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	caadria2023_10
id	caadria2023_10
authors	Hirano, Toshiki
year	2023
title	Approximate Optimization Method for Complex Shapes Using Displacement Mapping
doi	https://doi.org/10.52842/conf.caadria.2023.2.081
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. 81–88
summary	This paper proposes a method to optimize 3D models with complex shapes based on 3D scan models into data that can be machined by 3-axis digital fabrication equipment by utilizing displacement mapping technique. In contemporary architecture, the collage technique is being increasingly used, with complex digital models including 3D scanned objects being used as collaged elements without simplification. Additive manufacturing and subtractive manufacturing are the major techniques used to create these forms, but they are difficult to fabricate on 3-axis machines. This paper first discusses the technical challenges of fabricating collaged models using a 3-axis machine, then the paper proposes a method to optimize the models into data that can be fabricated by 3-axis machines by utilizing displacement mapping technique. The paper introduces two cases of art installations designed and fabricated using the method proposed in this paper and discusses how the method is applied to them. Finally, the potential of this method and challenges to be addressed for the future will be discussed.
keywords	Digital Fabrication, Displacement Mapping, 3D scanning, Photogrammetry, Geometry Optimization
series	CAADRIA
email
last changed	2023/06/15 23:14

_id	ecaade2023_200
id	ecaade2023_200
authors	Faraj Al-Suwaidi, Mohammed, Agkathidis, Asterios, Haidar, Adonis and Lombardi, Davide
year	2023
title	Immersive Technologies in Architectural Education: A pedagogical framework for integrating virtual reality as the main design tool in a fully virtualised architectural design studio environment
doi	https://doi.org/10.52842/conf.ecaade.2023.1.089
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 1, Graz, 20-22 September 2023, pp. 89–98
summary	Given the increased accessibility and utilization of VR tools in architectural education, embracing a fully virtualised design process still remains taboo. The recent covid-19 pandemic has forced universities to fully adopt remote learning/teaching systems that showcased a disconnection between direct interaction, communication design methods and tools. Immersive tools like VR could play a unique role in closing that gap, allowing users to collaborate and design using avatars in the online virtual space. With this paper, we aim to examine the possibility of a fully virtualised, architectural design studio framework and explore its outcomes throughout the design process. It incorporates multiple digital 3D exercises deriving from manually-driven techniques including sketching and collage-making. We then test the framework for one semester within the Immersive Design and Collaboration Design Studio Unit, which runs in parallel to non- virtualised studio units, working on the same site and context. Our findings highlight the strengths and challenges of the implemented framework and its evaluation through student surveys and student portfolio submissions, to compare the student output developed in both the virtualised and non-virtualised design studio.
keywords	Design Studio, Virtual Reality, Architectural Education, Gravity Sketch, Meta Quest, Hybrid Learning, Digital Design, Remote Learning
series	eCAADe
email
last changed	2023/12/10 10:49

_id	ecaaderis2023_46
id	ecaaderis2023_46
authors	Scelsa, Jonathan, Goti, Kyriaki, Rossi, Natalia, Palaci-Zani, Arthur and Wang, Wei
year	2023
title	Bric(k)Colage, CMU Spolia Composites: 3D scanning and printed clay for the recapture of CFD masonry waste
source	De Luca, F, Lykouras, I and Wurzer, G (eds.), Proceedings of the 9th eCAADe Regional International Symposium, TalTech, 15 - 16 June 2023, pp. 159–167
summary	This research investigates the use of LIDAR scanning, physics computational simulations, and ceramic 3D printing to streamline a process for generating a structural masonry bond-work from a given set of discarded pre-fabrication concrete parts. The research capitalizes on an initial set of large scale mockups developed using intuition based stacking of CMU Block detritus, which were in turn LIDAR scanned to produce a series of custom robotically 3d printed ceramic figural bricks to infill the gaps in a mortar based assembly. Following the proof of concept, the researchers explored computational means for simulating various configurations of aggregates using individually scanned broken blocks placed within a physics simulation. The outer boundaries are rigidly defined along with placeholders for desired apertures, and then the scanned detritus is dropped to inform a tight packed bond-work. The final digital aggregate is then run through a grasshopper simulation to derive the linework and print files for a robot to print the negative infill. This paper will discuss the ability for the designer to work within a computational process to produce structural envelope based construction with spoliated detritus towards new varied organizations embraces an aesthetic of visual reuse.
keywords	3D-Printed Clay, 3D-Scanning, CFD Waste, Spolia, 3D-Collage
series	eCAADe
email
last changed	2024/02/05 14:28

