Design computing and cognition '22 / / John S. Gero

• Autore: Gero John S.
• Pubblicazione: Cham, Switzerland : , : Springer International Publishing, , [2023]; ©2023
• Edizione: 1st ed. 2023.
• Descrizione fisica: 1 online resource (819 pages)
• Disciplina: 720.2840285536
• Soggetto topico: Architectural design - Data processing; Artificial intelligence
• Nota di contenuto: Intro -- Preface -- List of Reviewers -- Contents -- Natural Language Processing and Design -- Extracting Information for Creating SAPPhIRE Model of Causality from Natural Language Descriptions -- Introduction -- Design Creativity and Design by Analogy -- Support for Design by Analogy -- Structured Representation from a Natural Language Description -- Research Questions and Research Methodology -- Opportunities for Research -- Research Questions -- Research Methodology -- Intercoder Reliability Study -- Goals of the Study -- Study Procedure -- Samples Used in the Intercoder Reliability Study and Results -- Proposed Process -- Process Descriptions -- Process Validation -- Developer Testing -- User Validation of the New Process -- Discussion -- Conclusions -- References -- Recognizing the Structure of Biological Designs in Text Documents -- Introduction -- Related Research -- Intelligent Biologically Inspired Design -- Structure Recognition in IBID -- Positive Example of IBID's Structure Recognition -- Negative Examples of IBID's Structure Recognition -- Experimentation and Results -- Comparing IBID's Results and the Humans' Results -- Adjusting for Sources of Discrepancies via Adjusting the Ontology and Relaxation of Matching Criteria -- Discussion -- Conclusions -- References -- Generative Design Ideation: A Natural Language Generation Approach -- Background -- Computer-Aided Design Ideation -- Pre-trained Language Model -- Aim -- Significance -- Method -- Case Study and Results -- Discussion and Future Work -- References -- The ABC (Affordance-Bias-Cognition) Reasoning of Product-Use Interaction: A Text Mining Approach -- Introduction -- Background -- Product-Use Interaction from a Cognitive Perspective -- Text Mining Approaches to Analyze Design Artifacts -- Theoretical Framework -- Data and Methodology -- Results -- Discussion. ; Limitations and Future Developments -- Conclusions -- References -- Design Progress Dashboard: Visualising a Quantitative Divergent/Convergent Pattern of Design Team Progress Through Natural Language Processing -- Introduction -- Related Works -- Reframing a Design Problem -- The Importance of Divergence and Convergence in Design -- Design Process Across Products, Systems & -- Services -- Opportunity of Adopting NLP in Design Documentations -- Research Methodology -- Corpus Setup -- Data Collection -- Data Cleaning Using NLP -- Data Processing -- Data Visualisation -- Results and Discussion -- Data Visualisation Framework -- Individual, Team and Class Representation -- Final Peer Assessment -- Case Study -- Conclusion -- Limitations -- Future Work -- References -- TechNet 2.0: Expanding Technology Semantic Network with Qualitative Relations to Enhance Reasoning Capabilities -- Introduction -- Merging TechNet and EKG -- TechNet 2.0: New Reasoning Capabilities -- Discussions and Outlook -- References -- Design Cognition-1 -- A Classification of Methods and Constructs in Design Cognition Research -- Introduction -- Methods -- Defining Terms -- Research Methods for Investigating Design Cognition -- Self-report -- Behavioural -- Physiological -- Design Cognition Constructs -- Reasoning -- Logical Reasoning -- Visual Reasoning -- Dual-Process Theories of Reasoning -- Decision Making -- Knowledge and Memory -- Metacognition -- Executive Functions -- Attention -- Visual Perception and Mental Imagery -- Classifying Methods and Constructs -- Conclusions -- References -- Is the PSVT:R Suitable for Evaluating Spatial Skill in Design? A Critique -- Background/Motivation -- Aims -- Significance -- Method -- Results -- What Is the Origin of the Term "Gestalt Processing" in Spatial Ability Assessment? -- How Are Gestalt and Analytic Processing Defined?. ; How Was It Determined That the PSVT:R Is the Test of Spatial Ability that Best Measures "Gestalt Processing"? -- What Are the Implications for Using the PSVT:R to Assess Spatial Ability? -- Conclusions -- References -- Effects of Open-Endedness on Problem Solving Behaviour -- Introduction -- Problem Solving -- Ill-Structured, Open-Ended Problems -- The Present Study -- Solution Variability -- Path Dependency -- Perceived Difficulty -- Method -- Participants and Experimental Design -- Experimental Conditions and Stimuli Design -- Procedure -- Measures -- Results -- Solution Variability -- Path Dependency -- Task Difficulty -- Discussion -- References -- A Focussed Literature Review of Dual-Process Thinking to Inform the Study of Hackathons -- Introduction -- Background and Motivation -- Dual-Process Theory -- A Dual-Process Theory of Design -- Description of Hackathons -- Study Objectives -- Methodology -- Findings -- Dual-Process Theory in the Hackathon Design Process -- Dual-Process Theory During Problem Definition -- Dual-Process Theory During Conceptual Design -- Dual-Process Theory During Preliminary Design -- Dual-Process Theory During Detailed Design -- Dual-Process Theory During Communication -- Impact of Environment on Cognition -- Discussion -- Future