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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Hits 1 to 20 of 676

_id ijac202220206
id ijac202220206
authors Khalil, Randa; Ahmed El-Kordy; Hesham Sobh
year 2022
title A review for using swarm intelligence in architectural engineering
source International Journal of Architectural Computing 2022, Vol. 20 - no. 2, pp. 254–276
summary Swarm intelligence algorithms are natural-inspired computational methods that mimic the social interactionbetween creatures to solve certain problems. Swarmative computational architecture (SCA) is a novelnomenclature proposed by the authors to present the use of various swarm algorithms in solving architectural problems. It includes three main aspects: form generation/adaptation, performance evaluation, andoptimization. This study provides a systematic review and comparative analysis for the major publicationswithin the review scope. The correspondence between dynamic subjects and the objective functions for theoptimization process is presented. Particularly, dynamic subjects such as building formation parameters andobjective functions such as occupant comfort and energy consumption. The main results and criteria arecategorized into the design approach, case study, form generation/adaptation, and performance evaluation/optimization. Finally, this review presents the current trends and highlights the gaps in the use of swarmalgorithms to solve architectural engineering problems
keywords Swarm intelligence, evolutionary algorithm, performative computational architecture, architectural design,building design, computational optimization
series journal
last changed 2024/04/17 14:29

_id sigradi2022_205
id sigradi2022_205
authors Massara, Bruno; Bortolotti, Kevyn
year 2022
title Open-source responsive solar tracker performance evaluation: a comparative study
source Herrera, PC, Dreifuss-Serrano, C, Gómez, P, Arris-Calderon, LF, Critical Appropriations - Proceedings of the XXVI Conference of the Iberoamerican Society of Digital Graphics (SIGraDi 2022), Universidad Peruana de Ciencias Aplicadas, Lima, 7-11 November 2022 , pp. 261–270
summary Due to the current energy crisis in Brazil and in the world, it is important to explore renewable energy sources, such as photovoltaic systems. Considering this, this research analyzes a responsive capture system called Girassol, which seeks better efficiency in energy production. Tests were performed on the mechanism to assess the advantages and disadvantages of using the solar tracker compared to fixed systems. The tests were carried out using the physical prototype and computational tools to compare the results. The methodology used was Design Science Research, which has to develop and improve affordable solutions, based on experiments and computational simulations. Compared to the physical prototype it was possible observe that there is a greater energy upgrade of the Girassol mainly in the initial and final moments of the daylight hours.
keywords Parametric Analysis, Solar tracker, Ladybug, Energy efficiency, Responsive system
series SIGraDi
email
last changed 2023/05/16 16:55

_id architectural_intelligence2022_10
id architectural_intelligence2022_10
authors Xiao Liu & Yupeng Wu
year 2022
title A review of advanced architectural glazing technologies for solar energy conversion and intelligent daylighting control
doi https://doi.org/https://doi.org/10.1007/s44223-022-00009-6
source Architectural Intelligence Journal
summary Efficient management of solar radiation through architectural glazing is a key strategy for achieving a comfortable indoor environment with minimum energy consumption. Conventional glazing consisting of a single or multiple glass pane(s) exhibits high visible light transmittance and solar heat gain coefficient, which can be a double-edged sword, i.e., it allows sufficient sunlight to enter the building interior space for passive heating and lighting; on the other hand, it can cause glare discomfort and large cooling energy consumption. Among the various advanced glazing technologies being developed, Building Integrated Photovoltaic (BIPV) glazing has a prominent position due to its ability to reduce cooling load and visual discomfort while simultaneously generating electricity from sunlight. Recent years have witnessed remarkable advances in low-concentration optics such as Dielectric based Compound Parabolic Concentrators (DiCPCs), with a growing interest in the development of Building Integrated Concentrating Photovoltaic (BICPV) glazing to improve light harvesting and electric power output. One of the challenges faced by traditional BIPV glazing systems is the lack of dynamic control over daylight and solar heat transmission to cope with variations in weather conditions and seasonal heating/cooling demands of buildings. A promising solution is to integrate an optically switchable smart material into a BIPV glazing system, which enables dynamic daylighting control in addition to solar power conversion. Thermotropic (TT) hydrogel materials such as poly(N-isopropylacrylamide) (PNIPAm) and Hydroxypropyl Cellulose (HPC) are potential candidates for hybrid BIPV smart glazing applications, due to their unique features such as high visible transparency (in the clear state), strong light-scattering capability (in the translucent state) and large solar energy modulation. This paper reviews various types of electricity-generating glazing technologies including BIPV glazing and BICPV glazing, as well as smart glazing technologies with a particular focus on TT hydrogel integrated glazing. The characteristics, benefits and limitations of hybrid BIPV smart glazing are also evaluated. Finally, the challenges and research opportunities in this emerging field are discussed.
series Architectural Intelligence
email
last changed 2025/01/09 15:00

