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Journal Articles

Manufacturing Feature Recognition with a Sparse Voxel-based Convolutional Neural Network

Farzad Vatandoust, Xiaoliang Yan, David Rosen, Shreyes Melkote

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1348

https://doi.org/10.1115/1.4067334

Published Online: December 6, 2024

...: vatandoustf@gmail.com Email: mike.yan@gatech.edu Email: david.rosen@me.gatech.edu Email: shreyes.melkote@me.gatech.edu 13 07 2024 27 11 2024 02 12 2024 06 12 2024 Artificial Intelligence Cybermanufacturing Manufacturing Automation National Science...

View Article titled, Manufacturing Feature Recognition with a Sparse Voxel-based Convolutional Neural Network

Topics: Convolutional neural networks, Manufacturing, Voxel, Artificial neural networks, Octrees, Resolution (Optics), Production planning, Artificial intelligence, Computer-aided design, Computer-aided engineering

Journal Articles

Understanding the Impact of Applying Large Language Model in Engineering Design Education

Chonghui Zhang, Yaoyao Fiona Zhao, Randy El Haddad

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1218

https://doi.org/10.1115/1.4067318

Published Online: December 5, 2024

...@mcgill.ca Email: randy.elhaddad@mail.mcgill.ca Artificial Intelligence Computer Aided Design Human Computer Interfaces/Interactions Machine Learning for Engineering Applications Journal of Computing and Information Science in Engineering. Received April 23, 2024; Accepted manuscript posted...

View Article titled, Understanding the Impact of Applying Large Language Model in Engineering Design Education

Topics: Computer-aided design, Education, Engineering design, Large language models, Modeling, Artificial intelligence, Chatgpt, Design, Design education, Design engineering

Journal Articles

Do Large Language Models Produce Diverse Design Concepts? A Comparative Study with Human Crowdsourced Solutions

Kevin Ma, Daniele Grandi, Christopher McComb, Kosa Goucher-Lambert

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1137

https://doi.org/10.1115/1.4067332

Published Online: December 5, 2024

...., inspirational stimuli). 18 03 2024 02 12 2024 02 12 2024 05 12 2024 Email: kevinma1515@berkeley.edu Email: Daniele.Grandi@autodesk.com Email: ccm@cmu.edu Email: kosa@berkeley.edu Artificial Intelligence Human Computer Interfaces/Interactions Knowledge Engineering...

View Article titled, Do Large Language Models Produce Diverse Design Concepts? A Comparative Study with Human Crowdsourced Solutions

Topics: Crowdsourcing, Design, Large language models, Artificial intelligence, Regression analysis, Semantics, User interfaces

Journal Articles

DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation

Anna C. Doris, Daniele Grandi, Ryan Tomich, Md Ferdous Alam, Mohammadmehdi Ataei, Hyunmin Cheong, Faez Ahmed

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1230

https://doi.org/10.1115/1.4067333

Published Online: December 5, 2024

... 12 2024 05 12 2024 Email: faez@mit.edu Email: adoris@mit.edu Email: Daniele.Grandi@autodesk.com Email: rjtomich@mit.edu Email: mfalam@mit.edu Email: mehdi.ataei@autodesk.com Email: hyunmin.cheong@autodesk.com Artificial Intelligence Data-Driven engineering...

View Article titled, DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation

Topics: Large language models, Design, Computer-aided design, Engineering drawings, Artificial intelligence, Engineering design processes, Engineering systems and industry applications, Engineers, Machine learning, Student competitions

Journal Articles

A Digital Twin Framework Utilizing Machine Learning for Robust Predictive Maintenance: Enhancing Tire Health Monitoring

Vispi Karkaria, Jie Chen, Christopher Luey, Chase Siuta, Damien Lim, Robert Radulescu, Wei Chen

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1419

https://doi.org/10.1115/1.4067270

Published Online: November 26, 2024

... bJy. CAoSmMpEut. Inf. Sci. Eng. Table 1 Table Caption List Comparative MAPE Performance of Sequence Modeling Techniques in Tire Health Prediction Accepted Manuscript Not Copyedited 24 Advanced Computing Infrastructure Artificial Intelligence Big Data and Analytics Data-Driven engineering...

