148 results on '"Medium resolution"'
Search Results
2. Convolutional neural networks for water segmentation using sentinel-2 red, green, blue (RGB) composites and derived spectral indices
- Author
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Calogero Schillaci, Aldo Lipani, and Thomas James
- Subjects
010504 meteorology & atmospheric sciences ,Computer science ,business.industry ,0211 other engineering and technologies ,Pattern recognition ,02 engineering and technology ,01 natural sciences ,Convolutional neural network ,Medium resolution ,General Earth and Planetary Sciences ,RGB color model ,Segmentation ,Satellite imagery ,Artificial intelligence ,business ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences - Abstract
Near-real time water segmentation with medium resolution satellite imagery plays a critical role in water management. Automated water segmentation of satellite imagery has traditionally been achiev...
- Published
- 2021
- Full Text
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3. Improving integrative 3D modeling into low‐ to medium‐resolution electron microscopy structures with evolutionary couplings
- Author
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Edward M. Marcotte, Caitlyn L. McCafferty, and David W. Taylor
- Subjects
protein 3D structure ,Models, Molecular ,0303 health sciences ,electron microscopy ,Computer science ,business.industry ,Full‐Length Papers ,030302 biochemistry & molecular biology ,Intermolecular force ,Resolution (electron density) ,Cryoelectron Microscopy ,evolutionary couplings ,Proteins ,3D modeling ,Biochemistry ,Medium resolution ,03 medical and health sciences ,Data sequences ,Order (biology) ,integrative modeling ,business ,Biological system ,Molecular Biology ,Spatial analysis ,030304 developmental biology - Abstract
Electron microscopy (EM) continues to provide near-atomic resolution structures for well-behaved proteins and protein complexes. Unfortunately, structures of some complexes are limited to low- to medium-resolution due to biochemical or conformational heterogeneity. Thus, the application of unbiased systematic methods for fitting individual structures into EM maps is important. A method that employs co-evolutionary information obtained solely from sequence data could prove invaluable for quick, confident localization of subunits within these structures. Here, we incorporate the co-evolution of intermolecular amino acids as a new type of distance restraint in the Integrative Modeling Platform (IMP) in order to build three-dimensional models of atomic structures into EM maps ranging from 10-14 a in resolution. We validate this method using four complexes of known structure, where we highlight the conservation of intermolecular couplings despite dynamic conformational changes using the BAM complex. Finally, we use this method to assemble the subunits of the bacterial holo-translocon into a model that agrees with previous biochemical data. The use of evolutionary couplings in integrative modeling improves systematic, unbiased fitting of atomic models into medium- to low-resolution EM maps, providing additional information to integrative models lacking in spatial data. This article is protected by copyright. All rights reserved.
- Published
- 2021
4. Fast and accurate land-cover classification on medium-resolution remote-sensing images using segmentation models
- Author
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Wei Zhang, Lijun Zhao, and Ping Tang
- Subjects
Medium resolution ,Computer science ,Remote sensing (archaeology) ,business.industry ,General Earth and Planetary Sciences ,Segmentation ,Pattern recognition ,Artificial intelligence ,Land cover ,business ,Convolutional neural network - Abstract
Land-cover classification especially global mapping has become a new trend in recent years. Traditional convolutional neural network (CNN) methods for land-cover classification are usually patch ba...
- Published
- 2021
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5. Water Vapor Retrievals from Near-infrared Channels of the Advanced Medium Resolution Spectral Imager Instrument onboard the Fengyun-3D Satellite
- Author
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Na Xu, Lin Chen, Ling Wang, and Xiuqing Hu
- Subjects
Atmospheric Science ,010504 meteorology & atmospheric sciences ,business.industry ,Near-infrared spectroscopy ,010502 geochemistry & geophysics ,01 natural sciences ,Medium resolution ,Calibration ,Global Positioning System ,Environmental science ,Satellite ,business ,Image resolution ,Water vapor ,0105 earth and related environmental sciences ,Remote sensing ,Communication channel - Abstract
Water vapor plays a key role in weather, climate and environmental research on local and global scales. Knowledge about atmospheric water vapor and its spatiotemporal variability is essential for climate and weather research. Because of the advantage of a unique temporal and spatial resolution, satellite observations provide global or regional water vapor distributions. The advanced Medium Resolution Spectral Imager (MERSI) instrument—that is, MERSI-II—onboard the Fengyun-3D (FY-3D) meteorological satellite, has been one of the major satellite sensors routinely providing precipitable water vapor (PWV) products to the community using near-infrared (NIR) measurements since June 2018. In this paper, the major updates related to the production of the NIR PWV products of MERSI-II are discussed for the first time. In addition, the water vapor retrieval algorithm based on the MERSI-II NIR channels is introduced and derivations are made over clear land areas, clouds, and sun-glint areas over the ocean. Finally, the status and samples of the MERSI-II PWV products are presented. The accuracy of MERSI-II PWV products is validated using ground-based GPS measurements. The results show that the accuracies of the water vapor products based on the updated MERSI-II instrument are significantly improved compared with those of MERSI, because MERSI-II provides a better channel setting and new calibration method. The root-mean-square error and relative bias of MERSI-II PWV products are typically 1.8–5.5 mm and −3.0% to −14.3%, respectively, and thus comparable with those of other global remote sensing products of the same type.