Research Directions -- Limitations -- Conclusion -- References -- A Systems Thinking Inspired Approach to Understanding Design Activity -- Introduction -- Background -- Systems and Systems Thinking -- Systems Thinking and Design -- Systems Mapping -- System Mapping for Analyzing Design Protocols: A Novel Approach -- Method -- Data Collection -- Generation of Maps -- Results -- Size of the Map -- Maps over Time -- Patterns in Maps -- Discussion -- Contributions and Significance -- Future Research -- Conclusion -- References. ; Investigating the Cognitive Processes Involved in Design Ideation Using Psychological Tests -- Introduction -- Existing Behavioral Literature on Ideation -- Present Study -- Methods -- Participants -- Tasks and Procedure -- Ideation Tasks -- Novelty Assessment Procedure -- Results -- Correlations Between Novelty and Cognitive Processes -- Variance in Novelty Scores Accounted for by the Cognitive Processes -- Discussion -- Semantic Association -- Executive Functions -- Broad Retrieval Ability (Gr) -- Inhibition -- Working Memory -- Intelligence -- Mental Imagery -- Divergent Thinking -- Variance in Novelty Accounted for by the Cognitive Processes -- Limitations -- Conclusion -- References -- Design Neurocognition -- Brain and Behavior in Engineering Design: An Exploratory Study on Using Concept Mapping -- Introduction -- Background -- Using fNIRS to Explore Neurocognitive Activation and Brain Network -- Research Questions -- Methods -- Experiment Design -- Data Analysis -- Results -- Students' Neurocognitive Activation Is Positively Correlated with Their Concept Mapping Performance -- Students' Brain Network Features Are Negatively Correlated with Their Concept Mapping Performance -- Discussion -- Conclusion -- References -- EEG Microstate Characteristics in Product Conceptual Design: Increased Time Coverage of Microstate Class Related to the Default Mode Network -- Background/Motivation -- Aims and Hypotheses -- Method -- Participants -- Experimental Design -- EEG Data Acquisition and Processing -- Statistical Analysis -- Results -- Changes of Microstate Parameters in Non-Creative Conditions -- Changes of Microstate Parameters Among Creative Conditions -- Duration -- Occurrence -- Coverage -- Discussion -- Interpretation of the Thinking Modalities of Each Microstate Class Following the Results of the Non-Creativity Task (Rest, MI, and VF). ; Differences in Microstate Parameters Between the Creativity Tasks -- Conclusions -- References -- Neurophysiological Responses to Biophilic Design: A Pilot Experiment Using VR and EEG -- Background -- Aims -- Method -- Participants -- Environmental Simulation -- Experiment Procedure -- Data Collection and Processing Methods -- Data Analysis Methods -- Analysis of Results -- Effect of Biophilic Design on Relative Alpha (RA) Power -- Effect of Biophilic Design on Relative Beta (RB) Power -- Discussion -- Conclusion -- References -- Comparing Designers' EEG Activity Characteristics for Common Association and Remote Association -- Introduction -- Methodology -- Participants -- Tasks -- Procedure -- EEG Recording and Equipment -- EEG Data Analysis -- Results -- Spectral Analysis -- ERPS Results -- EEG Signals Tendency Results -- Discussion -- Compare the Findings with Existing Studies -- Comparing the EEG Activities for Remote Association and Common Association -- Limitations and Future Research -- Conclusion -- References -- Characterization of Design Brain States Over Time When Using Morphological Analysis and TRIZ -- Introduction -- Background -- Two Approaches to Concept Generation: Characteristics of Morphological Analysis and TRIZ -- Using Dynamic Functional Connectivity to Identify Brain States -- Methodology -- Experiment Design -- Data Collection -- Data Analysis -- Results -- Identification of Brain States When Generating Concepts with Morphological Analysis -- Identification of Brain States When Generating Concepts with TRIZ -- Discussion and Limitations -- Conclusion -- References -- Learning and Design -- Representing Design Cognition Through 3-D Deep Generative Models -- Background -- Aims -- Significance -- Project -- Concept -- Context -- Analyzing the Data -- Experiment 1: LiDAR Scanner -- Experiment 2: Mesh Model-Partition with a Grid. ; Experiment 3: Partition with Design References.
• Sommario/riassunto: This book reports research and development that represent the state of the art in artificial intelligence in design, design cognition, design neurocognition, and design theories from the Tenth International Conference on Design Computing and Cognition held in Glasgow, UK, in 2022. The 48 chapters are grouped under the headings of natural language processing and design; design cognition; design neurocognition; learning and design; creative design and co-design; shape grammars; quantum computing; and human behavior. These contributions are of particular interest to design researchers and design educators, as well as to users of advanced computation and cognitive science. This book contains knowledge about the cognitive and neurocognitive behavior of designers, which is valuable to those who need to gain a better understanding of designing.
• Titolo autorizzato: Design computing and cognition '22
• ISBN: 9783031204180; 9783031204173
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910640380603321
• Lo trovi qui: Univ. Federico II