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 …

Discovering a failure taxonomy for early design of complex engineered systems using natural language processing

SR Andrade, HS Walsh - … of Computing and …, 2023 - asmedigitalcollection.asme.org
Methodologies for failure assessment frequently rely on historical failure modes, causes,
and recommendations for prevention. Meanwhile, there are growing databases of narrative …

Predicting design performance utilizing automated topic discovery

Z Ball, K Lewis - Journal of Mechanical Design, 2020 - asmedigitalcollection.asme.org
Increasingly complex engineering design challenges requires the diversification of
knowledge required on design teams. In the context of open innovation, positioning key …

Who, what, and when? Exploring student focus in the capstone design experience

Z Ball, J Bessette, K Lewis - … and Information in …, 2020 - asmedigitalcollection.asme.org
Product development is a key component of engineering education taught at a number of
universities through their capstone design course. This course provides students with an …

Realization of inter-model connections: Linking requirements and computer-aided design

C Chen - 2022 - search.proquest.com
Managing rapid engineering changes in requirements and complex computer-aided design
(CAD) models continue to increase the risk of industrial project failures in smart …

A topic modeling approach to study the impact of manager interventions on design team cognition

JT Gyory, K Kotovsky, J Cagan - … and Information in …, 2020 - asmedigitalcollection.asme.org
In order to computationally study design cognition under design process management, this
work utilizes a topic modeling approach to analyze design team discourse during problem …

Assessment of Student Learning Through Reflection on Doing Using the Latent Dirichlet Algorithm

Y Sun, Z Ming, Z Ball, S Peng… - Journal of …, 2022 - asmedigitalcollection.asme.org
Can we provide evidence-based guidance to instructors to improve the delivery of the
course based on students' reflection on doing? Over three years at the University of …

[PDF][PDF] Exploring Topic Modeling and Sentence-BERT for Generalizing Design Requirements in Smart Manufacturing

C Chen, B Morkos - researchgate.net
As the redesign process progresses in smart manufacturing, effectively managing
engineering changes becomes increasingly challenging, often leading to catastrophic and …