Proceedings of the 2021 DigitalFUTURES : : The 3rd International Conference on Computational Design and Robotic Fabrication (CDRF 2021).

• Author: Yuan, Philip F.
• TeilnehmendeR: Chai, Hua.; Yan, Chao.; Leach, Neil.
• Place / Publishing House: Singapore : : Springer Singapore Pte. Limited,, 2021.; ©2022.
• Year of Publication: 2021
• Edition: 1st ed.
• Language: English
• Physical Description: 1 online resource (401 pages)

Table of Contents

• Intro
• Preface
• Organization
• Committees
• Honorary Advisors
• Organization Committees
• Scientific Committees
• Contents
• Computation and Formation
• Serlio and Artificial Intelligence: Problematizing the Image-to-Object Workflow
• 1 Influence of the Disciplinary Treatise
• 2 Analogical and Digital Flux
• 3 Analog-to-Digital Information Processing
• 4 Problematizing the Image-to-Object Workflow
• 5 Operative Model: Portico
• 5.1 Intelligence Beyond Serlio
• References
• A Generative Approach to Social Ecologies in Project [Symbios]City
• 1 Introduction
• 2 Topological Optimization as a Method of Parametric Semiology
• 2.1 Background
• 2.2 TO Software and Its Potential to Achieve Tower Semiology
• 2.3 Benchmark Post Processing and Materialization
• 3 Ground Design and Flood Simulation
• 3.1 Flood Simulation
• 3.2 Tower Arrangement
• 3.3 Podium Design and Network Theory
• 4 From Programmatic Distribution to Neighborhood Ecologies
• 4.1 Typical Program Classification and Distribution
• 4.2 Dynamic Programs and Micro-structures
• 5 Façade Development and Sunlight Optimization
• 6 Conclusion
• References
• Using CycleGAN to Achieve the Sketch Recognition Process of Sketch-Based Modeling
• 1 Introduction
• 2 Related Works
• 3 Methodology
• 3.1 Network Architecture
• 3.2 Data Preparation
• 3.3 Training Process
• 4 Results
• 4.1 Recognition of Sketch and Generation of Corresponding Building Image
• 4.2 Sketch Reconstruction
• 4.3 Building Images to Sketches
• 5 Conclusion and Discussion
• References
• Exploration on Machine Learning Layout Generation of Chinese Private Garden in Southern Yangtze
• 1 Introduction
• 2 Background
• 3 Research Method
• 3.1 Network Architecture
• 3.2 Dataset
• 3.3 Processing and Labelling Based on Analysis
• 4 Training and Analysis
• 4.1 First Training.
• 4.2 Second Training
• 4.3 Third Training
• 4.4 Result Analysis
• 5 Discussion
• References
• Command2Vec: Feature Learning of 3D Modeling Behavior Sequence-A Case Study on "Spiral-stair"
• 1 Introduction
• 2 Related Work
• 3 Methodologies
• 3.1 Data Preparing
• 3.2 Embedding
• 3.3 Command2Vec
• 3.4 Clustering
• 4 Experiment
• 5 Results
• 5.1 Experiment Results
• 5.2 Evaluation
• 6 Conclusion and Discussion
• References
• Exploring in the Latent Space of Design: A Method of Plausible Building Facades Images Generation, Properties Control and Model Explanation Base on StyleGAN2
• 1 Introduction
• 2 Related Work
• 2.1 Image Generation Research via GAN in Computer Science
• 2.2 Plan Drawing Generation Research
• 2.3 Building Facades and Other Perspective Architectural Images Generation Research
• 3 Methodology
• 3.1 Training Building Facades Generation Model by StyleGAN2
• 3.2 Exploration and Explanation of Latent Space
• 3.3 High-Level Prosperity Control
• 3.4 Project Novel Image into Existing Model Instance
• 4 Conclusion
• References
• Punch Card Patterns Designed with GAN
• 1 Introduction
• 2 Context
• 2.1 Patterns in Knitting
• 3 Computational Textile Design
• 3.1 Precedent Examples of Computational Textile Design
• 3.2 AI Designed Punch Cards
• 3.3 Neural Style Punch Card Designs
• 3.4 AdaIN Style Transfer Punch Card Designs
• 3.5 StyleGAN2 Designed Punch Cards
• 3.6 Physical Results
• 3.7 Neural Style Transfer Knit
• 3.8 AdaIN Style Transfer Knit
• 3.9 StyleGAN2 Knit
• 4 Conclusion
• References
• Bio-Tile: An Intelligent Hybrid-Infrastructure
• 1 Introduction
• 2 Design Methodology
• 2.1 Inherent Code of Nature
• 2.2 Rhizomatic Occupied Territory
• 3 Material-System and the Increase of Biodiversity
• 3.1 Ecological Interventions and Surface Manipulation
• 3.2 Material Selection.
• 4 Evolutionary Process of Making and Material Formation
• 5 Broader Consequences
• References
• Bio-Design Intelligence
• 1 Introduction
• 2 Natural Intelligence
• 2.1 BioHybrids
• 3 Bio-Material Intelligence
• 4 Conclusions
• References
• A Study of Bio-Computational Design in Terms of Enhancing Water Absorption by Method of Bionics Within the Architectural Fields
• 1 Bio-Receptive and Bio-Colonization
• 2 The Introduction of Transition Zone
• 3 Water Delivery Path in Nature
• 4 Computational Design Principle
• 5 Bionics Within the Architectural Fields
• 6 Fabrication Method
• 6.1 Material Test
• 6.2 Fabrication Test
• 7 Conclusion
• 8 References
• Simulation, Prediction and Optimization