View Article titled, A Digital Twin Framework Utilizing Machine Learning for Robust Predictive Maintenance: Enhancing Tire Health Monitoring

Topics: Digital twin, Machine learning, Maintenance, Tires

Journal Articles

Design Knowledge as Attention Emphasizer in LLM-based Sentiment Analysis

Yi Han, Mohsen Moghaddam

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1175

https://doi.org/10.1115/1.4067212

Published Online: November 21, 2024

... 12 11 2024 21 11 2024 Artificial Intelligence Big Data and Analytics Knowledge Engineering National Science Foundation 10.13039/100000001 2050052 Journal of Computing and Information Science in Engineering. Received April 04, 2024; Accepted manuscript posted November...

View Article titled, Design Knowledge as Attention Emphasizer in LLM-based Sentiment Analysis

Topics: Design, Large language models, Encryption, Artificial intelligence, E-commerce

Journal Articles

Generative AI Enabled Conceptualization: Charting ChatGPT's Impacts on Sustainable Service Design Thinking with Network-Based Cognitive Maps

Chenhan Jiang, Rui Huang, Tao Shen

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1190

https://doi.org/10.1115/1.4067211

Published Online: November 21, 2024

...Chenhan Jiang; Rui Huang; Tao Shen The rise of generative artificial intelligence (GAI) applications, epitomized by ChatGPT, has reshaped design processes by enhancing idea generation and conceptual depth for designers. However, the facilitating effects on novice designers' thinking remain...

View Article titled, Generative AI Enabled Conceptualization: Charting ChatGPT's Impacts on Sustainable Service Design Thinking with Network-Based Cognitive Maps

Topics: Design, Generative artificial intelligence, Sustainability, Chatgpt, Performance, Artificial intelligence, Engineering design processes, Innovation, User interfaces

Journal Articles

Reconstruction and Generation of Porous Metamaterial Units Via Variational Graph Autoencoder and Large Language Model

Kiarash Naghavi Khanghah, Zihan Wang, Hongyi Xu

Publisher: ASME

J. Comput. Inf. Sci. Eng. February 2025, 25(2): 021003.

Paper No: JCISE-24-1176

https://doi.org/10.1115/1.4066095

Published Online: November 15, 2024

...: hongyi.3.xu@uconn.edu porous metamaterial graph representation graph neural network large language model variational graph autoencoder artificial intelligence References [1] Zheng , X. , Lee , H. , Weisgraber , T. H. , Shusteff , M. , DeOtte , J...

View Article titled, Reconstruction and Generation of Porous Metamaterial Units Via Variational Graph Autoencoder and Large Language Model

Topics: Large language models, Metamaterials

Journal Articles

Evaluating Large Language Models for Material Selection

Daniele Grandi, Yash Patawari Jain, Allin Groom, Brandon Cramer, Christopher McComb

Publisher: ASME

J. Comput. Inf. Sci. Eng. February 2025, 25(2): 021004.

Paper No: JCISE-24-1207

https://doi.org/10.1115/1.4066730

Published Online: November 14, 2024

.... , and Gregoire , J. M. , 2019 , “ Artificial Intelligence for Materials Discovery ,” MRS Bull. , 44 ( 7 ), pp. 538 – 544 . 10.1557/mrs.2019.158 [26] Merchant , A. , Batzner , S. , Schoenholz , S. S. , Aykol , M. , Cheon , G. , and Cubuk , E. D. , 2023 , “ Scaling Deep...

View Article titled, Evaluating Large Language Models for Material Selection

Topics: Design, Large language models, Temperature, Chain

Journal Articles

Multi-Task Learning for Intention and Trajectory Prediction in Human-Robot Collaborative Disassembly Tasks

Xinyao Zhang, Sibo Tian, Xiao Liang, Minghui Zheng, Sara Behdad

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1293

https://doi.org/10.1115/1.4067157

Published Online: November 14, 2024

...: sibotian@tamu.edu Email: xliang@tamu.edu Email: mhzheng@tamu.edu Email: sarabehdad@ufl.edu 01 06 2024 01 11 2024 04 11 2024 14 11 2024 Artificial Intelligence Machine Learning for Engineering Applications National Science Foundation 10.13039/100000001...

