Table of Contents
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 ofEvolving 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 andCengiz 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 MiaArdiati 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.