- Published
- 2020
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6. Cross-calibration of FY-3C medium resolution spectral imager in reflective bands
- Author
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Qi Han, Guo Qiang, Xiao-hu Feng, and Xing-wei He
- Subjects
Medium resolution ,Cross Calibration ,Optics ,Materials science ,business.industry ,business ,Atomic and Molecular Physics, and Optics ,Electronic, Optical and Magnetic Materials - Published
- 2020
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7. Automatic Ship Recognition Chain on Satellite Multispectral Imagery
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Wahyudi Hasbi, A. Hadi Syafrudin, Kamirul Kamirul, and Patria Rachman Hakim
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Heading (navigation) ,ship ,010504 meteorology & atmospheric sciences ,General Computer Science ,Automatic Identification System ,Computer science ,Multispectral image ,satellite ,0211 other engineering and technologies ,02 engineering and technology ,Wake ,01 natural sciences ,law.invention ,remote sensing ,law ,Position (vector) ,General Materials Science ,Segmentation ,Computer vision ,LAPAN-A3 ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,Radon transform ,business.industry ,General Engineering ,Image segmentation ,medium resolution ,Satellite ,Artificial intelligence ,lcsh:Electrical engineering. Electronics. Nuclear engineering ,recognition ,business ,lcsh:TK1-9971 - Abstract
This article elaborates a processing chain devised to recognize the ships existing on medium resolution multispectral imageries (MSI). The chain consists of the following three steps. Firstly, an adaptive local saliency mapping technique is instigated on open ocean regions to obtain all floating objects. Secondly, to extract the ship candidates, two-step verification is applied based on specific spectral and geometric information of the ships. Lastly, a calculation to determine the properties of the ships, including their length, breadth, and heading, is then carried out. Furthermore, we propose a novel method for correcting miscalculated ship heading; by combining wake segmentation and Radon Transform ( RT ) approaches to locate the position and estimate the length of the wake generated by the ships. With the detected wake length, ship velocity can also be assessed. The developed chain is then tested using imageries acquired by LAPAN-A3 microsatellite, and the results are compared to those reported by the Automatic Identification System (AIS). Experimental results indicate that the proposed chain achieves higher detection performance and can produce better heading information compared to the existing methods.
- Published
- 2020
8. Extracting aquaculture ponds from natural water surfaces around inland lakes on medium resolution multispectral images
- Author
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Wenxia Tan, Di Wang, Zhe Zeng, and Jianhua Huang
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Shore ,Hydrology ,Global and Planetary Change ,geography ,geography.geographical_feature_category ,010504 meteorology & atmospheric sciences ,Feature (archaeology) ,business.industry ,Natural water ,Multispectral image ,0211 other engineering and technologies ,02 engineering and technology ,Management, Monitoring, Policy and Law ,01 natural sciences ,Medium resolution ,Aquaculture ,Environmental science ,Extraction (military) ,Computers in Earth Sciences ,business ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,Earth-Surface Processes - Abstract
A considerable portion of the natural inland lakes has been gradually transformed into aquaculture ponds to meet the enormous demand for aquaculture products. The changes in ponds area can be used to measure the impact of human activities on inland lakes. However, aquaculture ponds and inland lakes are often intermingled with each other especially in the areas close to the lake shore, posing great difficulties for the extraction of aquaculture ponds from medium resolution (15–30 m) multispectral imagery, such as Landsat TM, OLI, and Geofen-1 WFV images. This study proposes a contour-based regularity measurement for water segments, which evaluates the zero-curvature portions of the boundaries, to distinguish aquaculture ponds from natural water. Water surfaces are firstly extracted from satellite images, and then boundary trace of each water segment is carried out to evaluate the geometrical feature of its contour, including perimeter, curvature and the proposed contour-based regularity. Eventually, SVM classification based on these geometrical features separates the aquaculture ponds from inland lakes. Experiments on Landsat TM, OLI, and Geofen-1 WFV images showed that the combination of perimeter, area and proposed contour-based regularity outperforms other feature combinations and produced the most accurate classification. Therefore, the proposed method can be used to extract all aquaculture ponds from all historic Landsat images to monitor the changes in inland aquaculture.
- Published
- 2019
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9. Medium-resolution multispectral satellite imaging system for hygrometeorological spacecraft
- Author
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B.S. Zhukov, P.S. Smetanin, S.A. Prokhorova, T.V. Kondratieva, and I.V. Polyanskiy
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Medium resolution ,Spacecraft ,Satellite imaging ,Computer Networks and Communications ,business.industry ,Multispectral image ,Computers in Earth Sciences ,business ,Geology ,Computer Science Applications ,Remote sensing - Published
- 2019
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10. Fuzzy machine learning approach for transitioned building footprints extraction using dual-sensor temporal data
- Author
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Anil Kumar, Narayan Shankar Hamde, and Sandeep Maithani
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Computer science ,business.industry ,General Chemical Engineering ,0211 other engineering and technologies ,General Engineering ,General Physics and Astronomy ,020206 networking & telecommunications ,Pattern recognition ,02 engineering and technology ,Class (biology) ,Fuzzy logic ,Temporal database ,Dual sensor ,Medium resolution ,Classifier (linguistics) ,0202 electrical engineering, electronic engineering, information engineering ,General Earth and Planetary Sciences ,General Materials Science ,Extraction (military) ,Artificial intelligence ,business ,021101 geological & geomatics engineering ,General Environmental Science ,Curse of dimensionality - Abstract
This study presents a fuzzy approach, for detection of transitioned building footprints in urban area using medium resolution datasets. Multi-temporal remote sensing data sets from Landsat-8 Operational Land Imager and Sentinel-2A were used for generation of temporal indices database. The database was generated using class-based sensor independent-normalized difference vegetation index approach, with an aim to reduce spectral dimensionality of each image and maintain temporal dimensionality. The temporal indices database was subsequently used as input in Modified Possibilistic c-means classifier for transitioned building footprints extraction. The identified transitioned building locations were validated using ground samples as well as from Google images at four different test sites. For accuracy assessment, F-measure was calculated and its value was 0.75 or higher for all training and testing sites. Thus, using proposed fuzzy approach, transitioned building footprints were accurately identified compared to traditional techniques.
