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	ecaade2024_167
id	ecaade2024_167
authors	Alammar, Ammar; Alymani, Abdulrahman; Jabi, Wassim
year	2024
title	Building Energy Efficiency Estimations with Random Forest for Single and Multi-Zones
source	Kontovourkis, O, Phocas, MC and Wurzer, G (eds.), Data-Driven Intelligence - Proceedings of the 42nd Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2024), Nicosia, 11-13 September 2024, Volume 2, pp. 365–374
doi	https://doi.org/10.52842/conf.ecaade.2024.2.365
summary	Surrogate models (SM) present an opportunity for rapid assessment of a building's performance, surpassing the pace of simulation-based methods. Setting up a simulation for a single concept involves defining numerous parameters, disrupting the architect's creative flow due to extended simulation run times. Therefore, this research explores integrating building energy analysis with advanced machine learning techniques to predict heating and cooling loads (KWh/m2) for single and multi-zones in buildings. To generate the dataset, the study adopts a parametric generative workflow, building upon Chou and Bui's (2014) methodology. This dataset encompasses multiple building forms, each with unique topological connections and attributes, ensuring a thorough analysis across varied building scenarios. These scenarios undergo thermal simulation to generate data for machine learning analysis. The study primarily utilizes Random Forest (RF) as a new technique to estimate the heating and cooling loads in buildings, a critical factor in building energy efficiency. Following that, A random search approach is utilized to optimize the hyperparameters, enhancing the robustness and accuracy of the machine learning models employed later in the research. The RF algorithms demonstrate high performance in predicting heating and cooling loads (KWh/m2), contributing to enhanced building energy efficiency. The study underscores the potential of machine learning in optimizing building designs for energy efficiency.
keywords	Heating and Cooling loads, Topology, Machine learning, Random Forest
series	eCAADe
email
last changed	2024/11/17 22:05

_id	ecaade2014_152
id	ecaade2014_152
authors	Paolo Alborghetti and Alessio Erioli
year	2014
title	The Red Queen Hypothesis - Chemotaxic stigmergic systems and Embodied Embedded Cognition-based strategies in architectural design
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 2, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 97-105
doi	https://doi.org/10.52842/conf.ecaade.2014.2.097
wos	WOS:000361385100009
summary	The Red Queen Hypothesis is a research project on parasitic architecture, developed as a case study application of knowledge inherited from the fields of stigmergy-based systems, swarm intelligence and Embodied Embedded Cognition. The project aims to provide a possible answer to the increasing demand for the redevelopment of abandoned post-WW2 buildings in northern Italy, proposing an alternative to preservation logics in through strategies based on intrusion, adaptation and growth focusing on the relationships between different systems (host/parasite) and innovative fabrication techniques. Implementing such approach in a non-trivial way entails enabling access to increasing degrees of complexity and self-organization in the computational design approach while keeping the whole process coherent throughout its unfolding. The case study is an abandoned factory in Bergamo (which has become an urban landmark for a socially intricate community) a multi-agent system based parasitism strategy was implemented as design process for its transformation and reuse as spaces for community and cultural expression.
keywords	Stigmergy; multi-agent systems; architecture; computation; parasitism
series	eCAADe
email
last changed	2022/06/07 08:00

_id	ascaad2022_099
id	ascaad2022_099
authors	Sencan, Inanc
year	2022
title	Progeny: A Grasshopper Plug-in that Augments Cellular Automata Algorithms for 3D Form Explorations
source	Hybrid Spaces of the Metaverse - Architecture in the Age of the Metaverse: Opportunities and Potentials [10th ASCAAD Conference Proceedings] Debbieh (Lebanon) [Virtual Conference] 12-13 October 2022, pp. 377-391
summary	Cellular automata (CA) is a well-known computation method introduced by John von Neumann and Stanislaw Ulam in the 1940s. Since then, it has been studied in various fields such as computer science, biology, physics, chemistry, and art. The Classic CA algorithm is a calculation of a grid of cells' binary states based on neighboring cells and a set of rules. With the variation of these parameters, the CA algorithm has evolved into alternative versions such as 3D CA, Multiple neighborhood CA, Multiple rules CA, and Stochastic CA (Url-1). As a rule-based generative algorithm, CA has been used as a bottom-up design approach in the architectural design process in the search for form (Frazer,1995; Dinçer et al., 2014), in simulating the displacement of individuals in space, and in revealing complex relations at the urban scale (Güzelci, 2013). There are implementations of CA tools in 3D design software for designers as additional scripts or plug-ins. However, these often have limited ability to create customized CA algorithms by the designer. This study aims to create a customizable framework for 3D CA algorithms to be used in 3D form explorations by designers. Grasshopper3D, which is a visual scripting environment in Rhinoceros 3D, is used to implement the framework. The main difference between this work and the current Grasshopper3D plug-ins for CA simulation is the customizability and the real-time control of the framework. The parameters that allow the CA algorithm to be customized are; the initial state of the 3D grid, neighborhood conditions, cell states and rules. CA algorithms are created for each customizable parameter using the framework. Those algorithms are evaluated based on the ability to generate form. A voxel-based approach is used to generate geometry from the points created by the 3D cellular automata. In future, forms generated using this framework can be used as a form generating tool for digital environments.
series	ASCAAD
email
last changed	2024/02/16 13:38