_id caadria2022_522
id caadria2022_522
authors Cheng, Sifan, Leung, Carson Ka Shut and van Ameijde, Jeroen
year 2022
title Evaluating the Accessibility of Amenities toward Walkable Neighourhoods: an Integrated Method for Testing Alternatives in a Generative Urban Design Process
doi https://doi.org/10.52842/conf.caadria.2022.1.495
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. 495-504
summary Studies have shown that walkable communities reduce traffic-related pollution and the risk of chronic illnesses, promote economic growth and prosperity, and stimulate community participation and the growth of social capital. To assess the walkability of urban areas, various methodologies have been developed around shortest-distance calculations between various points of interest (POIs), yet their outcomes do not guide potential urban design improvements. The absence of appropriate measurements and procedures that may give quantitative and actionable feedback to support design decision-making is one of the primary issues in building walkable neighborhoods. The work presented in this paper revolves around a new workflow, that employed Urbano, a mobility simulation and assessment tool, and integrated it within a generative design process to allowing for the quantitative evaluation on amenity accessibility for several alternative design scenarios for a case study site in Mong Kok, Hong Kong. The results show how this data-driven urban design process benefits from generative techniques to produce solutions with improved contextual connectivity, energy-efficient urban form, and good quality public spaces that contribute to the walkability of neighbourhoods.
keywords Generative Urban Design, Walkability, Urbano, SDG 3, SDG 11
series CAADRIA
email
last changed 2022/07/22 07:34

_id caadria2022_352
id caadria2022_352
authors Duran, Ayca, Iseri, Orcun Koral, Meral Akgul, Cagla, Kalkan, Sinan and Gursel Dino, Ipek
year 2022
title Compiling Open Datasets to Improve Urban Building Energy Models with Occupancy and Layout Data
doi https://doi.org/10.52842/conf.caadria.2022.2.669
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. 669-678
summary Urban building energy modelling (UBEM) has great potential for assessing the energy performance of the existing building stock and exploring various actions targeting energy efficiency. However, the precision and completeness of UBEM models can be challenged due to the lack of available and reliable datasets related to building occupant and layout information. This study presents an approach that aims to augment UBEM with open-data sources. Data collected from open data sources are integrated into UBEM in three steps. Step (1) involves the generation of occupant profiles from census data collected from governmental institutions. Step (2) relates to the automated generation of building plan layouts by extracting data on building area and number of rooms from an online real-estate website. Results of Steps (1) and (2) are incorporated into Step (3) to generate residential units with layouts and corresponding occupant profiles. Finally, we make a comparative analysis between data-augmented and standard UBEM based on building energy use and occupant thermal comfort. The initial results point to the importance of detailed, precise energy models for reliable performance analysis of buildings at the urban scale. 0864108000
keywords urban building energy modelling, occupancy, residential building stock, unit layout Information, open-source datasets, energy demand, indoor thermal comfort, SDG 11
series CAADRIA
email
last changed 2022/07/22 07:34

