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

PDF papers
References

Hits 1 to 20 of 3536

Reformat results as: short short into frame detailed detailed into frame

_id	ecaade2014_015
id	ecaade2014_015
authors	Odysseas Kontovourkis and George Tryfonos
year	2014
title	Physical input-driven offline robotic simulation through a feedback loop process
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. 411-421
doi	https://doi.org/10.52842/conf.ecaade.2014.1.411
wos	WOS:000361384700041
summary	This ongoing research describes a feedback loop procedure where physical inputs are used as the medium for offline robotic simulation. The purpose is to investigate the ability of industrial robots that are currently used in manufacturing processes to work in a flexible and productive manner whilst providing a continuous feedback loop between physical inputs and fabrication artifacts. In order to achieve this, a methodology is developed that involves the use of data acquisition devices to enable the transference of information from the physical to the digital environment and then to use this data as real-time parameters to control the robot's behaviour during fabrication. The aim is to achieve active involvement of robots in the manufacturing process to address complex construction issues and to ensure accuracy, a reduction in manufacturing defects and flexibility in the materials used. This investigation is accompanied by relevant experiments to exemplify the potential of control mechanisms to be used in prototyping case studies.
keywords	Physical input; robotic simulation; feedback loop; manufacturing process; material control
series	eCAADe
email
last changed	2022/06/07 08:00

_id	acadia17_512
id	acadia17_512
authors	Rossi, Andrea; Tessmann, Oliver
year	2017
title	Collaborative Assembly of Digital Materials
source	ACADIA 2017: DISCIPLINES & DISRUPTION [Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-96506-1] Cambridge, MA 2-4 November, 2017), pp. 512- 521
doi	https://doi.org/10.52842/conf.acadia.2017.512
summary	Current developments in design-to-production workflows aim to allow architects to quickly prototype designs that result from advanced design processes while also embedding the constraints imposed by selected fabrication equipment. However, the enduring physical separation between design space and fabrication space, together with a continuous approach to both design, via NURBs modeling software, and fabrication, through irreversible material processing methods, limit the possibilities to extend the advantages of a “digital” approach (Ward 2010), such as full editability and reversibility, to physical realizations. In response to such issues, this paper proposes a processto allow the concurrent design and fabrication of discrete structures in a collaborative process between human designer and a 6-axis robotic arm. This requires the development of design and materialization procedures for discrete aggregations, including the modeling of assembly constraints, as well as the establishment of a communication platform between human and machine actors. This intends to offer methods to increase the accessibility of discrete design methodologies, as well as to hint at possibilities for overcoming the division between design and manufacturing (Carpo 2011; Bard et al. 2014), thus allowing intuitive design decisions to be integrated directly within assembly processes (Johns 2014).
keywords	material and construction; construction/robotics; smart assembly/construction; generative system
series	ACADIA
email
last changed	2022/06/07 07:56

_id	ecaade2014_176
id	ecaade2014_176
authors	Sina Mostafavi and Matthew Tanti
year	2014
title	Design to fabrication integration and material craftsmanship - A performance driven stone architecture design system based on material, structural and fabrication constraints and criteria
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. 445-454
doi	https://doi.org/10.52842/conf.ecaade.2014.1.445
wos	WOS:000361384700044
summary	This paper presents a computational design methodology through describing of a case study on stone building system. In addition to establishing a performance driven form-finding methodology, the objective is to redefine local craftsmanship methods as industrial fabrication techniques in order to introduce the constructability of the design solutions as one of the main performance criteria. Therefore, the focus of the methodology is to facilitate architectural design processes through developing of customized computational design tools and workflows for data integration and concurrent performance evaluation. The research starts with the hypothesis that the technological advancements in digital design and fabrication can lead to re-exploration and improvement of traditional building techniques with local materials. The paper explains different stages of the methodology and the way the chained design to fabrication processes would lead to constructible, structurally possible and optimal design solutions of small scale and simple symmetric design solutions to complex topologies at the scale of larger complex buildings.
keywords	Digital materiality ; design information exchange; compression-only stone structure; computer aided craftsmanship ; robotic fabrication
series	eCAADe
email
last changed	2022/06/07 07:56

