Quantifying the non-isomorphism of global urban road networks using GNNs and graph kernels
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-90839-x
Abstract: A novel concept of quantifying graph non-isomorphism is introduced to measure structural differences between graphs, and thus overcoming the strict limitations of traditional graph isomorphism tests. This paper trains Graph Neural Networks (GNNs) and graph… read more here.
Keywords: isomorphism; non isomorphism; gnns graph; road networks ... See more keywords
A similarity analysis method of the non-isomorphism generalized module in product platform
Sign Up to like & getrecommendations! Published in 2018 at "Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture"
DOI: 10.1177/0954405416640177
Abstract: The generalized module is one of the basic elements of parametric product platform, which can effectively support product variant design and mass customization design. A similarity analysis method for the non-isomorphism generalized module is proposed… read more here.
Keywords: generalized module; similarity; product; similarity analysis ... See more keywords