- Published
- 2021
- Full Text
- View/download PDF
11. Improving integrative 3D modeling into low- to medium- resolution EM structures with evolutionary couplings
- Author
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Edward M. Marcotte, Caitlyn L. McCafferty, and David W. Taylor
- Subjects
Medium resolution ,Order (biology) ,Data sequences ,Computer science ,business.industry ,Intermolecular force ,Resolution (electron density) ,3D modeling ,business ,Biological system ,Spatial analysis - Abstract
Electron microscopy (EM) continues to provide near-atomic resolution structures for well-behaved proteins and protein complexes. Unfortunately, structures of some complexes are limited to low- to medium-resolution due to biochemical or conformational heterogeneity. Thus, the application of unbiased systematic methods for fitting individual structures into EM maps is important. A method that employs co-evolutionary information obtained solely from sequence data could prove invaluable for quick, confident localization of subunits within these structures. Here, we incorporate the co-evolution of intermolecular amino acids as a new type of distance restraint in the Integrative Modeling Platform (IMP) in order to build three-dimensional models of atomic structures into EM maps ranging from 10-14 Å in resolution. We validate this method using four complexes of known structure, where we highlight the conservation of intermolecular couplings despite dynamic conformational changes using the BAM complex. Finally, we use this method to assemble the subunits of the bacterial holo-translocon into a model that agrees with previous biochemical data. The use of evolutionary couplings in integrative modeling improves systematic, unbiased fitting of atomic models into medium- to low-resolution EM maps, providing additional information to integrative models lacking in spatial data.
- Published
- 2021
- Full Text
- View/download PDF
12. Application of Low to Medium Resolution Data for Hydrological Modeling in Malawi
- Author
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Julian Smit and Natalia Dambe
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geography ,geography.geographical_feature_category ,Flood myth ,Land use ,Emergency management ,Total flow ,business.industry ,Drainage basin ,Developing country ,Standard deviation ,Medium resolution ,Statistics ,Environmental science ,business - Abstract
Malawi, a developing country in Sub-Saharan Africa declared 15 of its 28 districts flood prone areas. Based on the review done by the Department of Disaster Management in Malawi, the country faces the challenge of inaccurate or unreliable flood monitoring and warning services. Lack of high-resolution data contributes to this challenge. Therefore, this research has analysed the extent of applying low to medium resolution data (DEM, soil, land use) in Hydrologic Engineering Center-Hydrologic Modeling System (HEC-HMS) by the Hydrologic Engineering Center of the Army Corps of Engineers in the United States of America. The HEC-HMS hydrological model was simulated to provide the following outputs: the peak discharge (m3/s); total flow (m3/s); and volume (m3) per given drainage area (km2) for all the subbasins, reaches, and junctions. The statistical analysis of the model outputs presented the Standard Deviation Ratio (RSR) of 0.458, Percent Volume Bias (PEV) of 0.10%, and, Percentage Error in Peak Flow (PEPF) of 2.89%. The overall Nash-Sutcliffe Efficiency (NSE) coefficient, that measures the accuracy of the model prediction with respect to mean of the observed values, was 0.79. The coefficient of 0.79 was more than 0.75 which means it was a very good model prediction. According to the standard general performance ratings for recommended statistics, the model was rated very good.
- Published
- 2021
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13. From Colors to Chemistry: A Combined Lenslet/Slicer IFS for Medium-Resolution Spectroscopy
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Cyril Bourgenot, R. Deno Stelter, and Andrew J. Skemer
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business.industry ,Astrophysics::Instrumentation and Methods for Astrophysics ,Physics::Optics ,FOS: Physical sciences ,Lenslet ,Exoplanet ,Spectral line ,Medium resolution ,Integral field spectrograph ,Optics ,Astrophysics::Earth and Planetary Astrophysics ,Spectral resolution ,Astrophysics - Instrumentation and Methods for Astrophysics ,business ,Spectroscopy ,Spectrograph ,Instrumentation and Methods for Astrophysics (astro-ph.IM) - Abstract
We present the design and lab performance of a prototype lenslet-slicer hybrid integral field spectrograph (IFS), validating the concept for use in future instruments like SCALES/PSI-Red. By imaging extrasolar planets with IFS, it is possible to measure their chemical compositions, temperatures and masses. Many exoplanet-focused instruments use a lenslet IFS to make datacubes with spatial and spectral information used to extract spectral information of imaged exoplanets. Lenslet IFS architecture results in very short spectra and thus low spectral resolution. Slicer IFSs can obtain higher spectral resolution but at the cost of increased optical aberrations that propagate through the down-stream spectrograph and degrade the spatial information we can extract. We have designed a lenslet/slicer hybrid that combines the minimal aberrations of the lenslet IFS with the high spectral resolution of the slicer IFS. The slicer output f/\# matches the lenslet f/\# requiring only additional gratings., Comment: 8 pages, 9 figures, SPIE Optical Engineering + Applications 2021
- Published
- 2021
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14. Ten years of local water resource management : Integrating satellite remote sensing and geographical information systems
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Pere Serra, Jordi Cristóbal, Enrique Velasco, Manel Monterde, Xavier Pons, Paula Díaz, A. Riverola, Cristina Domingo, C. Cea, and Oscar Gonzalez
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Atmospheric Science ,010504 meteorology & atmospheric sciences ,0211 other engineering and technologies ,02 engineering and technology ,01 natural sciences ,Agency (sociology) ,Information system ,Computers in Earth Sciences ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,General Environmental Science ,Remote sensing ,Intranet ,business.industry ,Applied Mathematics ,Environmental resource management ,Operational Remote Sensing ,GIS ,Data Harmonization ,Medium resolution ,Water Resource Management ,Geography ,Remote sensing (archaeology) ,Satellite remote sensing ,The Internet ,Satellite ,Snow Cover ,business ,Crop Mapping - Abstract
On 2002, a novel initiative was undertaken by the local water administration of Catalonia (the Agencia Catalana de l'Aigua) and the Universitat Autonoma de Barcelona, leading to a ten-year project where a high number of medium resolution satellite images (MODIS and Landsat) were integrated to the daily water management to improve decision making effectiveness. This paper describes the methodology followed in the successful application of remote sensing, as well as the main problems that had to be overcome during its execution. It also presents the products that have been calculated. These are integrated into the Agency's corporate GIS and immediately available via the intranet for the staff, and a selection is available on the Internet.