_id	caadria2014_056
id	caadria2014_056
authors	Abdelhameed, Wael A.
year	2014
title	Creativity and VR Use
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. 719–728
doi	https://doi.org/10.52842/conf.caadria.2014.719
summary	Creativity with its various processes is involved in all design actions. Creativity used in architectural design is different than creativity in other domains. However, creativity in general with its related cognition processes has no general theory. This research proposes certain activities of initial architectural design phases in which the role of activity is important. The research proceeds to present a case study of two architectural design studios in which a VR environment is employed in order to investigate the effect of VR use on the creativity in those initial design phases. The research applies a methodology of qualitative and quantitative analysis. Various architectural design factors are neutralized to overcome the influence generated from human factors variation and design thinking prejudice on architectural designing and the associated creativities.
keywords	Virtual Reality; Creativity; Architectural Design; Design Studio
series	CAADRIA
email
last changed	2022/06/07 07:54

_id	acadia21_530
id	acadia21_530
authors	Adel, Arash; Augustynowicz, Edyta; Wehrle, Thomas
year	2021
title	Robotic Timber Construction
source	ACADIA 2021: Realignments: Toward Critical Computation [Proceedings of the 41st Annual Conference of the Association of Computer Aided Design in Architecture (ACADIA) ISBN 979-8-986-08056-7]. Online and Global. 3-6 November 2021. edited by S. Parascho, J. Scott, and K. Dörfler. 530-537.
doi	https://doi.org/10.52842/conf.acadia.2021.530
summary	Several research projects (Gramazio et al. 2014; Willmann et al. 2015; Helm et al. 2017; Adel et al. 2018; Adel Ahmadian 2020) have investigated the use of automated assembly technologies (e.g., industrial robotic arms) for the fabrication of nonstandard timber structures. Building on these projects, we present a novel and transferable process for the robotic fabrication of bespoke timber subassemblies made of off-the-shelf standard timber elements. A nonstandard timber structure (Figure 2), consisting of four bespoke subassemblies: three vertical supports and a Zollinger (Allen 1999) roof structure, acts as the case study for the research and validates the feasibility of the proposed process.
series	ACADIA
type	project
email
last changed	2023/10/22 12:06

_id	sigradi2014_108
id	sigradi2014_108
authors	Alves, Gilfranco Medeiros; Anja Pratschke
year	2014
title	De Uexküll à Pask: a Conversação aplicada à Processos Digitais de Projeto [From Uexküll to Pask: Conversation applied to Didital Design Process]
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. 82-85
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 the relevance of communication and information management in the digital design processes from the synchronic study of concepts such as feedback loop, control and self-regulation. These concepts are present in both biosemiotic and interactive design of functional cycle proposed in 1934 by biologist Jakob von Uexküll, as in cybernetic development proposed by Gordon Pask in his sophisticated Conversation Theory in the early 1970’s.
keywords	Biosemiotics; Cybernetics; Cybersemiotics; Conversation Theory; functional cycle;
series	SIGRADI
email
last changed	2016/03/10 09:47

_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	sigradi2014_036
id	sigradi2014_036
authors	Anderson, Jonathon; Ming Tang
year	2014
title	Crafting Soft Geometry: Form and Materials Informing Analog and Digital Craft Processes
source	SIGraDi 2014 [Proceedings of the 18th Conference of the Iberoamerican Society of Digital Graphics - ISBN: 978-9974-99-655-7] Uruguay- Montevideo 12,13,14 November 2014, pp. 183-186
summary	This paper outlines a methodology that adds to current craft-based discourse in the digital age. It proposes pedagogy centered on a constant examining of the parametric relationships between form, material, and load. The paper illustrates how materials and loads were integrated as datasets into “soft geometry” modeling and installation pipelines that further explore a hybrid process that incorporates materials and craftsmanship. The results expand the boundary of conventional static form and spatial interaction within the deformation rules (material and force) while seeking form through the exploration of both digital simulation and analog techniques.
keywords	Digital-physical; craft; soft geometry; form; material
series	SIGRADI
email
last changed	2016/03/10 09:47

