Search Results for author: Serhad Sarica

Found 7 papers, 1 papers with code

The Innovation Paradox: Concept Space Expansion with Diminishing Originality and the Promise of Creative AI

no code implementations23 Mar 2023 Serhad Sarica, Jianxi Luo

Innovation, typically spurred by reusing, recombining, and synthesizing existing concepts, is expected to result in an exponential growth of the concept space over time.

Design Representation as Semantic Networks

no code implementations20 Oct 2022 Serhad Sarica, Ji Han, Jianxi Luo

Here, we propose a methodology that utilizes a pre-trained large-scale cross-domain design knowledge base to automatically generate design representation as a semantic network, i. e., a network of the entities and relations, based on design descriptions in texts or natural languages.

Guiding Data-Driven Design Ideation by Knowledge Distance

no code implementations18 Oct 2022 Jianxi Luo, Serhad Sarica, Kristin Wood

In turn, knowledge distance guides the network-based exploration and retrieval of inspirational stimuli for inferences across near and far fields to generate new design ideas by analogy and combination.

Retrieval

Patent Data for Engineering Design: A Critical Review and Future Directions

no code implementations15 Nov 2021 Shuo Jiang, Serhad Sarica, Binyang Song, Jie Hu, Jianxi Luo

Patent data have long been used for engineering design research because of its large and expanding size, and widely varying massive amount of design information contained in patents.

Design Knowledge Representation with Technology Semantic Network

no code implementations31 Dec 2020 Serhad Sarica, Jianxi Luo

Engineers often need to discover and learn designs from unfamiliar domains for inspiration or other particular uses.

Common Sense Reasoning

Stopwords in Technical Language Processing

no code implementations4 Jun 2020 Serhad Sarica, Jianxi Luo

There are increasingly applications of natural language processing techniques for information retrieval, indexing and topic modelling in the engineering contexts.

Information Retrieval Retrieval

TechNet: Technology Semantic Network Based on Patent Data

1 code implementation2 Jun 2019 Serhad Sarica, Jianxi Luo, Kristin L. Wood

The growing developments in general semantic networks, knowledge graphs and ontology databases have motivated us to build a large-scale comprehensive semantic network of technology-related data for engineering knowledge discovery, technology search and retrieval, and artificial intelligence for engineering design and innovation.

Knowledge Graphs Retrieval +1

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