View Article titled, Multi-Task Learning for Intention and Trajectory Prediction in Human-Robot Collaborative Disassembly Tasks

Topics: Robots, Trajectories (Physics), Support vector machines, Artificial intelligence, Engineering systems and industry applications, Feature extraction, Human-robot collaboration, Machine learning, Manufacturing, Robot motion

Journal Articles

Offline Reinforcement Learning for Adaptive Control in Manufacturing Processes: A Press Hardening Case Study

Nuria Nievas, Leonardo Espinosa-Leal, Adela Pagès-Bernaus, Albert Abio, Lluís Echeverria, Francesc Bonada

Publisher: ASME

J. Comput. Inf. Sci. Eng. January 2025, 25(1): 011004.

Paper No: JCISE-24-1087

https://doi.org/10.1115/1.4066999

Published Online: November 12, 2024

...@arcada.fi Email: adela.pages@udl.cat Email: albert.abio@eurecat.org Email: lluis.echeverria@eurecat.org artificial intelligence machine learning for engineering applications manufacturing automation References [1] Jiang , Y. , Yin , S. , Dong , J...

View Article titled, Offline Reinforcement Learning for Adaptive Control in Manufacturing Processes: A Press Hardening Case Study

Topics: Algorithms, Cycles, Hardening, Manufacturing, Reinforcement learning, Temperature, Data collection, Adaptive control, Uncertainty

Journal Articles

LLM4CAD: Multi-Modal Large Language Models for Three-Dimensional Computer-Aided Design Generation

Xingang Li, Yuewan Sun, Zhenghui Sha

Publisher: ASME

J. Comput. Inf. Sci. Eng.

Paper No: JCISE-24-1211

https://doi.org/10.1115/1.4067085

Published Online: November 7, 2024

... calibrated to the complexity of the target CAD models to be generated. 22 04 2024 25 10 2024 30 10 2024 07 11 2024 Email: xingang.li@utexas.edu Email: yuewansun@utexas.edu Email: zsha@austin.utexas.edu Artificial Intelligence Computer Aided Design Human Computer...

View Article titled, LLM4CAD: Multi-Modal Large Language Models for Three-Dimensional Computer-Aided Design Generation

Topics: Computer-aided design, Large language models, Three-dimensional computer-aided design, Design, Gears, Springs, Artificial intelligence, Bridges (Structures), Computer programming, Engineering systems and industry applications

Journal Articles

Toward Accelerating Discovery via Physics-Driven and Interactive Multifidelity Bayesian Optimization

Arpan Biswas, Mani Valleti, Rama Vasudevan, Maxim Ziatdinov, Sergei V. Kalinin

Publisher: ASME

J. Comput. Inf. Sci. Eng. December 2024, 24(12): 121005.

Paper No: JCISE-24-1186

https://doi.org/10.1115/1.4066856

Published Online: November 5, 2024

... exploration multifidelity Bayesian optimization structured Gaussian process Ising model artificial intelligence data-driven engineering human computer interfaces/interactions machine learning for engineering applications physics-based simulations U.S. Department of Energy 10.13039/100000015...

View Article titled, Toward Accelerating Discovery via Physics-Driven and Interactive Multifidelity Bayesian Optimization

Topics: Ising model, Optimization, Physics, Simulation, Workflow, Space

Includes: Supplementary data

Journal Articles

Deep Learning-Driven Analysis of a Six-Bar Mechanism for Personalized Gait Rehabilitation

Naveed Ahmad Khan, Shahid Hussain, Wayne Spratford, Roland Goecke, Ketan Kotecha, Prashant K. Jamwal

Publisher: ASME

J. Comput. Inf. Sci. Eng. January 2025, 25(1): 011001.

Paper No: JCISE-24-1349

https://doi.org/10.1115/1.4066859

Published Online: November 5, 2024

...Naveed Ahmad Khan; Shahid Hussain; Wayne Spratford; Roland Goecke; Ketan Kotecha; Prashant K. Jamwal Recent advances in robotics and artificial intelligence have highlighted the potential for the integration of computational intelligence in enhancing the functionality and adaptability of robotic...