_id	caadria2014_279
id	caadria2014_279
authors	Austern, Guy; Soungmin Yu, Mara Moral and Theerapat Jirathiyut
year	2014
title	The Urban Genome
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. 263–272
doi	https://doi.org/10.52842/conf.caadria.2014.263
summary	The influence of urban morphology on the energy consumption of a fabric has been recently established by research into the energy use of existing cities. This paper suggests a framework for generating environmentally adapted urban tissue by using genetic algorithms as form-finding processes. A series of multi-objective optimization algorithms are described. The geometric abstractions used as a basis for these algorithms are illustrated in detail, and the results and implications of these types of simulations are discussed. The methodology developed within this paper was tested on one km2 site in three cities of varying climates, and further expanded into a detailed case study within one city.
keywords	Urban simulation; Environmental design; Optimization; Genetic Algorithms; Urban Morphology
series	CAADRIA
email
last changed	2022/06/07 07:54

_id	acadia14_409
id	acadia14_409
authors	Bard, Joshua; Gannon, Madeline; Jacobson-Weaver, Zachary; Jeffers, Michael; Smith, Brian; Contreras, Mauricio
year	2014
title	Seeing is Doing: Synthetic Tools for Robotically Augmented Fabrication in High-Skill Domains
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. 409-416
doi	https://doi.org/10.52842/conf.acadia.2014.409
summary	The historical split between visualization and actualization in architectural design has encouraged a disciplinary split between representation (the domain of the designer) and construction (a domain entirely removed from the Architect’s purview). This split between seeing and doing in architectural design can be questioned in the context of contemporary robotic technologies where physical and digital workflows comingle in high-skill, collaborative domains.
keywords	Architectural Robotics, Human-Robot Collaboration, MOCAP, Adaptive Fabrication, High-Skill Domain, Robotics and Autonomous Design Systems
series	ACADIA
type	Normal Paper
email
last changed	2022/06/07 07:54

_id	ecaade2014_053
id	ecaade2014_053
authors	Baris Cokcan, Johannes Braumann and Sigrid Brell-Cokcan
year	2014
title	Performative Wood
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. 131-138
doi	https://doi.org/10.52842/conf.ecaade.2014.2.131
wos	WOS:000361385100013
summary	This research builds upon projects from both university and practice to explore new approaches on how the multifunctionality, flexibility, and performance of wood can be utilized to inform new approaches towards both design and fabrication. The following projects use physical prototypes to bend wood just within its tolerances, design with the high precision of multi-axis robotic fabrication in mind, and finally inform the shape of a large free-form structure through material properties.
keywords	Wood; high-performance material; cnc; robotic fabrication; geometric design
series	eCAADe
email
last changed	2022/06/07 07:54

_id	sigradi2014_057
id	sigradi2014_057
authors	Barros, Diana Rodriguez; María Mandagarán
year	2014
title	Pensamiento de diseño y construcción de narrativas visuales. Caso de prácticas didácticas disruptivas en entornos postdigitales [Design thinking and construction of visual narratives. Case teaching practices in disruptive postdigitals environments]
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. 195-199
summary	Design Thinking recognizes processes linked to empathy, creation, prototyping and storytelling, that condition design methodologies to solve complex problems with user participation. From this perspective, next to disruptive practices, we present learning experiences focus in management, design and production of graphic databases in Web 2.0 and 3.0 contexts. They are linked to photomontages and graphic communication pieces of urban-architectural works and narratives that give meaning and entity to those interventions. We recorded results that value spatial thinking with images. Also the presence of traditional skills with hybrid skills in students, that encourage fluency, creativity and innovation, self-learning, experimentation, teamwork and network integration.
series	SIGRADI
email
last changed	2016/03/10 09:47

