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Representation and generation of plans using graph spectra

Hanna, S.; (2007) Representation and generation of plans using graph spectra. In: Kubat, A. S. and Ertekin, O. and Guney, Y. I. and Eyuboglu, E., (eds.) Proceedings, 6th International Space Syntax Symposium, 12-15 Jun 2007. (pp. 099.01-099.13). Istanbul Technical University: Istanbul, Turkey. Green open access

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Abstract

Numerical comparison of spaces with one another is often achieved with set scalar measures such as global and local integration, connectivity, etc., which capture a particular quality of the space but therefore lose much of the detail of its overall structure. More detailed methods such as graph edit distance are difficult to calculate, particularly for large plans. This paper proposes the use of the graph spectrum, or the ordered eigenvalues of a graph adjacency matrix, as a means to characterise the space as a whole. The result is a vector of high dimensionality that can be easily measured against others for detailed comparison. Several graph types are investigated, including boundary and axial representations, as are several methods for deriving the spectral vector. The effectiveness of these is evaluated using a genetic algorithm optimisation to generate plans to match a given spectrum, and evolution is seen to produce plans similar to the initial targets, even in very large search spaces. Results indicate that boundary graphs alone can capture the gross topological qualities of a space, but axial graphs are needed to indicate local relationships. Methods of scaling the spectra are investigated in relation to both global local changes to plan arrangement. For all graph types, the spectra were seen to capture local patterns of spatial arrangement even as global size is varied.

Type: Proceedings paper
Title: Representation and generation of plans using graph spectra
ISBN-13: 9789755613048
Open access status: An open access version is available from UCL Discovery
Publisher version: http://www.spacesyntaxistanbul.itu.edu.tr/papers/l...
Language: English
Keywords: Graphs, Graph spectra, Plan generation
UCL classification:
URI: https://discovery.ucl.ac.uk/id/eprint/4115
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