- Published
- 2021
15. Final design and development status of the acquisition and guiding system for SOXS
- Author
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Ricardo Zanmar Sanchez, A. Gal Yam, Matteo Munari, Matteo Genoni, M. P. De Pascale, Rachel Bruch, Sergio Campana, Marco Landoni, P. D'Avanzo, M. Della Valle, Hanindyo Kuncarayakti, Fabrizio Vitali, Seppo Mattila, Kalyan Radhakrishnan, Matteo Aliverti, O. Hershko, S. Ben Ami, Jari Kotilainen, Sergio D'Orsi, Bernardo Salasnich, Stephen Smartt, Andrea Baruffolo, R. Di Benedetto, J. A. Araiza Duran, Giulio Capasso, Federico Biondi, Moises Hernandez, Salvatore Scuderi, Giuliano Pignata, J. Achrén, Iair Arcavi, Michael Rappaport, Davide Ricci, Riccardo Claudi, Enrico Cappellaro, Mirko Colapietro, Francesco D'Alessio, G. Li Causi, A. Brucalassi, Maximilian Stritzinger, Marco Riva, Hector Ventura, Adam Rubin, Rosario Cosentino, D. R. Young, P. Schipani, Evans, Christopher J., Bryant, Julia J., and Motohara, Kentaro
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business.industry ,Computer science ,FOS: Physical sciences ,Imaging ,SOXS ,Medium resolution ,Common path ,Acquisition ,Calibration ,Transient (oscillation) ,Wide band ,Guiding ,business ,Astrophysics - Instrumentation and Methods for Astrophysics ,Instrumentation and Methods for Astrophysics (astro-ph.IM) ,Spectrograph ,Computer hardware ,Spectroscopy - Abstract
SOXS (Son Of X-Shooter) will be the new medium resolution (R~4500 for 1'' slit), high-efficiency, wide band spectrograph for the ESO NTT at La Silla, optimized for classification and follow-up of transient events. SOXS will simultaneously cover UV optical and NIR bands (0.35-2.00 micron) using two different arms and a pre-slit Common Path feeding system. The instrument will be also equipped by a Calibration Unit and an Acquisition Camera (AC) System. In this paper we present the final opto-mechanical design for the AC System and we describe its development status. The project is currently in manufacturing and integration phases., 8 pages, 8 figures, SPIE conference. arXiv admin note: text overlap with arXiv:1809.01526
- Published
- 2020
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16. Conceptual design of the BRONCO spectrograph
- Author
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Adam Rubin
- Subjects
Computer science ,business.industry ,Detector ,Division (mathematics) ,law.invention ,Telescope ,Medium resolution ,Optics ,Conceptual design ,law ,Broadband ,business ,Throughput (business) ,Spectrograph - Abstract
"The astronomical community finds great utility in broadband medium resolution spectroscopy. Since its com- missioning, X-shooter has been one of the most heavily over-subscribed instruments on the VLT. To increase the availability of such facilities, the Son Of X-shooter instrument is being built for the NTT. Here we present the BRoadband Optical NIR COncept (BRONCO). This design is inspired by the novel SOXS visual arm, which splits the optical band into four sub-band and images them onto a single detector. BRONCO is a design for an 8.2m class telescope, and improves on the original design in several key ways: improved division of the bands, implementing it for a NIR arm and covering 0.32-1.8 um at resolution ~4500 for a 0.811 slit. Moreover we show an improved catadioptric camera design which uses the corrector in double pass, greatly simplifying the detector mounting and mechanics. Due to its optimized design BRONCO is expected to have throughput > 60%, excluding telescope and detector efficiencies-roughly 50% - 100% higher than X-shooter."
- Published
- 2020
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17. Progress on the UV-VIS arm of SOXS
- Author
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O. Hershko, Fabrizio Vitali, Adam Rubin, Sagi Ben-Ami, Davide Ricci, P. Schipani, Susann Sadlowski, J. Achrén, Marco Landoni, Marco De Pascale, Matteo Genoni, Thomas Flügel-Paul, Maximilian Stritzinger, Kalyan Radhakrishnan, Iair Arcavi, Avishay Gal-Yam, Giuliano Pignata, D. R. Young, P. D'Avanzo, Sergio Campana, Salvatore Scuderi, Federico Biondi, Riccardo Claudi, Sergio D'Orsi, Bernardo Salasnich, Andrea Baruffolo, Stephen Smartt, Rosario Cosentino, Michael Rappaport, Mirko Colapietro, Ricardo Zanmar Sanchez, Gianluca Li Causi, Marcos Hernandez, Giulio Capasso, Matteo Munari, Seppo Mattila, Marco Riva, Francesco D'Alessio, José Antonio Araiza-Duran, Massimo Della Valle, Hector Ventura, Jari Kotilainen, Rosario Di Benedetto, Enrico Cappellaro, Hanindyo Kuncarayakti, Anna Brucalassi, Matteo Aliverti, and Rachel Bruch
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Physics ,Spectrograph ,business.industry ,Detector ,Phase (waves) ,Spectral bands ,Grating ,SOXS ,Medium resolution ,Transients ,Optics ,business ,Throughput (business) - Abstract
We present our progress on the UV-VIS arm of Son Of X-Shooter (SOXS), a new spectrograph for the NTT. Our design splits the spectral band into four sub-bands that are imaged onto a single detector. Each band uses an optimized high efficiency grating that operates in 1st order (m=1). In our previous paper we presented the concept and preliminary design. SOXS passed a Final Design Review in July 2018 and is well into the construction phase. Here we present the final design, performances of key manufactured elements, and the progress in the assembly. Based on the as-built elements, the expected throughput of the visual arm will be > 55%. This paper is accompanied by a series of contributions describing the progress made on the SOXS instrument.