_id	acadia23_v3_49
id	acadia23_v3_49
authors	A. Noel, Vernelle; Dortdivanlioglu, Hayri
year	2023
title	Text-to-image generators: Semiotics, Semantics, Syntax, and Society
source	ACADIA 2023: Habits of the Anthropocene: Scarcity and Abundance in a Post-Material Economy [Volume 3: Proceedings of the 43rd Annual Conference for the Association for Computer Aided Design in Architecture (ACADIA) ISBN 979-8-9891764-1-0]. Denver. 26-28 October 2023. edited by A. Crawford, N. Diniz, R. Beckett, J. Vanucchi, M. Swackhamer 24-32.
summary	Text-to-image generators, such as Midjourney, DALL-E, and Stable Diffusion, are becoming increasingly popular. These generators, whose models are trained on large datasets of text-image pairs, often scraped from the web, take text prompts as input, and use them to generate images—text-to-image prompting. In this visual essay, we raise questions about the entanglement of semiotics, semantics, syntax, and society in these text-to-image generator tools. We are intrigued by how these technologies are “intrawoven” with social and cultural contexts. How are their constructions and presentations reconfigurations? How do, or might they, inform pedagogy, theory, methods, and our publics? To explore these questions, we entered six prompts related to the built environment in six different languages, eight months apart in Midjourney (“Midjourney” n.d.). The generated images (Figure 1), require that we ask deep questions of each image, in comparison with each other, across each group of four, and across time (eight months apart). We argue that text-to-image generators call for a rigorous exploration of semiotics, semantics, syntax, and the society, with implications for pedagogy, theory-building, methodologies, and public enlightenment. Furthermore, we assert that these tools can facilitate pertinent questions about the relationships between technology and society. This is just the beginning. For now, we have questions.
series	ACADIA
type	field note
email
last changed	2024/04/17 13:59

_id	ascaad2023_000
id	ascaad2023_000
authors	Abdelmohsen, Sherif; Al-Jokhadar, Amer
year	2023
title	ASCAAD 2023: C+++: Computation, Culture, and Context
source	C+++: Computation, Culture, and Context – Proceedings of the 11th International Conference of the Arab Society for Computation in Architecture, Art and Design (ASCAAD), University of Petra, Amman, Jordan [Hybrid Conference] 7-9 November 2023, 1042 p.
summary	The ASCAAD 2023 theme focuses on Computation, Culture, and Context; a triad that is increasingly informing and reshaping the emerging dynamics of design and construction in the built environment of several regions in the Global South. Socio-cultural spheres, heritage roots, contextual relevance, and art and material culture have historically been the primary sources for design and construction innovation and uniqueness in such regions and contexts. Complex geopolitical events however have resulted in a shift towards a perplexed practice of post-modernist styles or imported Western models of design and production, coupled with some attempts to rebrand modernist and post-modernist approaches through critical regionalism and revolts against orientalist movements. Technology and computation have always been an active factor and tool in reflecting these practices. Advancements in computational design have in some ways sparked a latent intent to revive the character and heritage of rich civilizations. While this has led to growing interest within communities belonging to such rich history to adopt computational methodologies and practices, it has equally raised questions regarding authenticity, innovation and identity. Many of the recent attempts to shift away from Western-centered orientalist approaches have in reality not been that far, but have often further accentuated the superficial use of geometrical practices and pattern-based approaches in art, architecture, and urban design, characterized by stereotypical schemes in building interiors, façade screens, and spatial configurations.
series	ASCAAD
email
last changed	2024/02/13 14:34