_id	acadia14projects_139
id	acadia14projects_139
authors	Shiordia, Rodrigo; Gerber, David Jason
year	2014
title	Context-Aware Multi-Agent Systems: Negotiating Intensive Fields
source	ACADIA 14: Design Agency [Projects of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9789126724478]Los Angeles 23-25 October, 2014), pp. 139-142
doi	https://doi.org/10.52842/conf.acadia.2014.139
summary	This poster presents an implementation of a context aware L-System for simulating a generative method for deploying irrigation networks in a brownfield in Mexico City. A custom system was designed with the constraints that a discrete data sensing logic imposes on a generative strategy based on a scheme responding to soil salinity.
keywords	Multi-Agent Systems in Design, Generative Design, Big Data, Robotics and Autonomous Design Systems, Collective Intelligence in Design, L-System
series	ACADIA
type	Research Projects
email
last changed	2022/06/07 07:56

_id	ecaade2014_133
id	ecaade2014_133
authors	Armando Trento, Antonio Fioravanti and Francesco Rossini
year	2014
title	Health and Safety Design by means of a Systemic Approach - Linking Construction Entities and Activities for Hazard Prevention
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 633-642
doi	https://doi.org/10.52842/conf.ecaade.2014.1.633
wos	WOS:000361384700063
summary	Education and Research in Computer Aided Architectural Design in Europe faces many urgent tasks. Among the Architecture, Engineering and Construction (AEC)international scientific societies, only few researches systematically investigate on how to integrate the design solutions with Health and Safety (HS) planning measures, enhancing a collaborative “fusion” of all involved actors in Design and Construction decision making. Process automation cannot be enhanced until design/management tools, such as Building Information Models, can rely only on entities formalised "per se" geometrical items fulfilled by isolated-object specific information. To face complex problems, BIM models should be able to implement and manipulate multiple sets of entities, qualified by clearly established relationships, belonging to organically structured and oriented (sub-) systems. This paper reports on an early stage research project, focused on the identification of operative rules for Health and Safety design. Implementation on the unique case study of Palazzo della Civiltà Italiana functional refurbishment faces two main objectives: one, more pragmatic, is concerned with boostingworkers education about non-standard operative tasks, by means of accurate ad-hoc construction narrative visualisation; another one, more challenging and theoretically complex, consists in modelling "judgment-based" rules, aimed at supporting automated reasoning in Safety Design.
keywords	Construction hazards prevention through design; project construction management and visualization; health and safety management; risk modelling; knowledge representation
series	eCAADe
email
last changed	2022/06/07 07:54

_id	ecaade2014_092
id	ecaade2014_092
authors	Sherif Abdelmohsen
year	2014
title	A BIM-based Framework for Assessing Architectural Competition Entries
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 2, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 473-483
doi	https://doi.org/10.52842/conf.ecaade.2014.2.473
wos	WOS:000361385100050
summary	Architectural competitions have been traditionally used to select best design practices. The basis of assessment for competitions has typically involved non-technical concepts of quality, subjective and emotional appreciations of experiences, and inseparable accord of formal, functional, aesthetic and contextual values (Rönn, 2011), rather than clear-cut objective and precisely measured values as in the engineering domain (Nashed, 2005; Nelson, 2006). Criteria for judgment usually focus on design parti and clarity of concept, novelty of architectural approach, context compliance, spatial organization, functional adaptability, economical solutions, and design flexibility. The assessment process, although presumably comprehensive and involving multiple evaluation techniques and resources, may still overlook important technical issues that may be fundamentally significant to the exclusion or approval of a given entry. This paper introduces a framework for assessing architectural competition entries aided by concepts of building information modeling (BIM).
keywords	Building information modeling; architectural competitions; design evaluation; best practices; rule checking
series	eCAADe
email
last changed	2022/06/07 07:56