- Published
- 2020
- Full Text
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18. Hybridization of SLIC and Extra Tree for Object Based Image Analysis in Extracting Shoreline from Medium Resolution Satellite Images
- Author
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Syaifulnizam Abd Manaf, Norwati Mustapha, Sulaiman, Mohd Norhisham Razali, Nor Azura Husin, and Helmi Zulhaidi Mohd Shafri
- Subjects
Shore ,geography ,geography.geographical_feature_category ,General Computer Science ,Pixel ,Computer science ,business.industry ,General Engineering ,Pattern recognition ,Land cover ,Medium resolution ,Aerial photography ,Segmentation ,Satellite ,Artificial intelligence ,business ,Classifier (UML) - Abstract
Observation satellites orbiting the Earth provide important surveillance information that helps in identifying various types of land cover. As such, the resolution of satellite images is critical to ensure high accuracy in classifying land cover types. Clearly, high-resolution images are desirable, but such images are prohibitively expensive. Hence, the use of medium-resolution satellite images seems more economical and practical. Several techniques have been developed to monitor the conditions of land covers across the world, such as aerial photography, ground survey, and remote sensing. Among the three techniques, remote sensing is the best, given its ability to monitor vast geographical areas more accurately and much faster compared to those of the other two techniques. In recent decades, many countries have been relying on remote sensing to monitor the conditions of coastal areas by extracting shorelines from satellite images. To date, several pixel-based methods have been proposed for the extraction of shorelines, but most of these methods are fraught with problems. Thus, the object-based approach is proposed using a combination of segmentation algorithms, namely Felzenswalb, Quickshift, and SLIC, together with 15 machine learning classifiers, to classify segmented images of Langkawi Island. The performance of the segmentation algorithms and machine learning classifiers were assessed in terms of segmentation time and overall accuracy in four experimental settings comprising of three different parameters. The research findings showed that the proposed hybridization of SLIC segmentation and Extra Tree classifier was the most efficient and accurate technique compared to other combinations of techniques in extracting the shoreline of the study area. Specifically, SLIC was faster than Felzenswalb and Quickshift by as much as 37 times and 500 times, respectively. Together with Extra Tree classifier, SLIC managed to achieve 100% overall accuracy in the object-based classification in three out of four settings compared to the rest of the techniques tested in the study.
- Published
- 2018
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19. Dilated-ResUnet: A novel deep learning architecture for building extraction from medium resolution multi-spectral satellite imagery
- Author
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Kuldeep Chaurasia, Vipul Kumar Mishra, and Mayank Dixit
- Subjects
business.industry ,Computer science ,Deep learning ,General Engineering ,Computer Science Applications ,Medium resolution ,Identification (information) ,Artificial Intelligence ,Urban planning ,Satellite ,Extraction (military) ,Satellite imagery ,Artificial intelligence ,Architecture ,business ,Remote sensing - Abstract
In today's world, satellite images are being utilized for the identification of built-up area, urban planning, disaster management, insurance & tax assessment in an area, and many other social-economic activities. The extraction of the accurate building footprints in densely populated urban areas from medium resolution satellite images is still a challenging task which requires the development of the new methods to solve such problem. In this paper, a novel Dilated-ResUnet deep learning architecture for building extraction from Sentinel-2 satellite images has been proposed. The proposed model has been tested on three novel building datasets that are prepared for three densely populated cities of India (viz. Delhi, Hyderabad and Bengaluru) using Sentinel-2 satellite images and Planet OSM. First FCC (false colour composite) dataset prepared by merging NIR, Red, Green bands, second FCC dataset prepared by merging NIR, Red, Green and Blue bands and third is TCC (true colour composite) dataset by merging red, green and blue bands. The proposed architecture is applied to both the FCC datasets and TCC dataset separately; it has been identified that the proposed model has obtained better building extraction results using FCC (NIR, Red, Green) dataset. The input satellite image enhancement and extensive experimentations to identify the optimal deep learning hyper-parameters using FCC spatial dataset have also been carried out to further improve the performance of the proposed model. The results of the experimentations reveal that the proposed model has out-performed the state of the art models available in literature by achieving the F1-score of 0.4718 and Mean IoU of 0.582 for building extraction from Sentinel-2 satellite images. The outcome of the research work can be utilized for urban planning and management, generate more ground truths for Sentinel-2 satellite images which further can be useful for other societal applications.
- Published
- 2021
- Full Text
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20. On-board radiometric calibration for thermal emission band of FY-3C/MERSI
- Author
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Y. H. Tang, H. S. Dai, Q. C. Zhao, Q. S. Liu, L. Qin, and Y. Yang
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Accuracy and precision ,010504 meteorology & atmospheric sciences ,business.industry ,0211 other engineering and technologies ,02 engineering and technology ,Thermal emission ,01 natural sciences ,On board ,Medium resolution ,Optics ,General Earth and Planetary Sciences ,Environmental science ,business ,Radiometric calibration ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,Remote sensing - Abstract
On-board radiometric calibration is the most efficient method to improve the measurement accuracy of satellite-borne sensors. Chinese Medium Resolution Spectral Imager (MERSI), loaded on the Fengyu...
- Published
- 2017
- Full Text
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21. Detecting modern desert to urban transitions from space in the surroundings of the Giza World Heritage site and Greater Cairo
- Author
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Jose Manuel Delgado Blasco, Ramon F. Hanssen, and Gert Verstraeten
- Subjects
Synthetic aperture radar ,Archeology ,010504 meteorology & atmospheric sciences ,Floodplain ,Materials Science (miscellaneous) ,Population ,0211 other engineering and technologies ,02 engineering and technology ,Conservation ,Space (commercial competition) ,01 natural sciences ,education ,Spectroscopy ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,Remote sensing ,geography ,education.field_of_study ,geography.geographical_feature_category ,Land use ,business.industry ,Environmental resource management ,Sensor fusion ,Medium resolution ,Chemistry (miscellaneous) ,World heritage ,business ,General Economics, Econometrics and Finance - Abstract
During the last decades, Greater Cairo, Egypt, is increasing in population and in built-up extension. Some of the new buildings are informal, constructed in absence of government planning processes, and threaten the Heritage Cultural Site of the Giza Pyramids. In addition, the fertile land of the Nile floodplain is being urbanized despite the government's building prohibition since the 1990s. Therefore, constant monitoring of construction activity is crucial in the rapidly changing environment of this area. Here, we present a data fusion approach that overcomes the limitations of single medium resolution sensor approaches, and also identifies areas in transition from desert to urban. We use multi-temporal multi-sensor supervised land use classification and include a new land use class for detecting undefined disturbances. Synthetic aperture radar (SAR) data is combined with multi-spectral data for creating the land use land cover (LULC) maps using artificial neural networks (ANN). Specifically, ERS SAR data is combined with Landsat 5TM for 1998 and Envisat ASAR IMS with Landsat 7 ETM+ for 2004 and 2010. With this data fusion approach, it is measured an increase of 73% of Greater Cairo built-up extent from 1998 to 2010. Finally, we show the relationship between the aforementioned disturbances and the new built-up areas, detecting 26% of the total new built-up areas constructed from 1998 to 2010 where undefined disturbances were identified in previous land use maps.