_id caadria2022_196
id caadria2022_196
authors Grisiute, Ayda, Shi, Zhongming, Chadzynski, Arkadiusz, Silvennoinen, Heidi, von Richthofen, Aurel and Herthogs, Pieter
year 2022
title Automated Semantic SWOT Analysis for City Planning Targets: Data-driven Solar Energy Potential Evaluations for Building Plots in Singapore
doi https://doi.org/10.52842/conf.caadria.2022.1.555
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. 555-564
summary Singapore‚s urban planning and management is cross-domain in nature and need to be assessed using multi-domain indicators ‚ such as SDGs. However, urban planning processes are often confronted with data interoperability issues. In this paper, we demonstrate how a Semantic Web Technology-based approach combined with a SWOT analysis framework can be used to develop an architecture for automated multi-domain evaluations of SDG-related planning targets. This paper describes an automated process of storing heterogeneous data in a semantic data store, deriving planning metrics and integrating a SWOT framework for the multi-domain evaluation of on-site solar energy potential across plots in Singapore. Our goal is to form the basis for a more comprehensive planning support tool that is based on a reciprocal relationship between innovations in SWT and a versatile SWOT framework. The presented approach has many potential applications beyond the presented energy potential evaluation.
keywords Semantic Web, Knowledge Graphs, SWOT analysis, energy-driven urban design, SDG 11, SDG 7
series CAADRIA
email
last changed 2022/07/22 07:34

_id sigradi2022_157
id sigradi2022_157
authors Santos, Luis; Berger, Christiane
year 2022
title Mediating heat and light: a visualization-based tool to support the development of shading control protocols
source Herrera, PC, Dreifuss-Serrano, C, Gómez, P, Arris-Calderon, LF, Critical Appropriations - Proceedings of the XXVI Conference of the Iberoamerican Society of Digital Graphics (SIGraDi 2022), Universidad Peruana de Ciencias Aplicadas, Lima, 7-11 November 2022 , pp. 1151–1162
summary Operating Dynamic Shading Systems (DSS) is often an ill-defined task since it requires pondering design criteria that are often at odds with each other, e.g., visual comfort and building energy-efficiency. This work proposes a co-simulation approach to efficiently analyze the impact of controlling DSS in the daylight and the energy performance of indoor spaces to address this difficulty. The proposed workflow uses advanced daylight and building energy simulation tools to enable comprehensive comparative analyses by post-processing simulation output through queryable visualizations. Additionally, the approach allows designers to create or refine DSS control strategies by manipulating visualizations of hourly DSS operation schedules. The authors tested the workflow in designing and controlling a DSS in three different climates: a temperate, a hot, and a very cold climate. The proposed approach delivered valuable insights about the complex tradeoffs that emerge from controlling DSS.
keywords Building Performance, Solar Heat Gain, Visual Comfort, Building Operation
series SIGraDi
email
last changed 2023/05/16 16:57

_id ascaad2022_005
id ascaad2022_005
authors Abdulmajeed, Abdulwahab; Agkathidis, Asterios; Dounas, Theodoros; Lombardi, Davide
year 2022
title Developing a Design Framework for the Mass Customization of Housing in Saudi Arabia: A Critical Review
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. 484-502
summary This paper explores the suitability of mass customisation (MC) technologies and techniques in order to provide affordable housing solutions for Saudi Arabia. In particular, the paper analyses ten articles filtered through 1.165 publications searched by using the keywords ‘mass customisation housing or off-site construction’ in the databases Scopus, CumlnCAD, ScienceDirect, and Engineer village and categorised them based on their suitability for the Saudi Arabian context. Our findings include a comparative analysis chart evaluating workflows, tools and technologies on their suitability for the MC design and an MC workflow proposal for including parametric design and digital fabrication tools and techniques.
series ASCAAD
email
last changed 2024/02/16 13:24