_id	ecaade2014_067
id	ecaade2014_067
authors	Mehrnoush Latifi Khorasani, Jane Burry and Mahsa Salehi
year	2014
title	Thermal performance of patterned facades - Studies on effects of patterns on the thermal performance of facades
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 267-276
doi	https://doi.org/10.52842/conf.ecaade.2014.1.267
wos	WOS:000361384700026
summary	Skin is the primary shield between our body and its surroundings. It protects the body from the harmful environmental effects like dehydration and radiation from intense sunlight. Likewise, the outer layer, or skin of a building has the same function of protecting its inhabitants against the external elements. This research is a part of a larger investigation into geometrical patterning and layering of facades as an effective intervention between the outdoor space and the indoor environment to regulate the conditions for occupant thermal comfort. This paper reports on exploration of an approach for measurement, evaluation and feedback in the design workflow through a mixed digital -physical simulation platform (MDPS) based on the objectives of the larger study. For this purpose, it introduces a new way of analyzing thermal performance of double skin facades by using temperature sensors, Arduino, post visualization with MATLAB and digital energy simulation. The main aspects of this proposed workflow is the design of a thermal performance feedback loop as an integral part of the process of geometrical patterning design for façade.
keywords	Patterned facades; thermal performance; surface temperature; data visualization; mixed digital physical simulation
series	eCAADe
email
last changed	2022/06/07 07:58

_id	ecaade2014_055
id	ecaade2014_055
authors	Ahmet Emre Dincer, Gülen Cagdas and Hakan Tong
year	2014
title	A Digital Tool for Customized Mass Housing Design
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 201-211
doi	https://doi.org/10.52842/conf.ecaade.2014.1.201
wos	WOS:000361384700020
summary	Innovative design approaches are needed for mass housing implementations. Especially increasing interaction between user and designer is major important in the design decisions of these buildings. For this, it is seriously necessary to benefit from technological advances in computational designs, because digital tools like shape grammar, cellular automata, genetic algorithm, l-systems and agent-based models in this field provide not only to save time and to manage the relationships but also to generate many different alternatives. Accordingly, a digital support tool for designers has been developed by using cellular automata approach and scripts of 3Ds Max software. It produces samples of housing design plans which is generated by cellular automata approach according to the data of users' preferences. In this paper the interface and contributions of the developed model are introduced and discussed.
keywords	Computational design; mass customization; innovative housing design; plugin
series	eCAADe
email
last changed	2022/06/07 07:54

_id	ascaad2014_026
id	ascaad2014_026
authors	Al-Barqawi, Wadia
year	2014
title	Virtual Reality: an approach for building Makkah’s architectural identity
source	Digital Crafting [7th International Conference Proceedings of the Arab Society for Computer Aided Architectural Design (ASCAAD 2014 / ISBN 978-603-90142-5-6], Jeddah (Kingdom of Saudi Arabia), 31 March - 3 April 2014, pp. 331-342
summary	This paper explores a new approach in the architectural design process aiming to construct Makkah's architectural identity. Makkah, which is a city of unique sacred values, has been losing its battle to preserve it heritage buildings. Traditional districts with their heritage buildings have been cleared in order to construct skyscrapers to accommodate the increasing number of pilgrims. While some argue for preserving heritage buildings others insist in building more skyscrapers. Within these conflicting views, architects and urban designers use CAD software to document heritage buildings without informing the future architectural design process. This paper argues for adopting digital architecture as an approach for preserving the architectural heritage of Makkah by studying heritage buildings as systems that can be digitally represented in virtual world. This goes beyond the physical representation of heritage artefacts to investigate in depth the logic that guide the design process. The roushan, which is one of the unique heritage artefacts in Makkan's architecture can be an interface between reality and the virtual environment in the design process. This goes behind modeling the roushan, to employ the principle of virtual representation in the design process. The digital representation of heritage becomes the realm for research transforming the virtual into reality. The hope is to produce an architecture that is related to its local heritage, contemporary in design and responsive to its environment, as well as to advocate principles, references and techniques at the core of the design process, in an educational and professional context. In broader picture the goal is to achieve a city that is responsive to human activities adapted to changes, sustainable in physical forms and social relations and above all unique in design and identity.
series	ASCAAD
email
last changed	2016/02/15 13:09

