203 citations · 620 across the 8 of their papers we have counts for
8 papers
The Innovation Paradox: Concept Space Expansion with Diminishing Originality and the Promise of Creative AI
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. However, o…
Design Representation as Semantic Networks
Serhad Sarica, Ji Han, Jianxi Luo
Design representation is a common task in the design process to facilitate learning, analysis, redesign, communication, and other design activities. Traditional representation tech…
Guiding Data-Driven Design Ideation by Knowledge Distance
Jianxi Luo, Serhad Sarica, Kristin Wood
Data-driven conceptual design methods and tools aim to inspire human ideation for new design concepts by providing external inspirational stimuli. In prior studies, the stimuli hav…
Patent Data for Engineering Design: A Critical Review and Future Directions
Shuo Jiang, Serhad Sarica, Binyang Song +2
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 patent…
Design Knowledge Representation with Technology Semantic Network
Serhad Sarica, Jianxi Luo
Engineers often need to discover and learn designs from unfamiliar domains for inspiration or other particular uses. However, the complexity of the technical design descriptions an…
Semantic Networks for Engineering Design: A Survey
Ji Han, Serhad Sarica, Feng Shi +1
There have been growing uses of semantic networks in the past decade, such as leveraging large-scale pre-trained graph knowledge databases for various natural language processing (…
Stopwords in Technical Language Processing
Serhad Sarica, Jianxi Luo
There are increasingly applications of natural language processing techniques for information retrieval, indexing and topic modelling in the engineering contexts. A standard compon…
TechNet: Technology Semantic Network Based on Patent Data
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…