_id ascaad2022_013
id ascaad2022_013
authors Al-Suwaidi, Mohammed; Agkathidis, Asterios; Haidar, Adonis; Lombardi, Davide
year 2022
title Application of Immersive Technologies in the Early Design Stage in Architecture Education: A Systematic Review
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. 313-330
summary This paper reviews existing research on the use of immersive technologies, Virtual Reality in particular, in various stages of the architectural design process. Nine research papers were systematically reviewed and analyzed. They were filtered down by using the keywords: ‘Virtual/Augmented Reality, Architectural Education, Gravity Sketch, Unity and Virtual Environments’ from two main databases that focus on digital and computer-aided design research: Cumulative Index about publications in Computer Aided Architectural Design (CuminCAD) and Elsevier's abstract and citation database (Scopus). The selection of papers was filtered down based on relevant approaches which investigate architectural design, creative thinking and teaching methodology using immersive technologies. Another criterion applied to the filtering process of the research papers is the exploration and integration process of new tools and overlapping external software to aid the existing workflow of the user. Our findings explore the evolution of immersive tools to highlight the advantages and disadvantages of virtual reality-based software and hardware, as a creative development tool in the field of education and practice. This paper also proposes a novel teaching methodology that incorporates immersive technologies in the early design phase of architectural education.
series ASCAAD
email
last changed 2024/02/16 13:24

_id ijac202220108
id ijac202220108
authors Alsalman, Osama; Halil Erhan
year 2022
title D-ART for collaboration in evaluating design alternatives
source International Journal of Architectural Computing 2022, Vol. 20 - no. 1, pp. 114–128
summary Evaluating design ideas is an integral part of designing built environments. It involves multiple stakeholders with diverse backgrounds reviewing design solutions by studying their form and performance data. Although there are computational systems for supporting evaluation tasks, they are either highly specialised for designers or configured for a particular workflow with limited functions. We developed a Design Analytics method aiming at a collaborative and data-driven evaluation of alternatives in the design-evaluate-feedback cycle. Adopting this approach, we introduce D-ART as a prototype system composed of customisable Web interfaces for presenting design alternatives, enabling stakeholders to participate in data-informed discourse on alternatives and providing feedback to the design team. Its system design considers requirements gathered through literature review, critical analysis of the existing systems and collaboration with our industry partners. Finally, we assessed D-ART’s design through an expert review evaluation, which generally reported positive results on the system’s goals.
keywords Data-driven design, participatory design, design analytics, design alternatives, visual analytics, design evaluation
series journal
last changed 2024/04/17 14:29

_id caadria2022_33
id caadria2022_33
authors Alva, Pradeep, Mosteiro-Romero, Martin, Miller, Clayton and Stouffs, Rudi
year 2022
title Digital Twin-Based Resilience Evaluation of District-Scale Archetypes
doi https://doi.org/10.52842/conf.caadria.2022.1.525
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. 525-534
summary District-scale energy demand models can be powerful tools for understanding interactions in complex urban areas and optimising energy systems in new developments. The process of coupling characteristics of urban environments with simulation software to achieve accurate results is nascent. We developed a digital twin through a web map application for a 170ha district-scale university campus as a pilot. The impact on the built environment is simulated with pandemic (COVID-19) and climate change scenarios. The former can be observed through varying occupancy rates and average cooling loads in the buildings during the lockdown period. The digital twin dashboard was built with visualisations of the 3D campus, real-time data from sensors, energy demand simulation results from the City Energy Analyst (CEA) tool, and occupancy rates from WiFi data. The ongoing work focuses on formulating a resilience assessment metric to measure the robustness of buildings to these disruptions. This district-scale digital twin demonstration can help in facilities management and planning applications. The results show that the digital twin approach can support decarbonising initiatives for cities.
keywords Digital twin, City Information Modelling, Planning Support System, energy demand model, SGD 11, SGD 13
series CAADRIA
email
last changed 2022/07/22 07:34