_id	sigradi2014_109
id	sigradi2014_109
authors	Alves, Gilfranco Medeiros; Anja Pratschke
year	2014
title	O projeto enquanto jogo: colaboração digital livre? [Design as a game: free digital collaboration?]
source	SIGraDi 2014 [Proceedings of the 18th Conference of the Iberoamerican Society of Digital Graphics - ISBN: 978-9974-99-655-7] Uruguay - Montevideo 12 - 14 November 2014, pp. 53-56
summary	The paper will present one specific aspect of the PhD research called Cibersemiótica e Processos de Projeto: Metodologia em Revisão, funded by FAPESP, which in turn is linked to the Nomads.usp research group of the University of São Paulo. The paper discusses aspects of digital design processes within an approach on social collaboration with digital mediation, from concepts based on Actor Network Theory, developed by the French Philosopher Bruno Latour, Swarm Behaviour, which is observed in nature, as well as the Multi-Agent Systems. The paper aims to examine collaborative procedures and hybrid design methods involving several actors or players, trying to redefine the possibilities of conception in Architecture with a bottom-up approach, considering the concept of game applied to digital design processes.
keywords	Actors Network Theory; Cybersmiotics; games;Multi-Agent System; Swarm Behaviour
series	SIGRADI
email
last changed	2016/03/10 09:47

_id	ijac201412302
id	ijac201412302
authors	Baerlecken, Daniel; Russell Gentry, Matthew Swarts, et al.
year	2014
title	Structural, Deployable Folds - Design and Simulation of Biological Inspired Folded Structures
source	International Journal of Architectural Computing vol. 12 - no. 3, 243-262
summary	This paper presents a concept of folding as a form-generator for a structural system that allows the ability to deploy large spanning structures. The presented approach studies the embedded kinetic possibilities of folded structures and focuses on a parametric modeling process that allows structural performance evaluation of different types of the same origami family in order to optimize the geometry for a given scenario. The workflow between scripting based form generation - within Rhinoceros and Excel - and LS-DYNA is presented in detail. Additionally, within the context of an architectural project we discuss the question of scalability from a thin microstructure to a thickened roof structure.
series	journal
last changed	2019/05/24 09:55

_id	ecaade2014_143
id	ecaade2014_143
authors	Danilo Di Mascio and Tom Maver
year	2014
title	Investigating a narrative architecture - Mackintosh's Glasgow School of Art
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 653-663
doi	https://doi.org/10.52842/conf.ecaade.2014.1.653
wos	WOS:000361384700065
summary	In this paper a theoretical approach and a methodology to investigate and document a narrative architecture will be presented. In the architecture field the word narrative is often used in reference to ways of representing or telling the story of a project. Within the context of this research with the expression “narrative architecture” the authors mean an architecture that, like a book, tells a story through its material and immaterial characteristics. In order to analyze the selected characteristics of a narrative architecture, a possible approach is represented by a digital 3D reconstruction and a critical analysis of the digital model produced. The digital reconstruction process and the theoretical background have been applied to a case study, a masterpiece in the history of architecture: Mackintosh's Glasgow School of Art. Several graphic works have been created to communicate the main characteristics of this narrative architecture. The research project attempts to explore ways to study and explain existing buildings from new and innovative points of view, but at the same time it can trigger important reflections in architectural design and education.
keywords	Digital reconstruction; narrative architecture; representation and visualization; critical analysis; 3d modeling
series	eCAADe
email
last changed	2022/06/07 07:55

_id	ecaade2014_104
id	ecaade2014_104
authors	Estefania Tapias and Shubham Soni
year	2014
title	Building-up urban open spaces from shadow range analyses
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 129-135
doi	https://doi.org/10.52842/conf.ecaade.2014.1.129
wos	WOS:000361384700012
summary	This paper explores an alternative approach for the creation of new built forms based on solar access analysis. Consolidated on urban areas under development, the denominated 'inverted' approach is focused on the generation of recreational open spaces based on shadow conditions caused by existing built forms, and as a starting point for the construction of new urban envelopes as possible development areas. Unlike the existing method of the 'solar envelope', the 'inverted' approach shows an alternative procedure for the construction of built forms, based on pedestrian comfort caused by solar access in urban spaces rather than on indoor performance affected by the penetration of sunlight into buildings. As a method for the creation of urban envelopes, this approach attempts to enhance pedestrian comfort according to the study of solar access in urban areas. The 'inverted' approach is based on sun path data and is developed as a generative procedure, where the results of shadow range analyses and the different urban objectives work as input parameters for the generation of urban envelopes. Based on this methodology, two Grasshopper® custom components are developed.
keywords	Urban open spaces; solar access; shadow range simulation; generative modelling
series	eCAADe
email
last changed	2022/06/07 07:52