_id	ecaade2023_54
id	ecaade2023_54
authors	Abdulmajeed, Abdulwahab, Agkathidis, Asterios, Dounas, Theo and Lombardi, Davide
year	2023
title	Mass-customisation of dwellings in the Middle East:developing a design-to-fabrication framework to resolve the housing crisis in Saudi Arabia
doi	https://doi.org/10.52842/conf.ecaade.2023.2.157
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. 157–164
summary	The Saudi government is taking the initiative to modernise the country and address critical challenges. One of its primary goals is to relieve the housing deficit. One of the challenges in supplying the houses is that potential inhabitants have denied and refused to accept them due to their design failing to meet their demands. Furthermore, the government suffers from providing high-quality housing in line with people’s needs because only a few enterprises can meet the client’s needs, but only at the price of lengthy planning and building times, in addition to increased construction expenses. This research aims to propose a mass customisation design-to-fabrication workflow, which targets environmental optimisation, reduction of construction time and reduced cost and incorporates client involvement. Our research method includes conducting a survey with Saudi Arabian architecture firms to collect data about contemporary clients’ needs, analysing and reviewing mass-customisation tools & techniques, developing a bespoke algorithm capable of mass-customising housing and evaluating the algorithm through design experiments. Our findings present the advantages and challenges of our tool as well as a shape grammar of mass customised floor plan solutions.
keywords	Mass Customisation, Parametric Design, Housing Design
series	eCAADe
email
last changed	2023/12/10 10:49

_id	ascaad2023_024
id	ascaad2023_024
authors	Afshar, Sepehr; Eshaghi, Sarvin; Kim, Ikhwan; Afshar, Sana
year	2023
title	Leveraging Landscape Architecture and Environmental Storytelling for NextGeneration Gaming Experiences: A Holistic Approach to Virtual World Design
source	C+++: Computation, Culture, and Context – Proceedings of the 11th International Conference of the Arab Society for Computation in Architecture, Art and Design (ASCAAD), University of Petra, Amman, Jordan [Hybrid Conference] 7-9 November 2023, pp. 639-651.
summary	Designing a virtual environment within a digital game occupies a large part of the design procedure, requiring holistic attention and a broad arrangement of the game constituents. Considering other design disciplines, they occupy a unified design methodology; however, a comprehensive literature review reveals the lack of the intended design methodology in the digital game domain's virtual environment development, despite a currently proposed theoretical methodology trying to dissolve the issue. Hence, this research aims to determine the industry's requirements and provide a set of assets included in current digital games as an initial step of providing such a design methodology for the domain. In this regard, the researchers reverse-engineered ten selected digital games, understanding the current condition of digital games via adopting the mentioned currently available design methodology. This dataset reveals a lack in the assets of the story layer in the recent digital games, despite their focus on being story-based. This dilemma leads to long text or speech conversations between game characters, disrupting the players while following the game. The current design focuses on environmental resources only, however, as a virtual landscape, the story needs to be reinforced to be a balanced and well-designed game. Hence, increasing the ratio of the assets in this layer will advance the games' interactivity. Also, as future work, this data set could pave the way for a digital game industry design tool regarding the virtual environment.
series	ASCAAD
email
last changed	2024/02/13 14:34

