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2015 | OriginalPaper | Buchkapitel

A Platform for Urban Analytics and Semantic Data Integration in City Planning

verfasst von : Achilleas Psyllidis, Alessandro Bozzon, Stefano Bocconi, Christiaan Titos Bolivar

Erschienen in: Computer-Aided Architectural Design Futures. The Next City - New Technologies and the Future of the Built Environment

Verlag: Springer Berlin Heidelberg

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Abstract

This paper presents a novel web-based platform that supports the analysis, integration, and visualization of large-scale and heterogeneous urban data, with application to city planning and decision-making. Motivated by the non-scalable character of conventional urban analytics methods, as well as by the interoperability challenges present in contemporary data silos, the illustrated system – coined SocialGlass – leverages the combined potential of diverse urban data sources. These include sensor and social media streams (Twitter, Instagram, Foursquare), publicly available municipal records, and resources from knowledge repositories. Through data science, semantic integration, and crowdsourcing techniques the platform enables the mapping of demographic information, human movement patterns, place popularity, traffic conditions, as well as citizens’ and visitors’ opinions and preferences about specific venues in a city. The paper further demonstrates an implemented prototype of the platform and its deployment in real-world use cases for monitoring, analyzing, and assessing city-scale events.

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Literatur
1.
Zurück zum Zitat Zheng, Y., Carpa, L., Wolfson, O., Yang, H.: Urban computing: concepts, methodologies and applications. ACM Trans. Intell. Syst. Technol. (ACM TIST) 5(3), 1–55 (2014) Zheng, Y., Carpa, L., Wolfson, O., Yang, H.: Urban computing: concepts, methodologies and applications. ACM Trans. Intell. Syst. Technol. (ACM TIST) 5(3), 1–55 (2014)
2.
Zurück zum Zitat Ciuccarelli, P., Lupi, G., Simeone, L.: Visualizing the Data City: Social Media as a Source of Knowledge for Urban Planning and Management. Springer, Heidelberg (2014)CrossRef Ciuccarelli, P., Lupi, G., Simeone, L.: Visualizing the Data City: Social Media as a Source of Knowledge for Urban Planning and Management. Springer, Heidelberg (2014)CrossRef
3.
Zurück zum Zitat Vaccari, A., Liu, L., Biderman, A., Ratti, C., Pereira, F., Oliveirinha, J., Gerber, A.: A holistic framework for the study of urban traces and the profiling of urban processes and dynamics. In: 12th International IEEE Conference on Intelligent Transportation Systems, IEEE Press, New York, pp. 273–278 (2009) Vaccari, A., Liu, L., Biderman, A., Ratti, C., Pereira, F., Oliveirinha, J., Gerber, A.: A holistic framework for the study of urban traces and the profiling of urban processes and dynamics. In: 12th International IEEE Conference on Intelligent Transportation Systems, IEEE Press, New York, pp. 273–278 (2009)
4.
Zurück zum Zitat Métral, C., Falquet, G., Cutting-Decelle, A.F.: Towards semantically enriched 3d city models: an ontology-based approach. In: Kolbe, T.H., Zhang, H., Zlatanova, S. (eds.) GeoWeb Conference Academic Track – Cityscapes, vol. XXXVIII-3-4/C3, pp. 40–45. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Archives), Vancouver, Canada (2009) Métral, C., Falquet, G., Cutting-Decelle, A.F.: Towards semantically enriched 3d city models: an ontology-based approach. In: Kolbe, T.H., Zhang, H., Zlatanova, S. (eds.) GeoWeb Conference Academic Track – Cityscapes, vol. XXXVIII-3-4/C3, pp. 40–45. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Archives), Vancouver, Canada (2009)
5.
Zurück zum Zitat Domingue, J., Fensel, D., Hendler, J.A. (eds.): Handbook of Semantic Web Technologies. Springer, Heidelberg (2011)MATH Domingue, J., Fensel, D., Hendler, J.A. (eds.): Handbook of Semantic Web Technologies. Springer, Heidelberg (2011)MATH
6.
Zurück zum Zitat Euzenat, J., Shvaiko, P.: Ontology Matching, 2nd edn. Springer, Heidelberg (2013)CrossRef Euzenat, J., Shvaiko, P.: Ontology Matching, 2nd edn. Springer, Heidelberg (2013)CrossRef
7.
Zurück zum Zitat Kindberg, T., Chalmers, M., Paulos, E.: Guest Editor’s Introduction: Urban Computing. Pervasive Computing, vol. 6(3), pp. 18–20. IEEE Press, New York (2007) Kindberg, T., Chalmers, M., Paulos, E.: Guest Editor’s Introduction: Urban Computing. Pervasive Computing, vol. 6(3), pp. 18–20. IEEE Press, New York (2007)
8.
Zurück zum Zitat Kostakos, V., O’Neill, E.: Cityware: urban computing to bridge online and real-world social networks. In: Foth, M. (ed.) Handbook of Research on Urban Informatics: The Practice and Promise of the Real-Time City, Information Science Reference, pp. 196–205. Hershey, New York (2009)CrossRef Kostakos, V., O’Neill, E.: Cityware: urban computing to bridge online and real-world social networks. In: Foth, M. (ed.) Handbook of Research on Urban Informatics: The Practice and Promise of the Real-Time City, Information Science Reference, pp. 196–205. Hershey, New York (2009)CrossRef
9.
Zurück zum Zitat Foth, M., Jaz, H.-J., Satchell, C.: Urban informatics. In: Conference on Computer Supported Cooperative Work (CCSCW), ACM, pp. 1–8 (2011) Foth, M., Jaz, H.-J., Satchell, C.: Urban informatics. In: Conference on Computer Supported Cooperative Work (CCSCW), ACM, pp. 1–8 (2011)