_id	acadia14_357
id	acadia14_357
authors	Gannon, Madeline
year	2014
title	Reverberating Across the Divide: Bridging virtual and physical contexts in digital design and fabrication
source	ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 357-364
doi	https://doi.org/10.52842/conf.acadia.2014.357
summary	This paper presents Reverb, a prototypical CAD/CAM interface for oscillating between digital bytes and physical atoms. The interface uses an integrated workflow (3D scanning, 3D modeling, and 3D printing) to enable a designer to craft intricate digital geometries around pre-existing physical contexts.
keywords	Human-Computer Interaction; agent-based modeling; CAD/CAM; generative design; gestural user interface; digital fabrication; 3D printing
series	ACADIA
type	Normal Paper
email
last changed	2022/06/07 07:50

_id	ijac201412405
id	ijac201412405
authors	Gómez Zamora, Paula and Matthew Swarts
year	2014
title	Campus Information-and-knowledge Modeling: Embedding Multidisciplinary Knowledge into a Design Environment for University Campus Planning
source	International Journal of Architectural Computing vol. 12 - no. 4, 439-458
summary	This article gives an overview of our research approach in collecting specific information and multidisciplinary knowledge with the aim of integrating them into a model for the planning of a university, supported by a design environment. Our goal is to develop a strategy for modeling raw information and expert knowledge for the Georgia Tech Campus. This research was divided into three stages: First, we identified a variety of written sources of information for campus planning, extracting and distinguishing raw information from disciplinary knowledge. Second, we selected the elicitation methods to gather knowledge directly from experts, with the objective of performing qualitative assessments –effectiveness,efficiency,andsatisfaction–ofcertainfeaturesof the Georgia Tech Campus. Third, we interpreted the information and knowledge obtained and structured them into Bloom’s taxonomy of factual, conceptual, procedural and meta-cognitive, to define the specific modeling implementation strategies. Currently, we are implementing a Campus Landscape Information Modeling Tabletop in two phases. First, constructing an information-model based on raster and vector models that represent land types and landscape elements respectively, to perform quantitative assessments of campus possible scenarios. Second, embedding knowledge and qualitative aspects into a knowledge-model. The long-term goal is to include quantitative as well as qualitative aspects into a computational model, to support informed and balanced design decisions for university campus planning.This paper specifically focuses on the construction of the knowledge-model for Georgia Tech Landscape planning, its structure, its content, as well as the elicitation methods used to collect it.
series	journal
last changed	2019/05/24 09:55

_id	caadria2014_071
id	caadria2014_071
authors	Li, Lezhi; Renyuan Hu, Meng Yao, Guangwei Huang and Ziyu Tong
year	2014
title	Sculpting the Space: A Circulation Based Approach to Generative Design in a Multi-Agent System
source	Rethinking Comprehensive Design: Speculative Counterculture, Proceedings of the 19th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2014) / Kyoto 14-16 May 2014, pp. 565–574
doi	https://doi.org/10.52842/conf.caadria.2014.565
summary	This paper discusses an MAS (multiagent system) based approach to generating architectural spaces that afford better modes of human movement. To achieve this, a pedestrian simulation is carried out to record the data with regard to human spatial experience during the walking process. Unlike common practices of performance oriented generation where final results are achieved through cycles of simulation and comparison, what we propose here is to let human’s movement exert direct influence on space. We made this possible by asking "humans" to project simulation data on architectural surroundings, and thus cause the layout to change for the purpose of affording what we designate as good spatial experiences. A generation experiment of an exhibition space is implemented to explore this approach, in which tentative rules of such spatial manipulation are proposed and tested through space syntax analyse. As the results suggested, by looking at spatial layouts through a lens of human behaviour, this projection-and-generation method provides some insight into space qualities that other methods could not have offered.
keywords	Performance oriented generative design; projection; multi-agent system; pedestrian simulation; space syntax
series	CAADRIA
email
last changed	2022/06/07 07:59

