Computer-automated Design and Engineering
Introduction
Intelligent Computer Systems in Engineering Design: Principles and Applications by Staffan Sunnersjö, How to Successfully Implement Automated Engineering Design Systems: Reviewing Four Case Studies by Joel Johansson and Fredrik Elgh, Intelligent Computer-aided Design Systems: Past 20 Years and Future 20 Years by Tetsuo Tomiyama, Computer-based Design Synthesis Research: An Overview by Amaresh Chakrabarti, Kristina Shea, Robert Stone, Jonathan Cagan, Matthew Campbell, Noe V. Hernandez and Kristin L. Wood and Deep Generative Models in Engineering Design: A Review by Lyle Regenwetter, Amin H. Nobari and Faez Ahmed.
Screencasting and Computer Vision
Chronicle: Capture, Exploration, and Playback of Document Workflow Histories by Tovi Grossman, Justin Matejka and George Fitzmaurice, Reverse Engineering Time-series Interaction Data from Screen-captured Videos by Lingfeng Bao, Jing Li, Zhenchang Xing, Xinyu Wang and Bo Zhou, InspectorWidget: A System to Analyze Users Behaviors in their Applications by Christian Frisson, Sylvain Malacria, Gilles Bailly and Thierry Dutoit, Capturing and Analysing How Designers Use CAD Software by Samira Sadeghi, Thomas Dargon, Louis Rivest and Jean-Philippe Pernot, Workflow Graphs: A Computational Model of Collective Task Strategies for 3D Design Software by Minsuk Chang, Ben Lafreniere, Juho Kim, George Fitzmaurice and Tovi Grossman, Deep Learning Advances in Computer Vision with 3D Data: A Survey by Anastasia Ioannidou, Elisavet Chatzilari, Spiros Nikolopoulos and Ioannis Kompatsiaris, Towards Total Scene Understanding: Classification, Annotation and Segmentation in an Automatic Framework by Li-Jia Li, Richard Socher and Li Fei-Fei, Towards Scene Understanding with Detailed 3D Object Representations by M. Zeeshan Zia, Michael Stark and Konrad Schindler, Compositional Scene Representation Learning via Reconstruction: A Survey by Jinyang Yuan, Tonglin Chen, Bin Li and Xiangyang Xue and Neural Scene Representation and Rendering by S. M. Ali Eslami, Danilo J. Rezende, Frederic Besse, Fabio Viola, Ari S. Morcos, Marta Garnelo, Avraham Ruderman, Andrei A. Rusu, Ivo Danihelka, Karol Gregor, David P. Reichert, Lars Buesing, Theophane Weber, Oriol Vinyals, Dan Rosenbaum, Neil Rabinowitz, Helen King, Chloe Hillier, Matt Botvinick, Daan Wierstra, Koray Kavukcuoglu and Demis Hassabis.
Process Mining and Discovery
Process Mining by Wil M. P. van der Aalst, Automating Process Discovery through Event-data Analysis by Jonathan E. Cook and Alexander L. Wolf, Mining Process Models from Workflow Logs by Rakesh Agrawal, Dimitrios Gunopulos and Frank Leymann, Workflow Mining: Discovering Process Models from Event Logs by Wil M. P. van der Aalst, Ton Weijters and Laura Maruster, On the Role of Fitness, Precision, Generalization and Simplicity in Process Discovery by Joos C. A. M. Buijs, Boudewijn F. van Dongen and Wil M. P. van der Aalst, Process Discovery Using Graph Neural Networks by Dominique Sommers, Vlado Menkovski and Dirk Fahland, Mining Intentional Process Models by Ghazaleh Khodabandelou, Mining Users' Intents from Logs by Ghazaleh Khodabandelou, Charlotte Hug and Camille Salinesi, From Event Logs to Goals: A Systematic Literature Review of Goal-oriented Process Mining by Mahdi Ghasemi and Daniel Amyot and Goal-oriented Process Mining by Mahdi Ghasemi.
Activity, Plan, and Goal Recognition
Activity, Plan, and Goal Recognition: A Review by Franz A. van Horenbeke and Angelika Peer, Plan, Activity, and Intent Recognition: Theory and Practice edited by Gita Sukthankar, Christopher W. Geib, Hung Bui, David Pynadath and Robert P. Goldman, The Plan Recognition Problem: An Intersection of Psychology and Artificial Intelligence by Charles F. Schmidt, Natesa S. Sridharan and John L. Goodson, A New Model of Plan Recognition by Robert P. Goldman, Christopher W. Geib and Christopher A. Miller and Goal Recognition Using Off-the-shelf Process Mining Techniques by Artem Polyvyanyy, Zihang Su, Nir Lipovetzky and Sebastian Sardina.
Design Rationale
A Process-oriented Approach to Design Rationale by E. Jeffrey Conklin and K. C. Burgess Yakemovic, A Survey of Design Rationale Systems: Approaches, Representation, Capture and Retrieval by William C. Regli, Xiaochun Hu, Michael Atwood and Wei Sun, Design Rationale: Concepts, Techniques, and Use edited by Thomas P. Moran and John M. Carroll and Questions, Options, and Criteria: Elements of Design Space Analysis by Allan MacLean, Richard M. Young, Victoria M. E. Bellotti and Thomas P. Moran.
Robotic Process Automation
Robotic Process Automation by Wil M. P. van der Aalst, Martin Bichler and Armin Heinzl, Robotic Process Automation: Systematic Literature Review by Lucija Ivančić, Dalia S. Vugec and Vesna B. Vukšić and Robotic Process Automation: Contemporary Themes and Challenges by Rehan Syed, Suriadi Suriadi, Michael Adams, Wasana Bandara, Sander J. J. Leemans, Chun Ouyang, Arthur H. M. ter Hofstede, Inge van de Weerd, Moe Thandar Wynn and Hajo A. Reijers.
Cognitive Task Analysis
Towards Cognitive Computer Aided Engineering by Stefan Suwelack, Markus Stoll, Annika Meyer, Steffen Slavetinsky, Manuel Serf, Nikola Bursac, Albert Albers, Rolf Bendl, Rüdiger Dillmann and Stefanie Speidel, Cognitive Task Analysis by Sallie E. Gordon and Richard T. Gill, Cognitive Task Analysis edited by Jan M. Schraagen, Susan F. Chipman and Valerie L. Shalin and Working Minds: A Practitioner's Guide to Cognitive Task Analysis by Beth Crandall, Gary A. Klein and Robert R. Hoffman.
Cognitive Automation
Cognitive Automation by Christian Engel, Philipp Ebel and Jan M. Leimeister and Robotic Process and Cognitive Automation: The Next Phase by Mary Lacity and Leslie P. Willcocks.
Specifications and Requirements
On Formal Specification of Design Tasks by Frances M. T. Brazier, Pieter H. G. van Langen, Zsófia Ruttkay and Jan Treur, Current Research in the Engineering Design Requirement by Mansur J. Darlington and Steve J. Culley and Extracting Design Information from Natural Language Specifications by Ian G. Harris.
Verification and Validation
Design Verification and Validation in Product Lifecycle by Paul G. Maropoulos and Dariusz Ceglarek.
Reverse Engineering
Reverse Engineering Modeling Methods and Tools: A Survey by Francesco Buonamici, Monica Carfagni, Rocco Furferi, Lapo Governi, Alessandro Lapini and Yary Volpe, A Comprehensive Process of Reverse Engineering from 3D Meshes to CAD Models by Roseline Bénière, Gérard Subsol, Gilles Gesquière, François Le Breton and William Puech, InverseCSG: Automatic Conversion of 3D Models to CSG Trees by Tao Du, Jeevana P. Inala, Yewen Pu, Andrew Spielberg, Adriana Schulz, Daniela Rus, Armando Solar-Lezama and Wojciech Matusik, Constructing 3D CSG Models from 3D Raw Point Clouds by Qiaoyun Wu, Kai Xu and Jun Wang, Functional Programming for Compiling and Decompiling Computer-aided Design by Chandrakana Nandi, James R. Wilcox, Pavel Panchekha, Taylor Blau, Dan Grossman and Zachary Tatlock, Programming Language Tools and Techniques for Computational Fabrication by Chandrakana Nandi, Inferring CAD Modeling Sequences Using Zone Graphs by Xianghao Xu, Wenzhe Peng, Chin-Yi Cheng, Karl D. D. Willis and Daniel Ritchie, ShapeAssembly: Learning to Generate Programs for 3D Shape Structure Synthesis by R. Kenny Jones, Theresa Barton, Xianghao Xu, Kai Wang, Ellen Jiang, Paul Guerrero, Niloy J. Mitra and Daniel Ritchie, ShapeMOD: Macro Operation Discovery for 3D Shape Programs by R. Kenny Jones, David Charatan, Paul Guerrero, Niloy J. Mitra and Daniel Ritchie, The Recovery of Design Intent in Reverse Engineering Problems by Basilio R. Barbero and A Framework for Representing Design Intent by Rajaram Ganeshan, James Garrett and Susan Finger.
Education
Impact of Screen-capture Based Instruction on Student Comprehension of Computer Aided Design (CAD) Software Principles by James E. Folkestad and Michael A. de Miranda, Teaching and Assessing CAD Using Online Demonstrations by Derek Covill, Tim Katz and Richard Morris, A Study of the Learning Models Employed by Industrial Design Students when Learning to Use 3D Computer-aided Design (CAD) Software by Jeng-Chung Wu, Defining the Variables that Contribute to Developing 3D CAD Modelling Expertise by Anthony Rynne, William F. Gaughran and Niall Seery, Heuristics and CAD Modelling: An Examination of Student Behaviour during Problem Solving Episodes within CAD Modelling Activities by Jeffrey Buckley, Niall Seery and Donal Canty, Adaptive Expertise and its Manifestation in CAD Modeling: A Comparison of Practitioners and Students by Elif Ozturk, Bugrahan Yalvac, Michael Johnson, Xiaobo Peng and Ke Liu, Examining the Role of Contextual Exercises and Adaptive Expertise on CAD Model Creation Procedures by Michael D. Johnson, Elif Ozturk, Lauralee M. Valverde, Bugrahan Yalvac and Xiaobo Peng, Analysis of Contextual Computer-aided Design (CAD) Exercises by Elif Ozturk, Bugrahan Yalvac, Xiaobo Peng, Lauralee M. Valverde, Prentiss D. McGary and Michael Johnson, An Examination of the Effects of Contextual Computer-aided Design Exercises on Student Modeling Performance by Michael D. Johnson, Xiaobo Peng, Bugrahan Yalvac, Elif Ozturk and Ke Liu, Measuring Adaptive Expertise in Engineering Education by Olga Pierrakos, Robin D. Anderson and Cheryl A. Welch, Drawings and the Design Process: A Review of Protocol Studies in Design and other Disciplines and Related Research in Cognitive Psychology by Allan T. Purcell and John S. Gero and Development of a Novel Computer-aided Design Experiment Protocol for Studying Designer Behaviours by James Y. Chen.
Intelligent Tutoring Systems
Development of Interactive CAD Teaching System by Wei Xu, Development of an Intelligent Tutoring System for Design Education by Lukas V. Hoppe, Stefan Plappert, Paul C. Gembarski and Roland Lachmayer, TutorialPlan: Automated Tutorial Generation from CAD Drawings by Wei Li, Yuanlin Zhang and George Fitzmaurice, Intelligent Tutoring System as a Tool of Formative Assessment in Design Education by Lukas V. Hoppe, Paul C. Gembarski and Roland Lachmayer, Analysis of Contextual Computer-aided Design (CAD) Exercises by Elif Ozturk, Bugrahan Yalvac, Xiaobo Peng, Lauralee M. Valverde, Prentiss D. McGary and Michael Johnson, Examining the Role of Contextual Exercises and Adaptive Expertise on CAD Model Creation Procedures by Michael D. Johnson, Elif Ozturk, Lauralee M. Valverde, Bugrahan Yalvac and Xiaobo Peng, An Examination of the Effects of Contextual Computer-aided Design Exercises on Student Modeling Performance by Michael D. Johnson, Xiaobo Peng, Bugrahan Yalvac, Elif Ozturk and Ke Liu and Measuring Adaptive Expertise in Engineering Education by Olga Pierrakos, Robin D. Anderson and Cheryl A. Welch.
Design and Engineering Assistants
Does Intelligent CAD Exist? by Kenneth J. MacCallum, Intelligent Computer-aided Engineering by Kenneth D. Forbus, Intelligent Computer-aided Design Systems: Past 20 Years and Future 20 Years by Tetsuo Tomiyama, On the Use of Process Mining and Machine Learning to Support Decision Making in Systems Design by Widad Es-Soufi, Esma Yahia and Lionel Roucoules, Command Prediction based on Early 3D Modeling Design Logs by Deep Neural Networks by Wen Gao, Xuanming Zhang, Qiushi He, Borong Lin and Weixin Huang, Engineering Sketch Generation for Computer-aided Design by Karl D. D. Willis, Pradeep K. Jayaraman, Joseph G. Lambourne, Hang Chu and Yewen Pu, Computer-aided Design as Language by Yaroslav Ganin, Sergey Bartunov, Yujia Li, Ethan Keller and Stefano Saliceti, SketchGen: Generating Constrained CAD Sketches by Wamiq Para, Shariq Bhat, Paul Guerrero, Tom Kelly, Niloy Mitra, Leonidas J. Guibas and Peter Wonka, Deep Generative Models in Engineering Design: A Review by Lyle Regenwetter, Amin H. Nobari and Faez Ahmed, DeepCAD: A Deep Generative Network for Computer-aided Design Models by Rundi Wu, Chang Xiao and Changxi Zheng, COALESCE: Component Assembly by Learning to Synthesize Connections by Kangxue Yin, Zhiqin Chen, Siddhartha Chaudhuri, Matthew Fisher, Vladimir G. Kim and Hao Zhang, ShapeAssembly: Learning to Generate Programs for 3D Shape Structure Synthesis by R. Kenny Jones, Theresa Barton, Xianghao Xu, Kai Wang, Ellen Jiang, Paul Guerrero, Niloy J. Mitra and Daniel Ritchie, ShapeMOD: Macro Operation Discovery for 3D Shape Programs by R. Kenny Jones, David Charatan, Paul Guerrero, Niloy J. Mitra and Daniel Ritchie, Kinematic Synthesis Using Reinforcement Learning by Kaz Vermeer, Reinier Kuppens and Justus Herder, Computational Creativity via Assisted Variational Synthesis of Mechanisms Using Deep Generative Models by Shrinath Deshpande and Anurag Purwar, Feature-based Generative Design of Mechanisms with a Variational Autoencoder by Benjamin F. Brandt, Scribbler: Controlling Deep Image Synthesis with Sketch and Color by Patsorn Sangkloy, Jingwan Lu, Chen Fang, Fisher Yu and James Hays, Deep Factorised Inverse-sketching by Kaiyue Pang, Da Li, Jifei Song, Yi-Zhe Song, Tao Xiang and Timothy M. Hospedales, SketchGAN: Joint Sketch Completion and Recognition with Generative Adversarial Network by Fang Liu, Xiaoming Deng, Yu-Kun Lai, Yong-Jin Liu, Cuixia Ma and Hongan Wang, 3D Sketch: Sketch-based Model Reconstruction and Rendering by Jun Mitani, Hiromasa Suzuki and Fumihiko Kimura, Sketch-based Shape Retrieval by Mathias Eitz, Ronald Richter, Tamy Boubekeur, Kristian Hildebrand and Marc Alexa, A Comparison of Methods for Sketch-based 3D Shape Retrieval by Bo Li, Yijuan Lu, Afzal Godil, Tobias Schreck, Benjamin Bustos, Alfredo Ferreira, Takahiko Furuya, Manuel J. Fonseca, Henry Johan, Takahiro Matsuda, Ryutarou Ohbuchi, Pedro B. Pascoal and Jose M. Saavedra, Integration of Sketch-based Ideation and 3D Modeling with CAD Systems by Islam Gharib, Sketch-based Modeling: A Survey by Luke Olsen, Faramarz F. Samavati, Mario Costa Sousa and Joaquim A. Jorge, A Survey of Sketch-based 3-D Modeling Techniques by Matthew T. Cook and Arvin Agah, A Freehand Sketching Interface for Progressive Construction and Analysis of 3D Objects by Mark Masry, Dong J. Kang, I. Susilo and Hod Lipson, The Effect of Supplemental Pictorial Freehand Sketches on the Construction of CAD Models by Maria Nizovtseva, Towards a Natural Language Interface for CAD by Tariq Samad and Stephen W. Director, Natural Voice-enabled CAD: Modeling via Natural Discourse by Sukui Xue, Xinyu Kou and Sooi T. Tan, About the Introduction of a Dialogue-based Interaction within CAD Systems by Niccolò Becattini, Yuri Borgianni, Gaetano Cascini and Federico Rotini, Knowledge-guided Inference for Voice-enabled CAD by Xinyu Kou, Sukui Xue and Sooi T. Tan, Knowledge Based Engineering: Between AI and CAD: Review of a Language Based Technology to Support Engineering Design by Gianfranco La Rocca, Understanding Naturally Conveyed Explanations of Device Behavior by Michael D. Oltmans, Speech and Sketching: An Empirical Study of Multimodal Interaction by Aaron Adler and Randall Davis, Combining Speech and Sketch to Interpret Unconstrained Descriptions of Mechanical Devices by David T. Bischel, Thomas F. Stahovich, Eric J. Peterson, Randall Davis and Aaron Adler and Intuitive 3D Computer-aided Design (CAD) System with Multimodal Interfaces by Vishwas G. Nanjundaswamy, Amit Kulkarni, Zhuo Chen, Prakhar Jaiswal, Anoop Verma and Rahul Rai.
Artificial Imagination
Imagination Machines: A New Challenge for Artificial Intelligence by Sridhar Mahadevan, Engineering and the Mind's Eye by Eugene S. Ferguson, What Engineers Know and How they Know It by Walter G. Vincenti, Semantic Memory as the Root of Imagination by Anna Abraham and Andreja Bubic and The Cambridge Handbook of the Imagination edited by Anna Abraham.