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|a Preface -- List of Reviewers -- NEW DESIGN METHODS:Towards the Rapid Design of Engineered Systems Through Deep Neural Networks, by Christopher McComb -- Deep Componentbased Neural Network Energy Modelling for Early Design Stage Prediction, by Sundaravelpandian Singaravel and Philipp Geyer -- Unsuccessful External Search: Using Neuroimaging to Understand Fruitless Periods of Design Ideation Involving Inspirational Stimuli, by Kosa GoucherLambert, Jarrod Moss and Jonathan Cagan -- Designing With and For the Crowd: A Cognitive Study of Design Processes in NatureNet, by Stephen MacNeil, Sarah Abdellahi, Mary Lou Maher, Jin Goog Kim, Mohammad Mahzoon and Kazjon Grace -- A Comparison of Tree Search Method for Graph Topology Design Problems, by Ada Rhodes Short, Bryony Dupont and Matt Campbell -- DESIGN COGNITION - DESIGN APPROACHES: Externalizing Co-Design Cognition through Immersive Retrospection, byTomás Dorta, Emmanuel Beaudry Marchand and Davide Pierini -- Demystifying the Creative Qualities of Evolving Actions in Design Reasoning Processes, by Tamir ElKhouly -- The Effect of Tangible Interaction on Spatial Design Tasks, by Jingoog Kim, Mary Maher and Lina Lee -- Sidebyside HumanComputer Design using a Tangible User Interface, by Matt Law, Nikhil Dhawan, Hyunseung Bang, SoYeon Yoon, Daniel Selva and Guy Hoffman -- DESIGN SYNTHESIS: Utility of Evolutionary Design in Architectural Form Finding: An Investigation into Constraint Handling Strategies, by Likai Wang, Patrick Janssen and Guohua Ji -- Exploring the Feature Space to Aid Learning in Design Space Exploration, by Hyunseung Bang, Lily Shi, SoYeon Yoon, Guy Hoffman and Daniel Selva -- Redefining Supports: Extending Mass Customization with Digital Tools for Collaborative Residential Design, by Tian Tian Lo, Basem Eid Mohamed and Marc Aurel Schnabel -- Voxel Synthesis for Generative Design, by Matvey Khokhlov, Immanuel Koh and Jeffrey Huang -- DESIGN THEORY: Model based abduction in designs, by Lauri Koskela and Ehud Kroll -- Ekphrasis as a Basis for a Framework for Creative Design Processes, by Udo Kannengiesser and John Gero -- Notes for an Improvisational Specification of Design Spaces, by Alexandros Charidis -- Design of Transfer Reinforcement Learning Mechanisms for Autonomous Collision Avoidance, by Xiongqing Liu and Yan Jin -- DESIGN COGNITION - DESIGN BEHAVIORS: Building a Social-Cognitive Framework for Design: Personality and Design Self-Efficacy Effects on Pro-Design Behaviors, by Hristina Milojevic and Yan Jin -- Cognitive Style and Field Knowledge in Complex Design Problem Solving: A Comparative Case Study of Decision Support Systems, by Yuan Ling Zi Shi, Hyunseung Bang, Guy Hoffman, Daniel Selva and SoYeon Yoon -- What Do Experienced Practitioners Discuss When Designing Product/Service Systems?, by Abhijna Neramballi, Tomohiko Sakao and John Gero -- Visual behaviour during perception of architectural drawings: differences between architects and non-architects, by Luis Vasconcelos, ChihChun Canan Colaco and Cengiz Acarturk -- DESIGN GRAMMARS: On John Portman's Atria: Two Exercises in Hotel Composition, by Heather Ligler and Athanassios Economou -- Monitoring China's City Expansion in the UrbanRural Fringe: A Generative Grammar for Binjiang District in Hangzhou, by Ruichen Ni and Jose Duarte -- Composite Shape Rules, by Rudi Stouffs and Dan Hou -- Shape Grammars as a Probabilistic Model for Building Type Definition and Computation of Possible Instances: The Case Study of Ancient Greek and Roman Libraries, by Myrsini Mamoli -- Grammars for Making Revisited, by Djordje Krstic -- DESIGN PROCESSES: Rule-based systems in adaptation processes: a methodological framework for the adaptation of office buildings into housing, by Camilla Guerritore and Jose Duarte -- Using Argumentative, Semantic Grammar for Capture of Design Rationale, by Raymond McCall -- Identifying Design Rationale Using Ant Colony Optimization, by Miriam Lester and Janet Burge -- Biased Decision Making in Realistic ExtraProcedural Nuclear Control Room Scenarios, by Emil Andersen, Igor Kozine and Anja Maier -- DESIGN MODELLING: Modelling Collaboration in Parameter Design using Multiagent Learning, by Daniel Hulse, Kagan Tumer, Christopher Hoyle and Irem Tumer -- Exploring the Effect of Experience on Team Behaviour: A Computational Approach, by Marija Majda Perisic, Mario Storga and John Gero -- An Exploration of the Effects of Managerial Intervention on Engineering Design Team Performance, by Joshua Gyory, Jonathan Cagan and Kenneth Kotovsky -- A Study in Function Modeling Preferences and its Variation with Designer Expertise and Product Types, by Xiaoyang Mao and Chiradeep Sen -- DESIGN AND VISUALIZATION: Information Visualisation for Project Management: Case Study of Bath Formula Student Project, by Nataliya Mogles, Lia Emanuel, Chris Snider, James Gopsill, Sian JoelEdgar, Kevin Robinson, Ben Hicks, David Jones and Linda Newnes -- A Visualisation Tool to Investigate the Interplay of External and Internal Processes, by Mia Ardiati Tedjosaputro and Yi Teng Shih -- Visual Interactivity to Make Sense of Heterogeneous Streams of Design Activity Data, by Yasuhiro Yamamoto and Kumiyo Nakakoji -- Style-Oriented Evolutionary Design of Architectural Forms Directed by Aesthetic Measure, by Agnieszka Mars, Ewa Grabska, Grażyna Ślusarczyk and Barbara Strug -- Creative Sketching Apprentice: Supporting Conceptual Shifts in Sketch Ideation, by Pegah Karimi, Kazjon Grace, Nicholas Davis and Mary Lou Maher -- First Author Email Index -- Author Index.
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