_id	ascaad2023_070
id	ascaad2023_070
authors	Agrawal, Rohan; Karkoon, Rashi
year	2023
title	Reinterpreting the Courtyard in Modern Indian Architecture: A Computational Study on Configurations
source	C+++: Computation, Culture, and Context – Proceedings of the 11th International Conference of the Arab Society for Computation in Architecture, Art and Design (ASCAAD), University of Petra, Amman, Jordan [Hybrid Conference] 7-9 November 2023, pp. 253-274.
summary	India is a land of significantly varying cultures, climates, and hence, a myriad of architectural styles and elements. Courtyard, one such element, had emerged as a result of multiple factors including not only climate and its context but the community and its culture as well. It is true reflection of the diversity that the country showcases. From the Havelis in Rajasthan and Gujarat to the Wadas in Maharashtra, it has always been an integral part of Indian architecture and its heritage. However, despite being such deeply rooted in the country's heritage, it has started to go missing in modern construction. Various changes in social, cultural, and climatic patterns have made courtyards either an element of luxury or a lost element of the past. What exists today is a vague notion of this element, whose origin is muddled, and the science behind it is lost. One needs to understand that leaving an empty space or a cut-out is neither the true identity nor the authentic form of a courtyard. This configuration depends on a plethora of factors, one of which is Enclosure, governed by width, length, and height. Configurations formed with varied enclosed proportions not only have a psychological influence on the user owing to volume change but also affect air circulation and temperature change. However, the modern application of courtyards is often theoretically examined, resulting in a lack of practical application of its methodologies and design techniques. Hence, different spatial possibilities create an opportunity to use computational methods such as modeling and simulation techniques to form cases of varying degrees and forms of enclosures. It enables the research to reinterpret courtyards in today’s modern context using computer-aided design for a more data-driven exploration for higher human well-being in designed spaces, optimized microclimate, and a more sustainable building. Thus, the paper aims to understand the age-old concept of the courtyard through a scientific lens with the help of modern computational techniques. It will evaluate different configurations formed through simulations graphically. Through the case of Bengaluru, Karnataka, a modern city that experiences a temperate climate in India, the paper will showcase how changing enclosures and various positions of openings can incorporate the true essence of a courtyard in today’s modern architecture. Further, a similar study of different climatic conditions can bring back the lost heritage to the country in its truest form through a futuristic design process that is not only data-driven but also more human and community-centric.
series	ASCAAD
email
last changed	2024/02/13 14:40

_id	sigradi2023_398
id	sigradi2023_398
authors	Aguiar, Beatriz, Lima, Mariana, Cardoso, Daniel, Melo, Raul, Nascimento, Emanuel and Sá, Calleu
year	2023
title	Extended Realities and New Digital Approaches in Architecture Education: Model for Integration in the Design Process
source	García Amen, F, Goni Fitipaldo, A L and Armagno Gentile, Á (eds.), Accelerated Landscapes - Proceedings of the XXVII International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2023), Punta del Este, Maldonado, Uruguay, 29 November - 1 December 2023, pp. 215–226
summary	Extended Reality (XR) combines Virtual Reality (VR), Augmented Reality (AR), and Mixed Reality (MR) to create immersive environments. In architecture and urbanism, XR has the potential to transform project representation. Integrating XR and digital means requires a theoretical reflection on its impact on teaching, shifting focus from coded representations to aesthetic and qualitative aspects of design. This study aims to systematize XR integration in the Computer-Aided Architectural Drawing (CAAD) course. Employing the research-action method, immersive devices and strategies were planned, implemented, and evaluated. The proposed model facilitates XR adoption throughout the design process, utilizing BIM tools, VR headsets, and 3D printing. This research contributes to practice, promoting students' spatial representation skills and the ability to experience and design within the environment being created. And as a theoretical contribution, it examines the evolving design representation languages and the essence of teaching in the era of digital changes.
keywords	Virtual environments, Extended Realities, Information Modeling, Design Process, Architecture Education.
series	SIGraDi
email
last changed	2024/03/08 14:06

_id	ecaade2023_311
id	ecaade2023_311
authors	Akbar, Zuardin, Ron, Gili and Wortmann, Thomas
year	2023
title	Democratizing the Designer’s Toolbox: Adopting free, open-source, and platform-agnostic tools into computational design teaching
doi	https://doi.org/10.52842/conf.ecaade.2023.1.041
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 1, Graz, 20-22 September 2023, pp. 41–50
summary	This paper proposes a computational design education approach where students learn to develop their own geometric and logical workflows beyond specific software and platform. The course’s objectives are to familiarize architecture students with computational geometry, foster computational thinking that stays relevant over time, and promote democratized design tools through computation. Over a semester, we taught students to work directly on coordinates or numerical representations by utilizing 3-Dimensional (3D) computer graphics programming rather than learning 3D modeling software that rapidly goes out of style. This paper outlines our teaching methods to introduce the technology stack, design algorithm development, open-source or free tools implementation, and user experience – interface design. This paper also reviews the student’s final projects to deliver interactive web-browser applications for architectural design of varied scales and compares them according to four evaluation parameters. The paper culminates with the project's critical assessment and students' feedback to evaluate our approach and suggest an outlook for future development.
keywords	Computational Design, Algorithmic Design, Education, Design Tool, Platform-Agnostic Software, Open Source, Democratized Design
series	eCAADe
email
last changed	2023/12/10 10:49

