[HTML][HTML] Natural language processing for innovation search–Reviewing an emerging non-human innovation intermediary

J Just - Technovation, 2024 - Elsevier
Applying artificial intelligence (AI), especially natural language processing (NLP), to harness
large amounts of information from patent databases, online communities, social media, or …

Aligning optimization trajectories with diffusion models for constrained design generation

G Giannone, A Srivastava… - Advances in Neural …, 2023 - proceedings.neurips.cc
Generative models have significantly influenced both vision and language domains,
ushering in innovative multimodal applications. Although these achievements have …

Padgan: Learning to generate high-quality novel designs

W Chen, F Ahmed - Journal of Mechanical Design, 2021 - asmedigitalcollection.asme.org
Deep generative models are proven to be a useful tool for automatic design synthesis and
design space exploration. When applied in engineering design, existing generative models …

METASET: Exploring shape and property spaces for data-driven metamaterials design

YC Chan, F Ahmed, L Wang… - Journal of …, 2021 - asmedigitalcollection.asme.org
Data-driven design of mechanical metamaterials is an increasingly popular method to
combat costly physical simulations and immense, often intractable, geometrical design …

Spinneret: Aiding creative ideation through non-obvious concept associations

SS Bae, OH Kwon, S Chandrasegaran… - Proceedings of the 2020 …, 2020 - dl.acm.org
Mind mapping is a popular way to explore a design space in creative thinking exercises,
allowing users to form associations between concepts. Yet, most existing digital tools for …

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 …

Result diversification by multi-objective evolutionary algorithms with theoretical guarantees

C Qian, DX Liu, ZH Zhou - Artificial Intelligence, 2022 - Elsevier
Given a ground set of items, the result diversification problem aims to select a subset with
high “quality” and “diversity” while satisfying some constraints. It arises in various real-world …

Interpreting idea maps: Pairwise comparisons reveal what makes ideas novel

F Ahmed, SK Ramachandran… - Journal of …, 2019 - asmedigitalcollection.asme.org
Assessing similarity between design ideas is an inherent part of many design evaluations to
measure novelty. In such evaluation tasks, humans excel at making mental connections …

The influence of process management: Uncovering the impact of real-time managerial interventions via a topic modeling approach

JT Gyory, K Kotovsky, J Cagan - Journal of …, 2021 - asmedigitalcollection.asme.org
Computationally studying team discourse can provide valuable, real-time insights into the
state of design teams and design cognition during problem-solving. The particular …

Ranking ideas for diversity and quality

F Ahmed, M Fuge - Journal of Mechanical Design, 2018 - asmedigitalcollection.asme.org
When selecting ideas or trying to find inspiration, designers often must sift through hundreds
or thousands of ideas. This paper provides an algorithm to rank design ideas such that the …