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Roof materials identification based on pleiades spectral responses using supervised classification

Ayom Widipaminto, Yohanes Fridolin Hestrio, Yuvita Dian Safitri, Donna Monica, Dedi Irawadi, Rokhmatuloh Rokhmatuloh, Djoko Triyono, Erna Sri Adiningsih
2021 TELKOMNIKA (Telecommunication Computing Electronics and Control)  
The purpose of this paper is to classify the Pleiades data for the identification of roof materials.  ...  The outcome of this study is that highresolution remote sensing data can be used to identify roof material and can map further in the context of monitoring urban areas.  ...  AUTHOR CONTRIBUTIONS AW conceived, planned the experiments, and took the lead in writing the manuscript. YFH carried out the experiments and the simulations.  ... 
doi:10.12928/telkomnika.v19i2.18155 fatcat:lalhsn5iqbhijbwwk65yhzh3su

Utilization of Band Combination for Feature Selection in Machine Learning-Based Roof Material Types Identification

Ayom Widipaminto, Yohanes Fridolin Hestrio, Donna Monica, Yuvita Dian Safitri, Dedi Irawadi, - Rokhmatuloh, Djoko Triyono, Erna Sri Adiningsih
2021 International Journal on Advanced Science, Engineering and Information Technology  
Land monitoring requires remote sensing data, which varies in its spectral and spatial resolution. Remote sensing data with the high spatial resolution is especially needed for urban monitoring.  ...  The experiment found that reflectance responses for band Red and NIR are the most distinctive trait of a material type and thus sufficient for material identification.  ...  AUTHOR CONTRIBUTIONS AW conceived, planned the experiments, and took the lead in writing the manuscript. YFH carried out the experiments and the simulations.  ... 
doi:10.18517/ijaseit.11.5.13102 fatcat:au7vw3xgargffcn7eoqqbgxlky

Assessment of building heights from pléiades satellite imagery for the Nyarugenge sector, Kigali, Rwanda

F. Bachofer
2017 Rwanda Journal  
However, for urban planners, policy and decision makers, the method yields a high potential in analyzing and monitoring urban areas.  ...  The proposed study determines the suitability of multispectral information and stereoscopic-derived heights of Pléiades tri-stereoscopic satellite imagery for the identification of building footprints  ...  If successful, the methodology will be able to support urban planners, policy and decision makers in monitoring changes, updating cadastral information and improving planning solutions. with mid-to high-rise  ... 
doi:10.4314/rj.v1i1s.6d fatcat:wl3kw3zcl5gwpluwyc2p3y6tbe

Assessment of building heights from pléiades satellite imagery for the Nyarugenge sector, Kigali, Rwanda

F. Bachofer
2017 Rwanda Journal  
However, for urban planners, policy and decision makers, the method yields a high potential in analyzing and monitoring urban areas.  ...  The proposed study determines the suitability of multispectral information and stereoscopic-derived heights of Pléiades tri-stereoscopic satellite imagery for the identification of building footprints  ...  If successful, the methodology will be able to support urban planners, policy and decision makers in monitoring changes, updating cadastral information and improving planning solutions. with mid-to high-rise  ... 
doi:10.4314/rj.v1i2s.6d fatcat:pyhaaucpsffobkk7pvwmbbqbly

Comparison of Multi- and Hyperspectral Remote Sensing Data for Use in Comprehensive Urban Biotope Mapping

Mathias Bochow, Karl Segl, Hermann Kaufman
2008 IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium  
., Kaufmann, H. (2008): Comparison of multi-and hyperspectral remote sensing data for use in comprehensive urban biotope mapping.  ...  The results show that our developed method for biotope classification works well with hyperspectral and with multispectral input data yielding comparable overall accuracies of 88.1 and 91.3 percent.  ...  The Senate Department for Urban Development of Berlin provided the biotope map.  ... 
doi:10.1109/igarss.2008.4780013 dblp:conf/igarss/BochowSK08 fatcat:d5jhov6zlncine2tyn6argtdxi

