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The Utilization of Supervised Classification Sampling for Environmental Monitoring in Turin (Italy)

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  • Stefano Salata

    (Izmir Institute of Technology, Department of City and Regional Planning, IYTE Gülbahçe Kampüsü Urla, İzmir 35430, Turkey)

Abstract

In a world threatened by climate change, the need to observe the land transformation is crucial to set environmental policies. One of the most prominent issues of environmental monitoring is the availability of updated and reliable land use data. The last land-use release in Piedmont Region (Italy) is in 2010, while the most updated Normalized Difference Vegetation Index is in 2016. To overcome this limit, in this study, a supervised classification sampling has been applied on a Sentinel-2 image produced by the Copernicus Program on 29 September 2020, using Esri ArcGIS (ver.10.8 Redlands, California, US) by accessing via ONDA-DIAS services to L2A products. After land classification, three maps were generated—the Habitat Quality, the Habitat Decay, and the Normalized Difference Vegetation Index. This study aimed at classifying the environmental status in five classes ranging from “critical” to “health” with a double perspective—(i) to make a comparative metropolitan assessment between municipalities and (ii) to evaluate the quality of urban public green areas in the city of Turin while defining a different kind of intervention. Results indicate that products derived from supervised classification sampling can be applied in a wide range of applications while reaching seasonal monitoring of the environmental status and delivering just-in-time solutions.

Suggested Citation

  • Stefano Salata, 2021. "The Utilization of Supervised Classification Sampling for Environmental Monitoring in Turin (Italy)," Sustainability, MDPI, vol. 13(5), pages 1-20, February.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:5:p:2494-:d:505895
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    References listed on IDEAS

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    1. Ronchi, Silvia & Salata, Stefano & Arcidiacono, Andrea & Piroli, Erika & Montanarella, Luca, 2019. "Policy instruments for soil protection among the EU member states: A comparative analysis," Land Use Policy, Elsevier, vol. 82(C), pages 763-780.
    2. Luca Congedo & Lorenzo Sallustio & Michele Munafò & Marco Ottaviano & Daniela Tonti & Marco Marchetti, 2016. "Copernicus high-resolution layers for land cover classification in Italy," Journal of Maps, Taylor & Francis Journals, vol. 12(5), pages 1195-1205, October.
    3. Hansen, Rieke & Frantzeskaki, Niki & McPhearson, Timon & Rall, Emily & Kabisch, Nadja & Kaczorowska, Anna & Kain, Jaan-Henrik & Artmann, Martina & Pauleit, Stephan, 2015. "The uptake of the ecosystem services concept in planning discourses of European and American cities," Ecosystem Services, Elsevier, vol. 12(C), pages 228-246.
    4. Jong-Hwa Park & Gi-Hyoug Cho, 2016. "Examining the Association between Physical Characteristics of Green Space and Land Surface Temperature: A Case Study of Ulsan, Korea," Sustainability, MDPI, vol. 8(8), pages 1-16, August.
    5. Bernardino Romano & Lorena Fiorini & Francesco Zullo & Alessandro Marucci, 2017. "Urban Growth Control DSS Techniques for De-Sprinkling Process in Italy," Sustainability, MDPI, vol. 9(10), pages 1-15, October.
    6. Danial Mohabat Doost & Alessandra Buffa & Grazia Brunetta & Stefano Salata & Guglielmina Mutani, 2020. "Mainstreaming Energetic Resilience by Morphological Assessment in Ordinary Land Use Planning. The Case Study of Moncalieri, Turin (Italy)," Sustainability, MDPI, vol. 12(11), pages 1-25, May.
    7. Stefano Salata & Carolina Giaimo & Carlo Alberto Barbieri & Andrea Ballocca & Francesco Scalise & Giulio Pantaloni, 2020. "The Utilization of Normalized Difference Vegetation Index to Map Habitat Quality in Turin (Italy)," Sustainability, MDPI, vol. 12(18), pages 1-17, September.
    8. Zulian, Grazia & Stange, Erik & Woods, Helen & Carvalho, Laurence & Dick, Jan & Andrews, Christopher & Baró, Francesc & Vizcaino, Pilar & Barton, David N. & Nowel, Megan & Rusch, Graciela M. & Autunes, 2018. "Practical application of spatial ecosystem service models to aid decision support," Ecosystem Services, Elsevier, vol. 29(PC), pages 465-480.
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