- Published
- 2017
- Full Text
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22. A Mapping Framework to Characterize Land Use in the Sudan-Sahel Region from Dense Stacks of Landsat Data
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M Abul Kalam Azad, Fernando Sedano, and Vasco Molini
- Subjects
Land use ,business.industry ,land degradation ,Land cover ,Arid ,multi temporal ,Landsat ,medium resolution ,land use/cover change ,agriculture ,Sudan-Sahel region ,Thematic map ,Geography ,Agriculture ,Land degradation ,General Earth and Planetary Sciences ,Land use, land-use change and forestry ,lcsh:Q ,Physical geography ,Arable land ,business ,lcsh:Science - Abstract
The authors developed a land cover and land use mapping framework specifically designed for agricultural systems of the Sudan-Sahel region. The mapping approach extracts information from inter and intra annual vegetation dynamics from dense stacks of Landsat 8 images. They applied this framework to create a 30-m spatial resolution land use map with a focus on agricultural landscapes of northern Nigeria for 2015. This map provides up-to-date information with a higher level of spatial and thematic detail resulting in a more precise characterization of agriculture in the region. The map reveals that agriculture is the main land use in the region. Arable land represents on average 52.5 percent of the area, higher than the reported national average for Nigeria (38.4 percent). Irrigated agriculture covers nearly 2.2 percent of the total area, reaching nearly 20 percent of the cultivated land when traditional floodplain agriculture systems are included, above the reported national average (0.63 percent). There is significant variability in land use within the region. Cultivated land in the northern section can reach values higher than 75 percent, most land suitable for agriculture is already under cultivation and there is limited land for future agricultural expansion. Marginal lands, not suitable for permanent agriculture, can reach 30 of the land at lower altitudes in the Northeast and Northwest. In contrast, the southern section presents lower land use intensity that results in a complex landscape that intertwines areas farms and larger patches of natural vegetation. This map improves the spatial detail of existing sources of LCLU information for the region and provides updated information of the current status of its agricultural landscapes. This study demonstrates the feasibility of multi temporal medium resolution remote sensing data to provide detailed and up-to-date information about agricultural systems in arid and sub arid landscapes of the Sahel region.
- Published
- 2019
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23. Correction to: A Pattern Recognition Tool for Medium-Resolution Cryo-EM Density Maps and Low-Resolution Cryo-ET Density Maps
- Author
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Jing He, Julio A. Kovacs, Junha Song, Devin Haslam, Manfred Auer, Salim Sazzed, and Willy Wriggers
- Subjects
Medium resolution ,Materials science ,Cryo-electron microscopy ,business.industry ,Low resolution ,Pattern recognition (psychology) ,Pattern recognition ,Artificial intelligence ,business - Published
- 2019
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24. Mapping and quantifying Sargassum distribution and coverage in the Central West Atlantic using MODIS observations
- Author
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Chuanmin Hu and Mengqiu Wang
- Subjects
0106 biological sciences ,010504 meteorology & atmospheric sciences ,biology ,Pixel ,business.industry ,010604 marine biology & hydrobiology ,Imaging spectrometer ,Soil Science ,Hyperspectral imaging ,Distribution (economics) ,Geology ,Vegetation ,biology.organism_classification ,01 natural sciences ,Medium resolution ,Sargassum ,Environmental science ,Moderate-resolution imaging spectroradiometer ,Computers in Earth Sciences ,business ,0105 earth and related environmental sciences ,Remote sensing - Abstract
Sargassum washing ashore on the beaches of the Caribbean Islands since 2011 has caused problems for the local environments, tourism, and economies. Although preliminary results of Sargassum distributions in the nearby oceans have been obtained using measurements from the Medium Resolution Imaging Spectrometer (MERIS), MERIS stopped functioning in 2012, and detecting and quantifying Sargassum distributions still face technical challenges due to ambiguous pixels from clouds, cloud shadows, cloud adjacency effect, and large-scale image gradient. In this paper, a novel approach is developed to detect Sargassum presence and to quantify Sargassum coverage using the Moderate Resolution Imaging Spectroradiometer (MODIS) alternative floating algae index (AFAI), which examines the red-edge reflectance of floating vegetation. This approach includes three basic steps: 1) classification of Sargassum-containing pixels through correction of large-scale gradient, masking clouds and cloud shadows, and removal of ambiguous pixels; 2) linear unmixing of Sargassum-containing pixels; and, 3) statistics of Sargassum area coverage in pre-defined grids at monthly, seasonal, and annual intervals. In the absence of direct field measurements to validate the results, limited observations from the Hyperspectral Imager for the Coastal Ocean (HICO) measurements and numerous local reports support the conclusion that the elevated AFAI signals are due to the presence of Sargassum instead of other floating materials, and various sensitivity analyses are used to quantify the uncertainties in the derived Sargassum area coverage. The approach was applied to MODIS observations between 2000 and 2015 over the Central West Atlantic (CWA) region (0–22°N, 63–38°W) to derive the spatial and temporal distribution patterns as well as the total area coverage of Sargassum. Results indicate that the first widespread Sargassum distribution event occurred in 2011, consistent with previous MERIS findings. Since 2011, only 2013 showed a minimal Sargassum coverage similar to the period of 2000 to 2010; all other years showed significantly more coverage. More alarmingly, the summer months of 2015 showed mean coverage of > 2000 km2, or about 4 times of the summer 2011 coverage and 20 times of the summer 2000 to 2010 coverage. Analysis of several environmental variables provided some hints on the reasons causing the inter-annual changes after 2010, yet further multi-disciplinary research (including in situ measurements) is required to understand such changes and long-term trends in Sargassum coverage.