_id	ascaad2023_065
id	ascaad2023_065
authors	Akbiyik, Selen; Güler, ªeyma; Selçuk, Semra
year	2023
title	A Critical Review on Research Themes and Trends in Green BIM for AEC Sector
source	C+++: Computation, Culture, and Context – Proceedings of the 11th International Conference of the Arab Society for Computation in Architecture, Art and Design (ASCAAD), University of Petra, Amman, Jordan [Hybrid Conference] 7-9 November 2023, pp. 899-916.
summary	Green BIM is an emerging concept in the architecture, engineering, and construction industry that combines Building Information Modeling (BIM) technology with sustainable design principles. This approach emphasizes the importance of integrating green strategies into the design and construction process to improve the environmental performance of buildings. It enables designers, architects, engineers, and contractors to analyze the environmental impact of building materials and systems, simulate energy performance, and optimize the use of resources. The aim of the study is to conduct a bibliometric research and systematic analysis on the concept of 'green BIM'. Web of Science database was used to search for publications containing the term 'green BIM'. 252 relevant publications from the fields of construction building technology, architecture, and urban studies were analyzed. It evaluates research themes and trends in Green BIM in terms of publication and citation numbers, research areas, document types, journals, conferences, and books where publications were published, numbers of publications by country, author and co-authorship analysis, and keyword analysis. The keywords were divided into 9 clusters in the VOSviewer and each cluster was examined under a separate title. These titles are urban design, visual programming, design & construction, sustainability, energy efficiency, life cycle assessment, green BIM, project management and green building assessment. The results show that the most current keywords are being evaluated under the heading of urban studies. This situation highlights that, unlike other academic studies, priority is given to urban-scale applications of green BIM Moreover, apart from urban-scale studies, possible topics for academic research involve Life Cycle Assessment (LCA) and the integration of BIM in the LEED certification process. Currently, the industry and prominent publications prefer technical studies due to the extensive coverage of general inquiries.
series	ASCAAD
email
last changed	2024/02/13 14:40

_id	sigradi2023_396
id	sigradi2023_396
authors	Akdogan, Merve, Alaçam, Sema and Töreyin, Behçet Ugur
year	2023
title	A Bayesian Model for Optimizing Thermal Comfort and Indoor Air Quality
source	García Amen, F, Goni Fitipaldo, A L and Armagno Gentile, Á (eds.), Accelerated Landscapes - Proceedings of the XXVII International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2023), Punta del Este, Maldonado, Uruguay, 29 November - 1 December 2023, pp. 349–360
summary	This study focuses on the usage of a probabilistic approach on determining the best course of action in a specific environment within the domain of architecture. More specifically, Bayesian decision theory is applied on a simplified problem of maintaining thermal comfort and air quality. An already existing comprehensive dataset is used and narrowed down for the purpose of the study. Environment measurements (indoor and outdoor temperature, indoor CO2 level and air humidity) are taken as input variables and user preferences (open or closed window) are taken as outputs in order to address the problem as a binary classification problem. The paper can be regarded as a preliminary study on the usage of probabilistic approaches in the discipline of architecture.
keywords	Predictive Modeling, Binary Classification, Bayesian Decision Theory, Occupant-Building Interaction, Thermal Comfort
series	SIGraDi
email
last changed	2024/03/08 14:07