Can the Future EnMAP Mission Contribute to Urban Applications? A Literature Survey

Wieke Heldens, Uta Heiden, Thomas Esch, Enrico Stein, Andreas Müller
2011 Remote Sensing  
This paper presents the results of a literature survey on existing applications and image analysis techniques in the context of urban remote sensing in order to identify and outline potential contributions  ...  However, owing to the limitations of EnMAPs spatial resolution for urban applications, research should also focus on hyperspectral resolution enhancement to enable retrieving material information on sub-pixel  ...  Acknowledgements This work has been carried out in the frame of the EnMAP preparation activities and is sponsored by the Space Agency of the German Aerospace Center (DLR) through funds of the Federal Ministry  ... 
doi:10.3390/rs3091817 fatcat:dugumwcfgbhsbo4czvxpsiyoy4

Characterization and Retrieval of Snow and Urban Land Cover Parameters using Hyperspectral Imaging

S. K. Singh, Gaurav Jain, Asfa Siddiqui, Smruti Naik, B. P. Rathore, Vaibhav Garg, , Snehmani, Vinay Kumar, I. M. Bahuguna, S. A. Sharma, Chander Shekhar, Praveen K. Thakur (+4 others)
2019 Current Science  
Hyperspectral data enable identification, characterization and retrieval of these land-cover features based on physical and chemical properties of compositional materials.  ...  tiled roofs, metallic surfaces and tarpaulin sheets using the material spectral profiles.  ...  We also thank the SAC and JPL team members for help in collecting AVIRIS-NG dataset over the Himalayan region and urban area of Ahmedabad. doi: 10.18520/cs/v116/i7/1182-1195  ... 
doi:10.18520/cs/v116/i7/1182-1195 fatcat:a6sh4tnxhrh4rpe4njnhhdlxiy

Imaging Spectroscopy of Urban Environments

S. van der Linden, A. Okujeni, F. Canters, J. Degerickx, U. Heiden, P. Hostert, F. Priem, B. Somers, F. Thiel
2018 Surveys in geophysics  
This paper gives an overview of the state-of-the-art in urban imaging spectroscopy considering decreasing spatial resolution, the related user requirements and existing knowledge gaps, as well as expected  ...  The high spectral information content of such data is expected to improve accuracies and thematic detail of maps on urban composition and urban environmental condition.  ...  Acknowledgements The authors are grateful to the editors of the special issue and the organizers of the ISSI workshop on Exploring the Earth's Ecosystems at a Global Scale with Imaging Spectroscopy Data  ... 
doi:10.1007/s10712-018-9486-y fatcat:wxouaehh2radloag4smld64csm

Remote sensing in the fight against environmental crimes: the case study of the cattle-breeding facilities in Southern Italy

Francesco Gargiulo, Cesario Vincenzo Angelino, Luca Cicala, Giuseppe Persechino, Massimiliano Lega
2016 International Journal of Sustainable Development and Planning  
In this work, a novel and effective approach for the detection of potentially hazardous cattle-breeding facilities, exploiting both synthetic aperture radar and optical multispectral data together with  ...  Experiments on data available for the area of Caserta (Southern Italy), show that the proposed technique provides very high detection capability, up to 90%, with a acceptable false alarm rate, becoming  ...  The GeoEye-1 multispectral image has a set of four (blue-green-red-NIR) spectral bands with 2 m/pixel of ground resolution and a panchro matic band with 0.5 m/pixel of resolution, while the Cosmo Sky-Med  ... 
doi:10.2495/sdp-v11-n5-663-671 fatcat:l567wdbh2jcqxhsft4jvyzqnua

Detection of urban expansion in an urban-rural landscape with multitemporal QuickBird images