- Published
- 2016
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25. Remote Sensing Analysis of Agroforestry in Bathinda and Patiala Districts of Punjab using Sub-pixel Method and Medium Resolution Data
- Author
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Raza Rizvi, A. Saxena, S. K. Dhyani, Ram Newaj, and P. S. Karmakar
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0106 biological sciences ,Pixel ,Land use ,business.industry ,Agroforestry ,Geography, Planning and Development ,04 agricultural and veterinary sciences ,01 natural sciences ,Eucalyptus ,Medium resolution ,Geography ,Agriculture ,Remote sensing (archaeology) ,040103 agronomy & agriculture ,Earth and Planetary Sciences (miscellaneous) ,0401 agriculture, forestry, and fisheries ,Soil fertility ,business ,Tree species ,010606 plant biology & botany - Abstract
Agroforestry is a land use where trees are deliberately grown with agricultural crops either within the field or on the bunds/ boundary. There are innumerable examples of this traditional land use practices in many parts of the world and has long tradition in India too. In the state of Punjab, farmers prefer to grow tree species like Eucalyptus and Populus on their fields with agricultural crops. Reason for adopting these species by the farmers is their fast growth and use of wood in paper and plywood industries. These agroforestry systems are not only remunerative to the farmers but also improve soil fertility of agricultural fields. Area under agroforestry in Bathinda and Patiala districts has been assessed by applying pixel and sub-pixel classifiers on medium resolution LISS III data. In case of pixel based classification, area under agroforestry was estimated to be 7.09 and 4.95 % in the two districts, respectively. Whereas, area under agroforestry come out to be 14.76 and 13.25 %, respectively in case of sub-pixel based classification. Improved results were obtained in case of sub-pixel classifier with more than 85 % accuracy. Hence, sub-pixel classifier may be used with medium resolutions data for accurate assessment of area under agroforestry.
- Published
- 2016
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26. Use of High Resolution Google Earth Satellite Imagery in Landuse Map Preparation for Urban Related Applications
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K. Malarvizhi, P. Porchelvan, and S. Vasantha Kumar
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Earth satellite ,Geographic information system ,010504 meteorology & atmospheric sciences ,Land use ,business.industry ,0211 other engineering and technologies ,High resolution ,02 engineering and technology ,01 natural sciences ,Purchasing ,Medium resolution ,Geography ,Urban planning ,General Earth and Planetary Sciences ,Satellite imagery ,business ,Cartography ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,General Environmental Science ,Remote sensing - Abstract
The fundamental data required by urban planners and policy makers is accurate information on current landuse practices in a city or town and how it changes over the past for carrying out various urban planning and management activities. The free satellite imagery provided in global landcover facility (GLCF) which can be used to prepare the landuse maps as attempted in many studies has certain limitations. The images are of lower or medium resolution type and in many cases it may not be possible to obtain the latest image. To overcome this, one has to buy latest high resolution satellite image which is more expensive to purchase and sometimes it may not be possible to get the data due to security reasons. An alternative solution is to utilize Google earth imagery which is open source and provides clear view of buildings, roads, etc. and hence can be best utilized for urban related applications. The present study is an attempt in this direction, in which 340 individual tiles of Google earth images covering Vellore in Tamilnadu were extracted using Elshayal Smart open source software. They were then mosaicked and clipped to facilitate onscreen digitizing using GIS software. The area of various landuse classes was found using the prepared landuse map and zone-wise/ward-wise analysis was also performed. It was found that the area occupied by open land is 56.07 sq.km, which is the highest when compared to other landuse classes. Next to open land, built-up area occupies an area of 28.83 sq.km. The percentage split of all the four landuse classes were 60.69, 31.21, 7.83 and 0.26 for open land, built-up, agricultural and water bodies respectively. Use of Google earth imagery in urban change detection analysis was also explored by utilizing the images of 2007 and 2014. If budget is a constraint in purchasing high resolution satellite imagery, then one could consider utilizing free Google earth images as proposed in the present study for urban related applications.
- Published
- 2016
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27. LAMOST staller parameters pipeline for medium resolution spectra
- Author
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Rui Wang, Jia-Jun Chen, Wen Hou, Fang Zuo, Yi-Han Song, A-Li Luo, Xiao Kong, Yan Lu, Yong-Heng Zhao, and Bing Du
- Subjects
Physics ,business.industry ,Pipeline (computing) ,Astrophysics::Instrumentation and Methods for Astrophysics ,Astrophysics::Cosmology and Extragalactic Astrophysics ,Spectral line ,LAMOST ,law.invention ,Medium resolution ,Wavelength ,Optics ,law ,Astrophysics::Solar and Stellar Astrophysics ,Astrophysics::Earth and Planetary Astrophysics ,Emission spectrum ,Arc lamp ,business ,Spectrograph ,Astrophysics::Galaxy Astrophysics - Abstract
A new set of gratings with medium resolution (R ∼ 7500) has been mounted on the LAMOST spectrographs, and the wavelength windows range in 490 ∼ 540nm and 640 ∼ 690 nm respectively for blue and red spectrograph arm. Commissioning observation has been conducted to test the survey based on 16 spectrographs and 4000 fibers. Meanwhile, a spectral analysis pipeline has been developing to get more precise stellar parameters, radial velocities and abundance of chemical elements. Instrument profiles are calculated for each fiber at each exposure according to emission lines both from arc lamp. A template grid spectra with R ∼ 7500 for fundamental parameter (Teff, logg, and [Fe/H] ) are selected from Elodie. During the commissioning observation, each star have been visited for several times, and a fraction targets include APOGEE, Kepler and PASTEL objects which have high precisely measured parameters. With the commissioning spectra, we can understand instrument performance, intrinsic precision of repeat observations, and the accuracy of the pipeline.