_id cdrf2022_150
id cdrf2022_150
authors Ana Zimbarg
year 2022
title Mapping Plant Microclimates on Building Envelope Using Environmental Analysis Tools
doi https://doi.org/https://doi.org/10.1007/978-981-19-8637-6_13
source Proceedings of the 2022 DigitalFUTURES The 4st International Conference on Computational Design and Robotic Fabrication (CDRF 2022)
summary Can we build our cities not only for humans but also for all living systems? How can we consider other species occupants of the built environment? Planning cities as an element of the natural domain can reshape our relationship with nature and help redefine sustainability in architecture. Although current design strategies of reducing energy use does not rectify past/continuing im-balances in the natural environment. Landscape architect John Tillman Lyle expanded the regenerative design concept based on a range of ecological concepts. The environment's complexity, and the urge to use resources smartly, encouraged him to think about architecture and the environment as a whole system. John Lyle's regenerative design strategies scaffold a conceptual framework of treating the building as part of the landscape. Environmental tools such as Ladybug can map out the different conditions surrounding the building's envelope. This information can assist in selecting and populating a building façade with suitable plant species. The framework presents the building as a feature in the landscape, creating microclimatic conditions for various plant habitats. This conceptual workflow has the potential to become a tool to include regenerative principles in the urban context.
series cdrf
email
last changed 2024/05/29 14:02

_id sigradi2022_24
id sigradi2022_24
authors Aroca Vega, Cristian; Rozas Valenzuela, Sebastián
year 2022
title Soft Architecture: Application of Soft Robotics in the Design of Responsive-Interactive Architecture
source Herrera, PC, Dreifuss-Serrano, C, Gómez, P, Arris-Calderon, LF, Critical Appropriations - Proceedings of the XXVI Conference of the Iberoamerican Society of Digital Graphics (SIGraDi 2022), Universidad Peruana de Ciencias Aplicadas, Lima, 7-11 November 2022 , pp. 373–384
summary The main objective of this research is to develop a method that can integrate responsive and interactive architecture through the application of soft robotics on a façade. To achieve this objective, a review of the main concepts, adaptive architecture (responsive-interactive) and soft robotics was first carried out. Secondly, recent studies and research that speak of the application of soft robotics in architecture are analyzed. With the knowledge acquired in the analyzes and reference studies, together with the help of programming and computational design tools, a scalable physical prototype was developed that manages to integrate both types of adaptive behaviors (responsive-interactive) in a single hybrid robotic system (soft-rigid), demonstrating the potential of soft robotics in architecture, in this case being applied to be sensitive and act on changes in temperature produced by solar radiation.
keywords Robotics, Generative Design, Adaptive architecture, Sustainable Design, Soft
series SIGraDi
email
last changed 2023/05/16 16:55

_id ecaade2022_251
id ecaade2022_251
authors Awan, Abeeha, Lombardi, Davide, Ruffino, Paolo and Agkathidis, Asterios
year 2022
title Efficacy of Gamification on Introductory Architectural Education: a literature review
doi https://doi.org/10.52842/conf.ecaade.2022.2.553
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 2, Ghent, 13-16 September 2022, pp. 553–564
summary Due to their recent popularity and success in fields such as engineering and business, gamification and by extension game design principles demonstrate the ability to teach complex, multi-disciplinary skills in an engaging, entertaining, and effective way. Architectural education especially introductory architectural education is a foundational and fundamental part of a budding architecture student’s career and oftentimes requires the understanding of dynamic systems, spatial reasoning, and experiential learning. The paper posits that gamification and game design principles can utilize certain components such as augmented reality, narrative design, and fun in order to create tools, gamify existing curriculum, and increase retention, engagement, and mastery of the difficult high-tech skillsets required of introductory architects. The paper focuses on reviewing and systematically analyzing research on gamification in education. In particular, it focuses on systematically reviewing and analyzing data from multiple relevant case studies chosen based on the application of technology such as augmented reality, the integration of game design, and the feasibility of gamification in educational environments. This data is examined based on feasibility, accessibility, and effects on information retention and the findings are outlined in a comparative table of methods, tools, and technologies organized based on their suitability. Ultimately, the paper aims to establish a framework for gamifying introductory modules in architectural education and hopes to create a future architectural augmented reality game meant to utilize gamification to help new architectural students.
keywords Gamification, Game Design, Architectural Education, Educational Games, Retention, Learning
series eCAADe
email
last changed 2024/04/22 07:10