View Article titled, Deep Learning-Driven Analysis of a Six-Bar Mechanism for Personalized Gait Rehabilitation

Topics: Deep learning, Genetic algorithms, Linkages, Trajectories (Physics), Robots, Errors, Optimization, Algorithms, Feedforward neural networks

Journal Articles

A Review of the Applications of Machine Learning for Prediction and Analysis of Mechanical Properties and Microstructures in Additive Manufacturing

Atharv P. Deshmankar, Jagat Sesh Challa, Amit R. Singh, Srinivasa Prakash Regalla

Publisher: ASME

J. Comput. Inf. Sci. Eng. December 2024, 24(12): 120801.

Paper No: JCISE-24-1227

https://doi.org/10.1115/1.4066575

Published Online: October 14, 2024

...: amit.singh@pilani.bits-pilani.ac.in Email: regalla@hyderabad.bits-pilani.ac.in additive manufacturing machine learning mechanical properties microstructure artificial intelligence computational foundations for additive manufacturing data-driven engineering machine learning for engineering...

View Article titled, A Review of the Applications of Machine Learning for Prediction and Analysis of Mechanical Properties and Microstructures in Additive Manufacturing

Topics: Additive manufacturing, Machine learning, Mechanical properties

Journal Articles

Data Privacy Preserving for Centralized Robotic Fault Diagnosis With Modified Dataset Distillation

Tao Wang, Yu Huang, Ying Liu, Chong Chen

Publisher: ASME

J. Comput. Inf. Sci. Eng. October 2024, 24(10): 101005.

Paper No: JCISE-23-1601

https://doi.org/10.1115/1.4066096

Published Online: August 21, 2024

...: chenc2021@gdut.edu.cn 20 12 2023 16 07 2024 27 07 2024 21 08 2024 Graphical Abstract Figure data privacy dataset distillation fault diagnosis industrial robot artificial intelligence big data analytics National Natural Science Foundation of China...

View Article titled, Data Privacy Preserving for Centralized Robotic Fault Diagnosis With Modified Dataset Distillation

Topics: Algorithms, Convolutional neural networks, Data privacy, Fault diagnosis, Robotics, Robots, Warehouses

Journal Articles

Unsupervised Anomaly Detection via Nonlinear Manifold Learning

Amin Yousefpour, Mehdi Shishehbor, Zahra Zanjani Foumani, Ramin Bostanabad

Publisher: ASME

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111008.

Paper No: JCISE-23-1278

https://doi.org/10.1115/1.4063642

Published Online: August 6, 2024

... artificial intelligence data-driven engineering inverse methods for engineering applications machine learning for engineering applications 08 06 2023 28 09 2023 29 09 2023 06 08 2024 1 Corresponding author. Email: raminb@uci.edu Email: zzanjani@uci.edu Email...

View Article titled, Unsupervised Anomaly Detection via Nonlinear Manifold Learning

Topics: Manifolds, Errors

Journal Articles

Engineering-Guided Deep Learning of Melt-Pool Dynamics for Additive Manufacturing Quality Monitoring

Siqi Zhang, Hui Yang, Zhuo Yang, Yan Lu

Publisher: ASME

J. Comput. Inf. Sci. Eng. October 2024, 24(10): 101002.

Paper No: JCISE-23-1574

https://doi.org/10.1115/1.4066026

Published Online: August 6, 2024

... Abstract Figure feature learning engineering knowledge process monitoring quality control additive manufacturing melt pool artificial intelligence data-driven engineering engineering informatics machine learning for engineering applications National Institute of Standards...