_id	acadia14_63
id	acadia14_63
authors	Nicholas, Paul; Tamke, Martin; Riiber, Jacob
year	2014
title	The Agency of Event: Event based simulation for architectural design
source	ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 63-74
doi	https://doi.org/10.52842/conf.acadia.2014.063
summary	This paper explores the notion of agency within event-based models. We present an event-based modeling approach that links interdependent generative, analytic and decision making sub-models within a system of exchange. Two case study projects demonstrate the underlying modeling concepts and methodology.
keywords	Material Agency, Generative Design, Dynamic Material Specification, Composites, Generative Parametric and Evolutionary Design, Discreet Event based systems
series	ACADIA
type	Normal Paper
email
last changed	2022/06/07 07:58

_id	ecaade2014_145
id	ecaade2014_145
authors	Peter Búš, Lukáš Kurilla and Henri Achten
year	2014
title	Emergent articulation field in existing urban context - Computational typologies with emergent matter
source	Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 181-189
doi	https://doi.org/10.52842/conf.ecaade.2014.1.181
wos	WOS:000361384700018
summary	The main purpose of this research is to introduce and verify selected advanced computational methodologies operating with agent-oriented approach that are applicable within the framework of emergent urban design strategies in early stages of zoning proceedings. The aim is to demonstrate that speculative matter of the phenomenon of emergence in terms of design thought driven by computational models can also be applicable within real existing urban conditions. The research concurs previous researches in the field of urban pre-reconfigurations in the selected city environments. It concentrates on developing a simulation model as an analytical and generative instrumental platform for architects in early phases of urban design and synthetizes accumulated computational advancements based on agent-oriented approach.
keywords	Emergence; agent-oriented modelling; urban agency; colonial growth; bottom-up strategy
series	eCAADe
email
last changed	2022/06/07 08:00

_id	cdrf2023_273
id	cdrf2023_273
authors	Pixin Gong, Xiaoran Huang, Chenyu Huang, Shiliang Wang
year	2023
title	Modeling on Outdoor Thermal Comfort in Traditional Residential Neighborhoods in Beijing Based on GAN
source	Proceedings of the 2023 DigitalFUTURES The 5st International Conference on Computational Design and Robotic Fabrication (CDRF 2023)
doi	https://doi.org/https://doi.org/10.1007/978-981-99-8405-3_23
summary	With the support of new urban science and technology, the bottom-up and human-centered space quality research has become the key to delicacy urban governance, of which the Universal Thermal Climate Index (UTCI) have a severe influence. However, in the studies of actual UTCI, datasets are mostly obtained from on-site measurement data or simulation data, which is costly and ineffective. So, how to efficiently and rapidly conduct a large-scale and fine-grained outdoor environmental comfort evaluation based on the outdoor environment is the problem to be solved in this study. Compared to the conventional qualitative analysis methods, the rapidly developing algorithm-supported data acquisition and machine learning modelling are more efficient and accurate. Goodfellow proposed Generative Adversarial Nets (GANs) in 2014, which can successfully be applied to image generation with insufficient training data. In this paper, we propose an approach based on a generative adversarial network (GAN) to predict UTCI in traditional blocks. 36000 data samples were obtained from the simulations, to train a pix2pix model based on the TensorFlow framework. After more than 300 thousand iterations, the model gradually converges, where the loss of the function gradually decreases with the increase of the number of iterations. Overall, the model has been able to understand the overall semantic information behind the UTCI graphs to a high degree. Study in this paper deeply integrates the method of data augmentation based on GAN and machine learning modeling, which can be integrated into the workflow of detailed urban design and sustainable construction in the future.
series	cdrf
email
last changed	2024/05/29 14:04

_id	acadia14_177
id	acadia14_177
authors	Schwinn, Tobias; Krieg, Oliver David; Menges, Achim
year	2014
title	Behavioral Strategies: Synthesizing design computation and robotic fabrication of lightweight timber plate structures
source	ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 177-188
doi	https://doi.org/10.52842/conf.acadia.2014.177
summary	The paper presents the research and development related to the “Landesgartenschau Exhibition Hall”, a built case study for a light-weight timber plate structure consisting of beech plywood plates. The paper describes the integrative design and robotic fabrication methods with a particular focus on the behavioral design approach.
keywords	agent-based modeling, light-weight construction, optimization, robotic fabrication, tangent plane intersection, timber plate structure
series	ACADIA
type	Normal Paper
email
last changed	2022/06/07 07:56

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