Exploring topic modelling for generalising design requirements in complex design

C Chen, B Morkos - Journal of Engineering Design, 2023 - Taylor & Francis
As the redesign process progresses in product lifecycle management, effectively managing
engineering changes becomes increasingly challenging, often leading to catastrophic and …

A Network Interference Approach to Analyzing Change Propagation in Requirements

PH Hein, E Kames, C Chen… - … of Computing and …, 2024 - asmedigitalcollection.asme.org
Requirements are frequently revised due to the iterative nature of the design process. If not
properly managed, these changes may result in financial and time losses due to undesired …

Deep Neural Networks in Natural Language Processing for Classifying Requirements by Origin and Functionality: An Application of BERT in System Requirements

J Mullis, C Chen, B Morkos… - Journal of …, 2024 - asmedigitalcollection.asme.org
Given the foundational role of system requirements in design projects, designers can benefit
from classifying, comparing, and observing connections between requirements. Manually …

Exploring Latent System Design Description and Requirement Similarities Using Transformer Based Contextual Embeddings

CL Carroll, X Yang, C Chen… - … and Information in …, 2024 - asmedigitalcollection.asme.org
Engineering design is heavily influenced by system requirements, as they span the entire
design process. Generally, requirements are not utilized to convey system information …

Leveraging Latent Textual Topology for Standard Identification in Engineering Design

M Bowen, L Smith, C Carroll… - … and Information in …, 2024 - asmedigitalcollection.asme.org
In engineering design, standards are instrumental in providing technical definitions and
guidelines to designers, manufacturers, and users, reflecting best practices that are widely …

A Formal Exploration of Latent System Description and Requirement Similarities Using Transformer-Based Contextual Embeddings

C Carroll - 2024 - search.proquest.com
Engineering design is heavily influenced by system requirements, as they span the entire
design process, though are not utilized to convey system information outside the design …

A comparative study between humans and GPT for TradeSpace analysis

AA Kumar - 2024 - search.proquest.com
With large language models becoming more and more popular and their usage expanding
into several different domains, this study explores how effective a Large Language Model …

Transformer-Based Embedding Models for System Similarity: A Comparative Study of RoBERTa and GPT

IV Patel - 2024 - search.proquest.com
The increasing adoption of language models in technical domains has raised curiosity about
utilizing them to examine system design and specifications effectively. This research …