_id ascaad2022_043
id ascaad2022_043
authors Awan, Abeeha; Prokop, Simon; Vele, Jiri; Dounas, Theodor; Lombardi, Davide; Agkathidis, Asterios; Kurilla, Lukas
year 2022
title Qualitative Knowledge Graph for the Evaluation of Metaverse(s) - Is the Metaverse Hype or a Promising New Field for Architects?
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. 99-116
summary With the advancement of augmented and virtual reality technologies both in scale as well as accessibility, the Metaverse (Stephenson, 1992, Hughes, 2022) has emerged as a new digital space with potential for the application of architectural creativity and design. With blockchain integration, the concept of the Metaverse shows promise in creating a “decentralised” space for design and creativity with rewards for its participants. As a platform that incorporates these technological components, does the Metaverse have utility for architectural design? Is there something truly novel in what the Metaverse brings to architectural computing, and architectural design? The paper constructs a qualitative knowledge graph that can be used for the evaluation of various kinds of Metaverses in and for architectural design. We use Design Science Research methods to develop the knowledge graph and its evaluative capacity, stemming from our experience with two Metaverses, Decentraland and Cryptovoxels. The paper concludes with a discussion of knowledge and practice gaps that are evident, framing the opportunities that architects might have in the future in terms of developing Metaverse(s).
series ASCAAD
email
last changed 2024/02/16 13:24

_id ijac202220307
id ijac202220307
authors Cicek, Selen; Gozde Damla Turhan
year 2022
title Computational generation of a spatial layout through syntactical evaluation and multi-objective evolutionary optimization
source International Journal of Architectural Computing 2022, Vol. 20 - no. 3, pp. 610–629
summary The space layout problem encompasses challenges that rely on a diverse range of contexts regarding urban planning and architectural design, during the traditional design phases which require immense effort and time for the evaluation of the spatial elements’ characteristic needs. In order to eliminate the burden of considering all multidimensional design aspects at the same time, this research presents a three-bodied computational method for locating the spaces of the given architectural design program in a project site, according to the defined list of design objectives and criteria. Besides the determination of the layout according to the requirements of the spatial elements, this research proposes an integration of the space syntax theory’s analytical compounds in terms of Justified Graph Analysis and Integration Values as the fitness criteria for the multi-objective evolutionary optimization in the computational model. To satisfy the integrity levels of each various characterized element within site organization, that are implied inherently by the architectural design program and generate a sustainable space network layout for the project site
keywords computational space layout, space syntax, spatial organization, spatial network, evolutionary algorithms
series journal
last changed 2024/04/17 14:30

_id sigradi2022_244
id sigradi2022_244
authors Costa, Frederico; Lima, Fernando
year 2022
title Parametric evaluation of urban compactness in Brazil
source Herrera, PC, Dreifuss-Serrano, C, Gómez, P, Arris-Calderon, LF, Critical Appropriations - Proceedings of the XXVI Conference of the Iberoamerican Society of Digital Graphics (SIGraDi 2022), Universidad Peruana de Ciencias Aplicadas, Lima, 7-11 November 2022 , pp. 271–282
summary This paper presents an application of parametric techniques and tools to assess urban compactness in the city of Juiz de Fora, Brazil. A literature review identifies the objective metrics' role in urban design and how they are associated with the urban compactness paradigm. The case study provided results that characterize aspects of the built urban density and the mix of uses in the samples, exploring how parametric resources can help urban design. This research shed some light on how metrics can assist parametric urban design allowing performance measurement in the early design stages. It also highlights potentials, future studies, and challenges, establishing discussions about developing this field of knowledge in Brazil and even in Latin America.
keywords Urban Design, Parametric Urban Design, Computer-aided Urban Design, CityMetrics, Architectural Design
series SIGraDi
email
last changed 2023/05/16 16:55