_id	cdrf2023_102
id	cdrf2023_102
authors	Alberto Fernandez González, Nikoletta Karastathi
year	2023
title	Threading Cellular Architecture Geometries
doi	https://doi.org/https://doi.org/10.1007/978-981-99-8405-3_9
source	Proceedings of the 2023 DigitalFUTURES The 5st International Conference on Computational Design and Robotic Fabrication (CDRF 2023)
summary	In the massive computer architecture known as cellular automata (CA), finite-state machines, also known as finite-state automata, are arranged in a discontinuous network that permits local interactions between neighbors. As self-organizing artificial systems, such as neural networks and genetic algorithms, developed from vast systems formed with essential elements and just local interactions, CA is mainly related to artificial intelligence (AI) (a seed interacts with its own neighbors, which are usually just the cells closer to the seed as an activator). In order to produce architectural spaces of various sizes, this research develops digital experiments that analyze the interactions between environmental conditions as input, CA as generator/propagator, and geometrical emergent patterns from knitting and weaving processes as translators/mediators. This method functions as a bottom-up strategy in which information from the environment can influence the activation and deactivation of rules, theoretically fostering a reprogrammable structure that can evolve.
series	cdrf
email
last changed	2024/05/29 14:04

_id	acadia23_v1_136
id	acadia23_v1_136
authors	Alima, Natalia
year	2023
title	InterspeciesForms
source	ACADIA 2023: Habits of the Anthropocene: Scarcity and Abundance in a Post-Material Economy [Volume 1: Projects Catalog of the 43rd Annual Conference of the Association of Computer Aided Design in Architecture (ACADIA) ISBN 979-8-9860805-8-1]. Denver. 26-28 October 2023. edited by A. Crawford, N. Diniz, R. Beckett, J. Vanucchi, M. Swackhamer 136-143.
summary	The hybridization of architectural, biological and robotic agencies Situated in the field of architectural biodesign, InterspeciesForms explores a closer relationship between the fungus Pleurotus ostreatus and the designer in the creation of form. The intention of hybridizing mycelia’s agency of growth with architectural design intention is to generate novel, non-indexical crossbred designed outcomes that evolve preconceived notions of architectural form. Mycelium are threadlike fibrous root systems made up of hyphae, that form the vegetative part of a fungus (Jones 2020). Known as the hackers of the wood wide web (Simard 1997) mycelia form complex symbiotic relationships with other species that inhabit our earth. Michael Lim states “Fungi redefine resourcefulness, collaboration, resilience and symbiosis” (Lim 2022, p. 14). When wandering around the forest to connect with other species or searching for food, fungi form elaborate and entangled networks by spreading their hyphal tips. Shown in Figure 1, this living labyrinth results in the aesthetic formation of an intricate web. Due to the organisms ability to determine the most effective direction of growth, communicate with its surrounding ecosystem, and connect with other species, fungi are indeed an intelligent species with a unique aesthetic that must not be ignored. In drawing on these concepts, I refer to the organism’s ability to search for, tangle, and digest its surroundings as ‘mycelia agency of growth’. It is this specific behavioral characteristic that is the focus of this research, with which I, as the architect, set out to co-create and hybridize with.
series	ACADIA
type	project
email
last changed	2024/04/17 13:58

_id	ascaad2023_075
id	ascaad2023_075
authors	Aljhadali, Abdulrahman; Megahed, Yasser; Gwilliam, Julie
year	2023
title	Artificial Intelligence (AI) and Machine Learning (ML) in Practice: A Comprehensive Investigation into the Utilization of Generative Artificial Intelligence (AI) and Machine Learning (ML) in Architectural Practice
source	C+++: Computation, Culture, and Context – Proceedings of the 11th International Conference of the Arab Society for Computation in Architecture, Art and Design (ASCAAD), University of Petra, Amman, Jordan [Hybrid Conference] 7-9 November 2023, pp. 324-343.
summary	This study offers a comprehensive investigation into the utilization of artificial intelligence (AI) and machine learning (ML) technologies within architectural practices. Since the introduction of computer-aided design (CAD), technology has had a significant impact on the way architects conduct their work. This study explores the potential of AI/ML in actual architectural workflows, with a particular emphasis on the capacity of deep neural networks to assist in the design process.The outcome will help to develop a clearer picture of the opportunities and barriers associated with AI for architects; they will also inform the prioritization of focus for future development of this technology in architectural practice, as well as identifying the specific tasks and project phases in which ML could play a role. This research reviewed literature to explore various approaches for applying AI/ML technologies within the field of architecture. Also , complemented by a number of interviews to investigate the ways in which participants are currently using AI/ML in their work, framing the current feedback and the future potential of AI/ML technologies in architecture. The data collection methods adopted involved semi-structured one-on-one interviews with professionals from multi-regional architecture firms and AI developers. The architects interviewed exhibited diverse ways of benefiting from AI/ML technology, with varying approaches and some common trends. The findings demonstrate that AI has played a pivotal role in expediting the design process and enhancing visualization within the field. However, it has also raised concerns, particularly in the realm of privacy.
series	ASCAAD
email
last changed	2024/02/13 14:40