_id	acadia14projects_269
id	acadia14projects_269
authors	Bennani, Sofia; Singer-Bieder, Alexandra; Michel, Agathe
year	2014
title	ViscoPlasty
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. 269-270
doi	https://doi.org/10.52842/conf.acadia.2014.269
summary	ViscoPlasty proposes an installation using Straw-k: a flexible, fast, and feasible fabrication process, which operates on the plasticity of discrete, standard components to create a dynamic, aggregate surface.
keywords	fabrication process, plasticity, bespoke pipe comonent, robotic paths
series	ACADIA
type	Tex-Fab
email
last changed	2022/06/07 07:54

_id	sigradi2014_229
id	sigradi2014_229
authors	Bessone, Miriam Clemencia; Maria Elena Tosello, Matias Dalla Costa
year	2014
title	Experiencias paramétricas en la formación del Arquitecto: Ensayo de aplicación a los Talleres Iniciales [Parametric experiences in architect’s education: case of application in a basic design studio]
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. 241-244
summary	In the actual textual landscape, images work activating cognitive and behavioral processes, disrupting the anthropological context of critical thinking based on logical-formal reasoning. Different types of languages –carrying specific signs and syntax- entwine to oral and written text, augmenting the differences and introducing new problematic in education, situation that requires to be investigate, debate and adequate. From this statement and through the presentation of a didactic experience of parametric systems application in a beginning design studio of Architecture, this paper aims to contribute to the discussion of which are the notions and basic strategies needed to initiate significant learning process that allow to think and design starting from emergent design languages.
keywords	Didactic Strategies; Design Strategies; Parametric Design; Architecture
series	SIGRADI
email
last changed	2016/03/10 09:47

_id	sigradi2014_338
id	sigradi2014_338
authors	Borges de Vasconselos, Tássia; Adriane Borda Almeida da Silva, Luisa Rodrigues Félix Dalla Vecchia
year	2014
title	A parametrização como experiência prévia para a estruturação de métodos projetuais em arquitetura [Parametrization as previous experience for structuring design methods in Architecture]
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. 297-301
summary	This study describes a didactic method for the introduction of parametric design in graphic and digital geometry courses in architectural training. It started with the recognition of the concept of parametric design and the investment in the appropriation of Grasshopper associated with Rhinoceros. Paper folding exercises were configured both physically and in the digital space. Through an interactive dynamic between traditional processes, by hand and digital, and parametric design, a learning path was defined in a playful manner which highlights the differences between methods of representation and its implications for the design action starting from a first semester of training.
keywords	Parametric Design; Teaching/learning; Graphic and Digital Geometry; Architecture; Paper Folding
series	SIGRADI
email
last changed	2016/03/10 09:47

_id	acadia14_579
id	acadia14_579
authors	Brell-Cokcan, Sigrid; Braumann, Johannes
year	2014
title	Robotic Production Immanent Design: Creative toolpath Design in Micro and Macro Scale
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. 579-588
doi	https://doi.org/10.52842/conf.acadia.2014.579
summary	This paper discusses applications of production immanent design in the context of robotic fabrication and offers an outlook to a new research project on robotic stone structuring.
keywords	production immanent design, robotic fabrication, parametric robot control, visual programming, Grasshopper
series	ACADIA
type	Normal Paper
email
last changed	2022/06/07 07:54

_id	caadria2021_089
id	caadria2021_089
authors	Cristie, Verina, Ibrahim, Nazim and Joyce, Sam Conrad
year	2021
title	Capturing and Evaluating Parametric Design Exploration in a Collaborative Environment - A study case of versioning for parametric design
source	A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.), PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 2, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, pp. 131-140
doi	https://doi.org/10.52842/conf.caadria.2021.2.131
summary	Although parametric modelling and digital design tools have become ubiquitous in digital design, there is a limited understanding of how designers apply them in their design processes (Yu et al., 2014). This paper looks at the use of GHShot versioning tool developed by the authors (Cristie & Joyce, 2018; 2019) used to capture and track changes and progression of parametric models to understand early-stage design exploration and collaboration empirically. We introduce both development history graph-based metrics (macro-process) and parametric model and geometry change metric (micro-process) as frameworks to explore and understand the captured progression data. These metrics, applied to data collected from three cohorts of classroom collaborative design exercises, exhibited students' distinct modification patterns such as major and complex creation processes or minor parameter explorations. Finally, with the metrics' applicability as an objective language to describe the (collaborative) design process, we recommend using versioning for more data-driven insight into parametric design exploration processes.
keywords	Design exploration; parametric design; history recording; version control; collaborative design
series	CAADRIA
email
last changed	2022/06/07 07:56

