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A Fuzzy Logic-Based Approach for Modelling Uncertainty in Open Geospatial Data on Landfill Suitability Analysis

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dc.creator Lyimo, Neema Nicodemus
dc.creator Shao, Zhenfeng
dc.creator Ally, Ally Mgelwa
dc.creator Twumasi, Nana Yaw Danquah
dc.creator Altan, Orhan
dc.creator Sanga, Camilius A
dc.date 2020-12-14T15:42:35Z
dc.date 2020-12-14T15:42:35Z
dc.date 2020-12-09
dc.date.accessioned 2022-10-25T08:52:59Z
dc.date.available 2022-10-25T08:52:59Z
dc.identifier ISPRS Int. J. Geo-Inf. 2020, 9, 737; doi:10.3390/ijgi9120737
dc.identifier https://www.suaire.sua.ac.tz/handle/123456789/3316
dc.identifier.uri http://hdl.handle.net/123456789/93217
dc.description Besides OpenStreetMap (OSM), there are other local sources, such as open government data (OGD), that have the potential to enrich the modeling process with decision criteria that uniquely reflect some local patterns. However, both data are affected by uncertainty issues, which limits their usability. This work addresses the imprecisions on suitability layers generated from such data. The proposed method is founded on fuzzy logic theories. The model integrates OGD, OSM data and remote sensing products and generate reliable landfill suitability results. A comparison analysis demonstrates that the proposed method generates more accurate, representative and reliable suitability results than traditional methods. Furthermore, the method has facilitated the introduction of open government data for suitability studies, whose fusion improved estimations of population distribution and land-use mapping than solely relying on free remotely sensed images. The proposed method is applicable for preparing decision maps from open datasets that have undergone similar generalization procedures as the source of their uncertainty. The study provides evidence for the applicability of OGD and other related open data initiatives (ODIs) for land-use suitability studies, especially in developing countries.
dc.format application/pdf
dc.language en
dc.publisher International Journal of Geo-Information
dc.subject GIS
dc.subject remote sensing
dc.subject open data
dc.subject open government data
dc.subject fuzzy logic
dc.subject suitability analysis
dc.subject landfill modeling
dc.subject developing countries
dc.title A Fuzzy Logic-Based Approach for Modelling Uncertainty in Open Geospatial Data on Landfill Suitability Analysis
dc.type Article


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