_id	ecaaderis2023_37
id	ecaaderis2023_37
authors	Amini Behbahani, Peiman
year	2023
title	Visualizing Dynamic and Highly Interactive Lighting
source	De Luca, F, Lykouras, I and Wurzer, G (eds.), Proceedings of the 9th eCAADe Regional International Symposium, TalTech, 15 - 16 June 2023, pp. 119–128
summary	As a defining factor in shaping people’s experience in architectural spaces, lighting is realistically visualized via a plethora of rendering options in CAD and BIM solutions. However, their outputs are usually static or limited to basic changes. Thus, they may not satisfactorily visualize many dynamic and interactive lighting scenarios, such as energy-saving smart windows and lights, engaging street illumination, and entertainment setups. With the increasing automation of human-building interaction (HBI), visualizing such interactions empowers researchers and students who are interested in experimenting with customized lighting setups. Moving in this direction, this paper presents the lighting features of Tames, an open-source Unity toolkit developed by the author that visualizes dynamic and interactive elements in virtual environments without a need for programming. With Tames, the designers can navigate and interact with the design from the perspective of an occupant with the lighting and other elements in real-time manually or automatically. The workflow and capabilities of Tames are demonstrated by its application in the context of concert hall project designed by a student. This author argues that the availability and user-friendliness of this tool will contribute to architectural pedagogy and research. It allows students and researchers to visualize a wider variety of interactive designs and cases easier and, as an enabling tool, it may encourage them to explore and experiment with dynamic and interactive lighting.
keywords	: Lighting, Interactive architecture, Unity, Human Building Interaction, 3D Visualization
series	eCAADe
email
last changed	2024/02/05 14:28

_id	acadia23_v2_520
id	acadia23_v2_520
authors	Ampanavos, Spyridon; Bernal, Marcelo; Okhoya, Victor
year	2023
title	Daylight ML: A General-Purpose Deep-Learning Surrogate Model for Annual Daylight Distribution
source	ACADIA 2023: Habits of the Anthropocene: Scarcity and Abundance in a Post-Material Economy [Volume 2: Proceedings of the 43rd Annual Conference for the Association for Computer Aided Design in Architecture (ACADIA) ISBN 979-8-9891764-0-3]. Denver. 26-28 October 2023. edited by A. Crawford, N. Diniz, R. Beckett, J. Vanucchi, M. Swackhamer 520-531.
summary	Building performance simulation, such as daylight evaluation can lead to better quality designs. However, time constraints are currently limiting its use for design exploration. Surrogate modeling can offer drastic speed improvements to simulation processes, but existing models are either project specific or offer limited flexibility to design inputs, while requiring a significant initial investment for their training. This research introduces a method for predicting spatial distribution of annual daylight metrics using a raytrac- ing-based encoding of the inputs, and a deep-learning surrogate model. The method can operate on spaces of any shape. Using synthetic data, surrogate models for Atlanta, Georgia, and Boston, Massachusetts, were trained, and achieved low average errors on the test set for all daylight metrics considered. Furthermore, models trained on simple datasets of rectangular spaces were able to predict accurate results for L-shaped, circular, and courtyard-shaped spaces, and for sensors that had twice the density of the ones in the training set. Overall, the results suggest that trained models can be used to evaluate the daylight quality of any project or design within their respective locations.
series	ACADIA
type	paper
email
last changed	2024/12/20 09:13

