelp have been referenced in past academic contexts, this project moves further by producing quantified emotions, painting a differentiated result from what purely semantic data could deliver.
keywords	Social Media; Mapping; Natural Language Processing
series	eCAADe
email
last changed	2022/06/07 07:52

_id	ecaade2022_203
id	ecaade2022_203
authors	Kim, Frederick Chando and Huang, Jeffrey
year	2022
title	Perspectival GAN - Architectural form-making through dimensional transformation
doi	https://doi.org/10.52842/conf.ecaade.2022.1.341
source	Pak, B, Wurzer, G and Stouffs, R (eds.), Co-creating the Future: Inclusion in and through Design - Proceedings of the 40th Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2022) - Volume 1, Ghent, 13-16 September 2022, pp. 341–350
summary	With the ascendance of Generative Adversarial Networks (GAN), promising prospects have arisen from the abilities of machines to learn and recognize patterns in 2D datasets and generate new results as an inspirational tool in architectural design. Insofar as the majority of ML experiments in architecture are conducted with imagery based on readily available 2D data, architects and designers are faced with the challenge of transforming machine-generated images into 3D. On the other hand, GAN-generated images are found to be able to learn the 3D information out of 2D perspectival images. To facilitate such transformation from 2D and 3D data in the framework of deep learning in architecture, this paper explores making new architectural forms from flat GAN images by employing traditional tools of projective geometry. The experiments draw on Brook Taylor’s 19th- century theorem of inverse projection system for creating architectural form from perspectival information learned from GAN images of Swiss alpine architecture. The research develops a parametric tool that automates the dimensional transformation of 2D images into 3D architectural forms. This research identifies potential synergic interactions between traditional tools and techniques of architects and deep learning algorithms to achieve collective intelligence in designing and representing creative architecture forms between humans and machines.
keywords	Machine Learning, GAN, Architectural Form, Perspective Projection, Inverse Perspective, Digital Representation
series	eCAADe
email
last changed	2024/04/22 07:10

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