10.
Zurück zum Zitat Cranshaw, J., Schwartz, R., Hong J.I., Sadeh, N.: The livehoods project: utilizing social media to understand the dynamics of a city. In: Sixth International AAAI Conference on Weblogs and Social Media (ICWSM), AAAI, pp. 58–65 (2012) Cranshaw, J., Schwartz, R., Hong J.I., Sadeh, N.: The livehoods project: utilizing social media to understand the dynamics of a city. In: Sixth International AAAI Conference on Weblogs and Social Media (ICWSM), AAAI, pp. 58–65 (2012)
11.
Zurück zum Zitat Noulas, A., Scellato, S., Mascolo, C., Pontil, M.: Exploiting semantic annotations for clustering geographic areas and users in location-based social networks. In: Workshop on the Social Mobile Web at ICWSM 2011, AAAI, pp. 570–573 (2011) Noulas, A., Scellato, S., Mascolo, C., Pontil, M.: Exploiting semantic annotations for clustering geographic areas and users in location-based social networks. In: Workshop on the Social Mobile Web at ICWSM 2011, AAAI, pp. 570–573 (2011)
12.
Zurück zum Zitat Del Bimbo, A., Ferracani, A., Pezzatini, D., D’Amato, F., Sereni, M.: Livecities: revealing the pulse of cities by location-based social networks venues and users analysis. In: 23rd International Conference on World Wide Web (WWW), ACM, pp. 163–166 (2014) Del Bimbo, A., Ferracani, A., Pezzatini, D., D’Amato, F., Sereni, M.: Livecities: revealing the pulse of cities by location-based social networks venues and users analysis. In: 23rd International Conference on World Wide Web (WWW), ACM, pp. 163–166 (2014)
13.
Zurück zum Zitat Xia, C., Schwartz, R., Xie, K., Krebs, A., Langdon, A., Ting, J., Naaman, M.: Citybeat: real-time social media visualization of hyper-local city data. In: 23rd International Conference on World Wide Web (WWW), ACM, pp. 167–170 (2014) Xia, C., Schwartz, R., Xie, K., Krebs, A., Langdon, A., Ting, J., Naaman, M.: Citybeat: real-time social media visualization of hyper-local city data. In: 23rd International Conference on World Wide Web (WWW), ACM, pp. 167–170 (2014)
14.
Zurück zum Zitat Kloeckl, K., Senn, O., Ratti, C.: Enabling the real-time city: LIVE Singapore! J. Urban Technol. 19(2), 89–112 (2012)CrossRef Kloeckl, K., Senn, O., Ratti, C.: Enabling the real-time city: LIVE Singapore! J. Urban Technol. 19(2), 89–112 (2012)CrossRef
15.
Zurück zum Zitat Bozzon, A., Fraternali, P., Galli, L., Karam, R.: Modeling crowdsourcing scenarios in socially-enabled human computation applications. J. Data Semant. 3, 169–188 (2014)CrossRef Bozzon, A., Fraternali, P., Galli, L., Karam, R.: Modeling crowdsourcing scenarios in socially-enabled human computation applications. J. Data Semant. 3, 169–188 (2014)CrossRef
16.
Zurück zum Zitat Psyllidis, A., Biloria, N.: Ontopolis: a semantic participatory platform for performance assessment and augmentation of urban environments. In: 10th IEEE International Conference on Intelligent Environments 2014 (IE 2014), IEEE Press, New York, pp. 140–147 (2014) Psyllidis, A., Biloria, N.: Ontopolis: a semantic participatory platform for performance assessment and augmentation of urban environments. In: 10th IEEE International Conference on Intelligent Environments 2014 (IE 2014), IEEE Press, New York, pp. 140–147 (2014)
17.
Zurück zum Zitat British Standards Institution (BSI): Smart cities – vocabulary. BSI Standards, London (2014) British Standards Institution (BSI): Smart cities – vocabulary. BSI Standards, London (2014)
18.
Zurück zum Zitat British Standards Institution (BSI): Smart City concept model – guide to establishing a model for data interoperability. BSI Standards, London (2014) British Standards Institution (BSI): Smart City concept model – guide to establishing a model for data interoperability. BSI Standards, London (2014)
19.
Zurück zum Zitat Smart Cities Council: Smart Cities Readiness Guide: The Planning Manual for Building Tomorrow’s Cities Today. Smart Cities Council, Redmond (2014) Smart Cities Council: Smart Cities Readiness Guide: The Planning Manual for Building Tomorrow’s Cities Today. Smart Cities Council, Redmond (2014)
20.
Zurück zum Zitat European innovation partnership on smart cities and communities (EIP-SCC): operational implementation plan. EIP-SCC, Brussels (2014) European innovation partnership on smart cities and communities (EIP-SCC): operational implementation plan. EIP-SCC, Brussels (2014)
21.
Zurück zum Zitat Psyllidis, A.: OSMoSys: a web interface for graph-based rdf data visualization and ontology browsing. In: Cimiano, P., Frasincar, F., Houben, G.-J., Schwabe, D. (eds.) 15th International Conference on Web Engineering (ICWE 2015). LNCS. Springer, Heidelberg (2015, in press) Psyllidis, A.: OSMoSys: a web interface for graph-based rdf data visualization and ontology browsing. In: Cimiano, P., Frasincar, F., Houben, G.-J., Schwabe, D. (eds.) 15th International Conference on Web Engineering (ICWE 2015). LNCS. Springer, Heidelberg (2015, in press)
Metadaten
Titel
A Platform for Urban Analytics and Semantic Data Integration in City Planning
verfasst von
Achilleas Psyllidis
Alessandro Bozzon
Stefano Bocconi
Christiaan Titos Bolivar
Copyright-Jahr
2015
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-47386-3_2