_id	sigradi2023_367
id	sigradi2023_367
authors	Andia, Alfredo
year	2023
title	Programmable Bio-Matter Architecture
source	García Amen, F, Goni Fitipaldo, A L and Armagno Gentile, Á (eds.), Accelerated Landscapes - Proceedings of the XXVII International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2023), Punta del Este, Maldonado, Uruguay, 29 November - 1 December 2023, pp. 1797–1808
summary	Building with biology will be the most important platform to transform our planet in the next decades. Since 2006, Synthetic Biology (SynBio) has surfaced as the fastest-growing technology in human history. This field is allowing us to manipulate the genetic code, biology, food, and vaccines and ultimately aiming to reshape the very essence of existence. In this paper, we assess the development of SynBio and its impacts on architectural thinking, materials, and particularly in Architectural fiction. In this paper, we argue that there are at least three waves of impacts of SynBio technology in construction: Biomaterials, Engineered Living Materials (ELM), and Bio-Matter or biobots. We explore architectural thinking's domain, involving architects and engineers in research and startups. We embrace the architectural envisioning role and present our design work utilizing observed biological growth algorithms. Synthetic Biology urges questioning not only biomaterials but also the field's overarching vision.
keywords	Synthetic Biology, Bio-Architecture, Climate Change, Biotechnology, Architecture
series	SIGraDi
email
last changed	2024/03/08 14:09

_id	architectural_intelligence2023_2
id	architectural_intelligence2023_2
authors	Andrej Radman
year	2023
title	Architecture’s Allagmatics
doi	https://doi.org/https://doi.org/10.1007/s44223-023-00022-3
source	Architectural Intelligence Journal
summary	The chapter addresses the topic of architectural intelligence whose sole purpose is to create affordances and make experience ‘stand on its own’, apart from architecture and distinct from the architect. The principles of sensation constitute the principles of composition of an existential niche whose structure reveals the genetic conditions of real experience. The argument is unpacked across three sections by reference to the Simondonian concept of allagmatics defined as the theory of operations. The first section ‘Ticks and Cats’ argues in favour of inserting an interval between the input and output, with the aim of debunking the mechanicist allegiance to linearity and promoting the concept of quasi-causality. In the second section ‘Ducks and Rabbits’ the affordance theory meets contemporary neurosciences to revamp the concept of metastability and plasticity. Its goal is to reframe the subject as the effect of (architectural) affect. The concluding radical empiricist section ‘Zebras and Flies’ revisits the lesson of the Leibnizian Monadology to tie sense to sensibility and matter to manner. The overall ambition of the chapter is to contest the philosophy of representation through the concept of difference and multiplicity.
series	Architectural Intelligence
email
last changed	2025/01/09 15:00

_id	ecaade2023_328
id	ecaade2023_328
authors	Andreou, Alexis, Kontovourkis, Odysseas, Solomou, Solon and Savvides, Andreas
year	2023
title	Rethinking Architectural Design Process using Integrated Parametric Design and Machine Learning Principles
doi	https://doi.org/10.52842/conf.ecaade.2023.2.461
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. 461–470
summary	Artificial Intelligence (AI) has the potential to process vast amounts of subjective and conflicting information in architecture. However, it has mostly been used as a tool for managing information rather than as a means of enhancing the creative design process. This work proposes an innovative way to enhance the architectural design process by incorporating Machine Learning (ML), a type of Artificial Intelligence (AI), into a parametric architectural design process. ML would act as a mediator between the architects' inputs and the end-users' needs. The objective of this work is to explore how Machine Learning (ML) can be utilized to visualize creative designs by transforming information from one form to another - for instance, from text to image or image to 3D architectural shapes. Additionally, the aim is to develop a process that can generate comprehensive conceptual shapes through a request in the form of an image and/or text. The suggested method essentially involves the following steps: Model creation, Revisualization, Performance evaluation. By utilizing this process, end-users can participate in the design process without negatively affecting the quality of the final product. However, the focus of this approach is not to create a final, fully-realized product, but rather to utilize abstraction and processing to generate a more understandable outcome. In the future, the algorithm will be improved and customized to produce more relevant and specific results, depending on the preferences of end-users and the input of architects.
keywords	End-users, Architects, Mass personalization, Visual programming, Neural Network Algorithm
series	eCAADe
email
last changed	2023/12/10 10:49

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