_id	sigradi2014_213
id	sigradi2014_213
authors	Daas, Mahesh
year	2014
title	Toward a taxonomy of architectural robotics
source	SiGraDi 2014 [Proceedings of the 18th Conference of the Iberoamerican Society of Digital Graphics - ISBN: 978-9974-99-655-7] Uruguay- Montevideo 12,13,14 November 2014, pp. 623-626
summary	Robotics in architecture is a fast-emerging area of research and design today. The current research and practices of robotics in architecture tend to be, to a great degree, techno-positivist and framed by a narrowly defined instrumentalist view. The paper presents comprehensive taxonomy of a broad range of robotic applications so as to meaningfully guide, systematize, and clarify multi-faceted design or research explorations in architecture and beyond. The paper advances four frameworks: role of robotics in architecture; modes of interaction between robots, humans and architecture; the Vitruvian framework; and robots classified by form; all of which point to new avenues of potential exploration while also revealing the gaps and biases in the current research and design in the discipline.
keywords	Robots; Architectural Robotics; Taxonomies; Robotic Fabrication
series	SIGRADI
email
last changed	2016/03/10 09:50

_id	ecaade2014_153
id	ecaade2014_153
authors	David Morton
year	2014
title	Augmented Reality in architectural studio learning:How Augmented Reality can be used as an exploratory tool in the design learning journey
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. 343-356
doi	https://doi.org/10.52842/conf.ecaade.2014.1.343
wos	WOS:000361384700034
summary	The boundaries of augmented reality in the academic field are now being explored at an ever increasing level. In this paper we present the initial findings of an educational project focusing on the use of augmented reality in the design process of an architectural student. The study seeks to evaluate the use of AR as a tool in the design stages, allowing effective exploration of spatial qualities of design projects undertaken in the studio. The learning process is guided by the exploration and detection of a design idea in both form and function, with the virtual environment providing a dynamic environment (Mantovani, 2001). This is further reflected in the constructivist theory where the learning processes use conceptual models, which are used to create incremental stages that become the platform to attain the next [Winn, 1993]. The additional benefit of augmented reality within the learning journey is the ability of the students to visually explore the architectural forms they are creating in greater depth.
keywords	Augmented reality; pedagogy; learning journey; exploration
series	eCAADe
email
last changed	2022/06/07 07:55

_id	ecaade2014_192
id	ecaade2014_192
authors	David Stasiuk and Mette Ramsgaard Thomsen
year	2014
title	Learning to be a Vault - Implementing learning strategies for design exploration in inter-scalar systems
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. 381-390
doi	https://doi.org/10.52842/conf.ecaade.2014.1.381
wos	WOS:000361384700038
summary	Parametric design models enable the production of dynamic form, responsive material assemblies, and numerically and geometrically analytical feedback. The value potential for design produced through the procedural transformation of input parameters (or features) through algorithmic models has been repeatedly demonstrated and epistemically refined. However, despite their capacity to improve productivity and iteration, parametric models are nonetheless prone to inflexibility and reduction, both of which obscure processes of invention and discovery that are central to an effective design practice. This paper presents an experimental approach for the application of multiple, parallel computational design modelling strategies which are tested in the production of an inter-scalar model array that synthesises design intent, the simulation of material behaviours, performance-driven adaptation, and open-ended processes of discovery and categorical description. It is particularly focused on the computational potentials embedded in interdependent applications of simulation and machine learning algorithms as generative and descriptive drivers of form, performance, and architectural quality. It ultimately speculates towards an architectural design modelling method that privileges open model topologies and emergent feature production as critical operators in the generation of flexible and adaptive design solutions.
keywords	Parametric design; computational modelling; machine learning; multi-objective optimisation; k-means clustering
series	eCAADe
email
last changed	2022/06/07 07:55

For more results click below: