Guest Editorial
J. Comput. Inf. Sci. Eng. Jan 2024, 24(1): 010301 (2 pages)
Machine learning (ML), a sub-field of artificial intelligence (AI), is profoundly reshaping various aspects of human life. Its application in engineering systems promises to address long-standing challenges, although it also introduces new questions. While the potential of ML is undeniable, integrating existing ML methods into computer-aided design and manufacturing (CAD/CAM) presents distinctive challenges. These challenges encompass representation, adaptation, and the development of novel ML techniques to enhance CAD/CAM systems for diverse design and manufacturing solutions.
Guest Editors
Anurag Purwar
Stony Brook University, USA
Kaushalkumar A. Desai
Indian Institute of Technology Jodhpur, India
Stephen Canfield
Tennessee Technological University, USA
Rahul Rai
Clemson University, USA
Zhenguo Nie
Tsinghua University, China
Review Article
Multi-Modal Machine Learning in Engineering Design: A Review and Future Directions
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 010801. doi: https://doi.org/10.1115/1.4063954
Research Papers
A Data Augmentation Method for Data-Driven Component Segmentation of Engineering Drawings
Wentai Zhang, Joe Joseph, Quan Chen, Can Koz, Liuyue Xie, Amit Regmi, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011001. doi:https://doi.org/10.1115/1.4062233
What’s in a Name? Evaluating Assembly-Part Semantic Knowledge in Language Models Through User-Provided Names in Computer Aided Design Files
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011002. doi:https://doi.org/10.1115/1.4062454
Artificial Intelligence Aided Design of Hull Form of Unmanned Underwater Vehicles for Minimization of Energy Consumption
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011003. doi:https://doi.org/10.1115/1.4062661
Accelerating Thermal Simulations in Additive Manufacturing by Training Physics-Informed Neural Networks With Randomly Synthesized Data
Jiangce Chen, Justin Pierce, Glen Williams, Timothy W. Simpson, Nicholas Meisel, Sneha Prabha Narra, Christopher McComb
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011004. doi:https://doi.org/10.1115/1.4062852
Three-Dimensional-Slice-Super-Resolution-Net: A Fast Few Shooting Learning Model for 3D Super-Resolution Using Slice-Up and Slice-Reconstruction
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011005. doi:https://doi.org/10.1115/1.4063275
Cross-Domain Transfer Learning for Galvanized Steel Strips Defect Detection and Recognition
Hao Chen, Hongbin Lin, Qingfeng Xu, Yaguan Li, Yiming Zheng, Jianghua Fei, Kang Yang, Wenhui Fan, Zhenguo Nie
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011006. doi:https://doi.org/10.1115/1.4063102
HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided Design
Shijie Bian, Daniele Grandi, Tianyang Liu, Pradeep Kumar Jayaraman, Karl Willis, Elliot Sadler, Bodia Borijin, Thomas Lu, Richard Otis, Nhut Ho, Bingbing Li
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011007. doi:https://doi.org/10.1115/1.4063226
An Invariant Representation of Coupler Curves Using a Variational AutoEncoder: Application to Path Synthesis of Four-Bar Mechanisms
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011008. doi:https://doi.org/10.1115/1.4063726
An Automatic High-Precision Calibration Method of Legs and Feet for Quadruped Robots Using Machine Vision and Artificial Neural Networks
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011009. doi:https://doi.org/10.1115/1.4063891
Transforming Hand-Drawn Sketches of Linkage Mechanisms Into Their Digital Representation
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011010. doi: https://doi.org/10.1115/1.4064037