View Article titled, Engineering-Guided Deep Learning of Melt-Pool Dynamics for Additive Manufacturing Quality Monitoring

Topics: Additive manufacturing, Deep learning, Density, Dynamics (Mechanics), Manufacturing, Modeling, Spatiotemporal phenomena, Process monitoring, Lasers, Quality control

Journal Articles

Multi-Unmanned Aerial Vehicle-Assisted Flood Navigation of Waterborne Vehicles Using Deep Reinforcement Learning

Armaan Garg, Shashi Shekhar Jha

Publisher: ASME

J. Comput. Inf. Sci. Eng. October 2024, 24(10): 101003.

Paper No: JCISE-24-1070

https://doi.org/10.1115/1.4066025

Published Online: August 6, 2024

... , G. , Stern , R. , Beja , T. , Sturtevant , N. , Schaeffer , J. , and Holte , R. C. , 2012 , “ Partial-Expansion A* With Selective Node Generation ,” Twenty-Sixth AAAI Conference on Artificial Intelligence , Toronto, Ontario, Canada , July 22–26 , AAAI Press, pp. 471 – 477...

View Article titled, Multi-Unmanned Aerial Vehicle-Assisted Flood Navigation of Waterborne Vehicles Using Deep Reinforcement Learning

Topics: Algorithms, Floods, Path planning, Unmanned aerial vehicles, Vehicles, Deep reinforcement learning, Water, Navigation

Journal Articles

A Physics-Informed General Convolutional Network for the Computational Modeling of Materials With Damage

Jake A. Janssen, Ghadir Haikal, Erin C. DeCarlo, Michael J. Hartnett, Matthew L. Kirby

Publisher: ASME

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111002.

Paper No: JCISE-23-1295

https://doi.org/10.1115/1.4063863

Published Online: July 22, 2024

... elusive, hard to quantify, and/or cannot be modeled using first principles due to computational cost or complexity. ML models have had a tremendous impact in fields such as computer vision, medical diagnostics, climate prediction, and other data-rich applications. artificial intelligence...

View Article titled, A Physics-Informed General Convolutional Network for the Computational Modeling of Materials With Damage

Topics: Boundary-value problems, Errors, Physics, Stress, Displacement, Finite element analysis, Damage, Geometry, Convolutional neural networks

Journal citation

NARROW

Supplemental Material

Manuscript

Manufacturing Feature Recognition with a Sparse Voxel-based Convolutional Neural Network

Understanding the Impact of Applying Large Language Model in Engineering Design Education

Do Large Language Models Produce Diverse Design Concepts? A Comparative Study with Human Crowdsourced Solutions

DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation

A Digital Twin Framework Utilizing Machine Learning for Robust Predictive Maintenance: Enhancing Tire Health Monitoring

Design Knowledge as Attention Emphasizer in LLM-based Sentiment Analysis

Generative AI Enabled Conceptualization: Charting ChatGPT's Impacts on Sustainable Service Design Thinking with Network-Based Cognitive Maps

Reconstruction and Generation of Porous Metamaterial Units Via Variational Graph Autoencoder and Large Language Model

Evaluating Large Language Models for Material Selection

Multi-Task Learning for Intention and Trajectory Prediction in Human-Robot Collaborative Disassembly Tasks

Offline Reinforcement Learning for Adaptive Control in Manufacturing Processes: A Press Hardening Case Study

LLM4CAD: Multi-Modal Large Language Models for Three-Dimensional Computer-Aided Design Generation

Toward Accelerating Discovery via Physics-Driven and Interactive Multifidelity Bayesian Optimization

Deep Learning-Driven Analysis of a Six-Bar Mechanism for Personalized Gait Rehabilitation

A Review of the Applications of Machine Learning for Prediction and Analysis of Mechanical Properties and Microstructures in Additive Manufacturing

Data Privacy Preserving for Centralized Robotic Fault Diagnosis With Modified Dataset Distillation

Unsupervised Anomaly Detection via Nonlinear Manifold Learning

Engineering-Guided Deep Learning of Melt-Pool Dynamics for Additive Manufacturing Quality Monitoring

Multi-Unmanned Aerial Vehicle-Assisted Flood Navigation of Waterborne Vehicles Using Deep Reinforcement Learning

A Physics-Informed General Convolutional Network for the Computational Modeling of Materials With Damage

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