• Environmental Data-Driven Performance-Based Topological Optimisation for Morphology Evolution of Artificial Taihu Stone
• 1 Introduction
• 2 Design Methodology
• 2.1 Principle of Experiment
• 2.2 Environment Parameters of Experiments
• 2.3 Special Parameters Tested in the Experiments
• 2.4 Self-criticism of the Experiment Methodology
• 3 Quantitative Definition of Physical Characteristics of Artificial Taihu Stone with the Parametric Method
• 3.1 Criteria of Traditional Aesthetics of Chinese Taihu Stone
• 3.2 Parametric Definition of "Shou"
• 3.3 Parametric Definition of "Lou"
• 4 Screening and Evaluation of Artificial Taihu Stone Through Experiment
• 4.1 The Degree of Complexity of the Spatial Topology
• 4.2 The Degree of Connectivity Between the Holes
• 5 The Value of Artificial Taihu Stone in Fields of Crafts and Porous Space
• 5.1 Porosity Crafts
• 5.2 Porosity Architecture
• References
• Custom-Fit and Lightweight Optimization Design of Exoskeletons Using Parametric Conformal Lattice
• 1 Introduction
• 2 Multi-dimensional Customized Design Method
• 2.1 Design Domain and Modelling.
• 2.2 Numerical Analysis Based on Topology Optimization
• 2.3 Conformal Lattice Generative Design
• 3 Conclusion
• References
• A POI-Based Machine Learning Method for Predicting Residents' Health Status
• 1 Introduction
• 1.1 Health Environment
• 1.2 Problem Statement
• 1.3 Objectives
• 2 Methodology
• 2.1 Data Source
• 2.2 Data Analysis
• 2.3 Principal Component Analysis (PCA)
• 2.4 Machine Learning
• 3 Results
• 4 Discussion
• 4.1 Prediction and Theory Testimony
• 4.2 Challenges and Future Research
• 5 Conclusion
• References
• Research on Epidemic Prevention and Management Measures in University Based on GIS and ABM - Taking South China University of Technology (Wushan Campus) as an Example
• 1 Introduction
• 2 Methodology
• 2.1 Research Scope
• 2.2 Research Data
• 3 Result
• 3.1 Analysis of General Elements
• 3.2 Comparison of Management Measures
• 3.3 Closed-Off Management
• 3.4 Zoning Management
• 3.5 Self Prevention
• 4 Conclusion
• Referencess
• Environmentally Driven Aggregate Façade Systems
• 1 Introduction
• 1.1 Design Experiment: Timber Façade
• 1.2 Design Experiment: Metal Façade
• 2 Conclusion
• 3 Future Research
• References
• Optimization of Daylight and Thermal Performance of Building Façade: A Case Study of Office Buildings in Nanjing
• 1 Introduction
• 2 Research Method
• 2.1 Shape Generation
• 2.2 Performance Simulation
• 2.3 Data Analysis and Visualization
• 3 Result Analysis
• 4 Conclusion
• References
• Integration of Algorithm-Based Optimization into the Design Process of Industrial Buildings: A Case Study
• 1 Introduction on Form Finding
• 1.1 Form Finding in Industrial Architecture
• 1.2 Architecture Optimized by Algorithms
• 2 Methodology
• 2.1 Overview of the Design Steps
• 2.2 Volume Clustering Optimization
• 3 Results
• 4 Discussion and Future Development.
• 5 Conclusion
• References
• From Separation to Incorporation - A Full-Circle Application of Computational Approaches to Performance-Based Architectural Design
• 1 Introduction
• 2 Method
• 3 Case Study
• 3.1 Building Massing Design
• 3.2 Floor Plan Design
• 3.3 Facade Design
• 3.4 Final Design Work
• 4 Discussion and Conclusion
• References
• Interaction and Perception
• 4D Soft Material Systems
• 1 The Dance of Agencies
• 2 4D Rapid Liquid Printing
• 3 Shape-Shifting Silicones
• 3.1 Ethanol-Based Active Responsive Material System
• 3.2 PVS-Based Passive Responsive Material System
• 4 Discussion and Conclusions
• References
• Material Response: Technology, Material Systems and Responsive Design
• 1 Introduction
• 2 Forms of Communication: Verbal, Non-verbal, Sensorium
• 3 Materials and Methods
• 4 Responsive Technologies
• 5 Conclusions
• References
• Diversifying Emotional Experience by Layered Interfaces in Affective Interactive Installations
• 1 Background
• 2 Proposal
• 3 Reaction Mechanism
• 4 Prototype
• 4.1 Integrated Physical-Digital Setup
• 4.2 The Design of Mechanical Flower
• 4.3 The Process of Emotional Interaction
• 5 Experiment and Results
• 6 Conclusion and Discussion
• References
• Measuring Human Perception of Biophilically-Driven Design with Facial Micro-expressions Analysis and EEG Biosensor
• 1 Introduction
• 2 Biophilic Design Framework
• 3 Materials and Methods
• 3.1 Algorithmic Modeling of Biophilically-Driven Geometry
• 3.2 Facial Micro-expressions Analysis
• 3.3 EEG Biosensor and Customized Data Capture Tool
• 4 Quantified Self Practice Results
• 5 Conclusions
• References
• Subjectively Measured Streetscape Qualities for Shanghai with Large-Scale Application of Computer Vision and Machine Learning
• 1 Introduction
• 2 Literature Review.
• 2.1 Objective and Subjective Measures.