Dengsheng Lu
2010 Journal of Applied Remote Sensing  
Shadows and high spectral variation within the impervious surfaces represent major challenges to the detection of urban expansion when high spatial resolution images are used.  ...  As a comparison, the original multispectral image and segmentation-based mean-spectral images were used during the detection of urbanization.  ...  The study is part of a 5-yr continuation project focusing on Population and Environment, which includes examining the changes taking place in urban areas.  ... 
doi:10.1117/1.3501124 pmid:21799706 pmcid:PMC3143462 fatcat:kdxs3kk66jamznnmkwbca5z7li

Urban land cover classification using worldview-2 images and C4.5 algorithm

Barbara Maria Giaccom Ribeiro, Leila Maria Garcia Fonseca
2013 Joint Urban Remote Sensing Event 2013  
Mapping of urban land cover using remote sensing technology has been widely explored, especially with the recent availability of high resolution images and object-based analysis techniques.  ...  This study uses the InterIMAGE software and WorldView-2 sensor imagery, two recent technologies useful for urban studies, to classify land cover in a metropolitan area of São Paulo, Brazil.  ...  The C4.5 algorithm, integrated with other image analysis tools, presented great potential in high-resolution image analysis for urban applications.  ... 
doi:10.1109/jurse.2013.6550712 fatcat:dmdpme5sp5ft7iqzdlvaynjdeq

IDENTIFYING INFORMAL SETTLEMENTS IN SATELLITE IMAGES FOR SUSTAINABLE URBAN PLANNING: A SYSTEMATIC REVIEW OF METHODS AVAILABLE

Amadu Monday Ambugadu, Nafisa Hosni
2022 Journal of Information System and Technology Management  
The variance in spectral, spatial image resolution, texture, colours, and complex physical shapes of informal urban settlements has made it difficult to provide accurate evidence for urban planners to  ...  methods' strengths and weaknesses, along with image indicators used in generating adequate information for sustainable urban planning.  ...  Nafisa Binti Hosni for her valuable support and assistance in organizing this work. God bless you all.  ... 
doi:10.35631/jistm.725008 fatcat:sncrtmv5lrdmvfbnxghd6qqxum

Fusion of hyperspectral images and LiDAR data for civil engineering structure monitoring

A. Brook, E. Ben-Dor, R. Richter
2010 2010 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing  
This technique provides the ability for easy, rapid and accurate in situ assessment of many materials on a spatial domain within near real time condition and high temporal resolution.  ...  urban runoff and planning.  ...  data bases and monitoring the fusion capability between both HRS and LIDAR systems for civil engineering and urban planning applications.  ... 
doi:10.1109/whispers.2010.5594872 dblp:conf/whispers/BrookBR10 fatcat:teegkae4irawxlb2avrtrwjfzy

Survey of Hyperspectral Earth Observation Applications from Space in the Sentinel-2 Context

Julie Transon, Raphaël d'Andrimont, Alexandre Maugnard, Pierre Defourny
2018 Remote Sensing  
Compact High Resolution Imaging Spectrometer (CHRIS) is fully programmable (i.e., in spatial resolution, total swath and spectral band settings) and provides five distinct angular views [13] .  ...  While hyperspectral exploratory sensors are demonstrating their potential, Sentinel-2 multispectral satellite remote sensing is now providing free, open, global and systematic high resolution visible and  ...  It emphasized that a large number of studies made a successful use of medium spatial resolution data (≥30 m) in the field of urban planning and development and urban growth assessment.  ... 
doi:10.3390/rs10020157 fatcat:r3pktecntjbahc5htc53d5ende

Image Fusion for Remote Sensing Applications [chapter]

Leila Fonseca, Laercio Namikawa, Emiliano Castejon, Lino Carvalho, Carolina Pinho, Aylton Pagamisse
2011 Image Fusion and Its Applications  
Intra-urban land cover classification from high-resolution images Intra-urban land cover classification of high spatial resolution images provides a useful set of information for urban management and planning  ...  Applications for remote sensing imagery fusion The availability of high spectral and spatial resolution images is desirable when undertaking identification studies in areas with complex morphological structure  ... 
doi:10.5772/22899 fatcat:35yo7dlezbgnpobl7dbxjsicne
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