_id caadria2022_233
id caadria2022_233
authors Dai, Sida, Kleiss, Michael, Alani, Mostafa and Pebryani, Nyoman
year 2022
title Reinforcement Learning-Based Generative Design Methodology for Kinetic Facade
doi https://doi.org/10.52842/conf.caadria.2022.1.151
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. 151-160
summary This paper presents a reinforcement learning (RL) based design method for kinetic facades to optimize the movement direction of shading panels. Included with this research is a case study on the Westin Peachtree Plaza in Atlanta, USA to examine the effectiveness of the proposed design method in a real-life context. Optimization of building performance has been given increased attention due to the significant impact buildings have on energy consumption and carbon emissions. Further, building performance is closely related to the "Sustainable Cities and Communities‚ mentioned in SDG11. Results show that the novel design method improved the building performance by reducing solar radiation and glare and illustrate the potential of RL in tackling complex design problems in the architectural field.
keywords reinforcement learning, kinetic facade, generative design, design methodology, SDG 11
series CAADRIA
email
last changed 2022/07/22 07:34

_id cdrf2022_3
id cdrf2022_3
authors Deli Liu and Keqi Wang
year 2022
title Spatial Analysis of Villages in Jilin Province Based on Space Syntax and Machine Learning
doi https://doi.org/https://doi.org/10.1007/978-981-19-8637-6_1
source Proceedings of the 2022 DigitalFUTURES The 4st International Conference on Computational Design and Robotic Fabrication (CDRF 2022)
summary The development of machine learning technology gives architects and urban planners a new tool that can be used for research and design. The topic of this paper is to analyze the rural space of Jilin Province with the machine learning algorithms and space syntax theory, and to obtain the inherent formation and development laws of rural spatial forms, which can be used as a reference and evaluation system for subsequent rural development, and also can emphasize the locality and continuity of rural development. First, based on geographic information data, researching the connection between the distribution of villages and geographic data at a macro level and to classify them. Then, from each category, selecting one township and use all villages in its area as samples for the more specific study. Spatial features of individual village are extracted based on space syntax theory, and representative spatial features which can as feature values for cluster analysis are selected through comparative analysis. Then classify villages from high-dimensional data and explore their type characteristics. Finally, we hope the result of this study can help provide useful theoretical references for rural construction and nature conservation in the future.
series cdrf
email
last changed 2024/05/29 14:02

_id ascaad2022_004
id ascaad2022_004
authors Falih, Zahraa; Mahdavinejad, Mohammadjavad; Tarawneh, Deyala; Al-Mamaniori, Hamza
year 2022
title Solar Energy Control Strategy using Interactive Modules
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. 117-138
summary The concept of interactive canopy emerged as a notable manifestation of smart buildings in architectural endeavors, using artificial intelligence applications in computational architecture, interactive canopies came as a potential response for living organisms to combat external environmental changes as well as reduce energy consumption in buildings. This research aims to explore architecture with higher efficiency through the impact of environmentally technological factors on the design form by introducing solar energy into the design process through the implementation of interactive curtains that interact with the sun in the form of an umbrella. The main objective of the umbrellas is to protect the users from the sun's harmful rays. After designing an interactive cell using Grasshopper, the methodology follows an analytical and experimental approach, the analytical section is summarized by conducting a case study of multiple models and analyzing the techniques used in these models to discover the significant advantages and disadvantages of the design. While the experimental section demonstrates the mechanism for implementing the interactive modules. The research suggests that by designing an interactive canopy that responds to external changes and senses solar radiation in ways that when the intensity of solar radiation increases and the sun is perpendicular to the dynamic units, will lead to maintaining a more balanced level of illumination. The work efficiency is studied by simulating it by Climate Studio.
series ASCAAD
email
last changed 2024/02/16 13:24

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