- Published
- 2018
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28. E2: The Flat-Cone Diffractometer at BER II
- Author
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Manfred Reehuis and Jens-Uwe Hoffmann
- Subjects
Materials science ,lcsh:T ,business.industry ,Scattering ,Detector ,02 engineering and technology ,021001 nanoscience & nanotechnology ,lcsh:Technology ,01 natural sciences ,Neutron diffraction ,Neutron temperature ,Medium resolution ,Reciprocal lattice ,Optics ,Cone (topology) ,0103 physical sciences ,Research reactor ,010306 general physics ,0210 nano-technology ,business ,Diffractometer - Abstract
The flat-cone diffractometer E2 at the research reactor BER II is a thermal neutron single-crystal diffractometer for 3D reciprocal space mapping by using four delay-line area detectors (300 × 300 mm2). Alternatively it is suitable for powder measurements with medium resolution and broad 2-theta scattering range.
- Published
- 2018
29. The RINGS Survey III: Medium-Resolution Halpha Fabry-Perot Kinematic Dataset
- Author
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J. A. Sellwood, Rachel Kuzio de Naray, Kristine Spekkens, Carl J. Mitchell, Alex Bixel, and T. B. Williams
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Physics ,business.industry ,FOS: Physical sciences ,Astronomy and Astrophysics ,Kinematics ,Astrophysics::Cosmology and Extragalactic Astrophysics ,01 natural sciences ,Astrophysics - Astrophysics of Galaxies ,010305 fluids & plasmas ,Data set ,Medium resolution ,Optics ,Space and Planetary Science ,Astrophysics of Galaxies (astro-ph.GA) ,0103 physical sciences ,Astrophysics::Solar and Stellar Astrophysics ,business ,010303 astronomy & astrophysics ,Fabry–Pérot interferometer ,Astrophysics::Galaxy Astrophysics - Abstract
The distributions of stars, gas, and dark matter in disk galaxies provide important constraints on galaxy formation models, particularly on small spatial scales (, Accepted to appear in AJ (28 pages, 22 Figures)
- Published
- 2018
30. CREATION OF A MULTIRESOLUTION AND MULTIACCURACY DTM: PROBLEMS AND SOLUTIONS FOR HELI-DEM CASE STUDY
- Author
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Marco Negretti, L. Carcano, Ludovico Biagi, and Alba Lucchese
- Subjects
Horizontal resolution ,lcsh:Applied optics. Photonics ,business.industry ,lcsh:T ,lcsh:TA1501-1820 ,Landslide ,lcsh:Technology ,Medium resolution ,Geography ,Lidar ,lcsh:TA1-2040 ,Georeference ,Global Positioning System ,business ,Digital elevation model ,lcsh:Engineering (General). Civil engineering (General) ,Cartography ,Reference frame ,Remote sensing - Abstract
The work is part of "HELI-DEM" (HELvetia-Italy Digital Elevation Model) project, funded by the European Regional Development Fund within the Italy-Switzerland cooperation program. The aim of the project is the creation of a unique DTM for the alpine and subalpine area between Italy (Piedmont, Lombardy) and Switzerland (Ticino and Grisons Cantons); at present, different DTMs, that are in different reference frames and have been obtained with different technologies, accuracies, and resolutions, have been acquired. The final DTM should be correctly georeferenced and produced validating and integrating the data that are available for the project. DTMs are fundamental in hydrogeological studies, especially in alpine areas where hydrogeological risks may exist. Moreover, when an event, like for example a landslide, happens at the border between countries, a unique and integrated DTM which covers the interest area is useful to analyze the scenario. In this sense, HELI-DEM project is helpful. To perform analyses along the borders between countries, transnational geographic information is needed: a transnational DTM can be obtained by merging regional low resolution DTMs. Moreover high resolution local DTMs should be used where they are available. To be merged, low and high resolution DTMs should be in the same three dimensional reference frame, should not present biases and should be consistent in the overlapping areas. Cross-validation between the different DTMs is therefore needed. Two different problems should be solved: the merging of regional, partly overlapping low and medium resolution DTMs into a unique low/medium resolution DTM and the merging with other local high resolution/high accuracy height data. This paper discusses the preliminary processing of the data for the fusion of low and high resolution DTMs in a study-case area within the Lombardy region: Valtellina valley. In this region the Lombardy regional low resolution DTM is available, with a horizontal resolution of 20 meters; in addition a LiDAR DTM with a horizontal resolution of 1 meter, which covers only the main hydrographic basins, is also available. The two DTMs have been transformed into the same reference frame. The cross-validation of the two datasets has been performed comparing the low resolution DTM with the local high resolution DTM. Then, where significant differences are present, GPS survey have been used as external validation. The results are presented. Moreover, a possible strategy for the future fusion of the data, is shortly summarized at the end of the paper.
- Published
- 2018
31. The assembly integration and test activities for the new SOXS instrument at NTT
- Author
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Stephen J. Smartt, R. Zanmar Sanchez, Demetrio Magrin, Roberto Ragazzoni, P. D'Avanzo, Federico Biondi, Sergio Campana, Adam Rubin, Johan P. U. Fynbo, M. Hirvonen, Enrico Cappellaro, M. Della Valle, Jacopo Farinato, Giuliano Pignata, Francesco D'Alessio, Rosario Cosentino, Sergio D'Orsi, Andrea Baruffolo, J. Lehti, D. Ricci, T. Kumar, Massimo Turatto, Marco Riva, Andrea Bianco, G. Capasso, Daniela Fantinel, Fabrizio Vitali, Hanindyo Kuncarayakti, Matteo Munari, Iair Arcavi, Matteo Aliverti, Seppo Mattila, J. Antonio Araiza-Duran, Luca Marafatto, G. Li Causi, Sagi Ben-Ami, Matteo Genoni, Marco Landoni, Jari Kotilainen, Bernardo Salasnich, Pietro Schipani, M. Colapietro, O. Hershko, Michael Rappaport, Giorgio Pariani, Salvatore Scuderi, O. Diner, Riccardo Claudi, Avishay Gal-Yam, J. Achrén, and A. Brucalassi
- Subjects
ta115 ,ta114 ,business.industry ,Computer science ,New Technology Telescope ,01 natural sciences ,Astronomical instrumentation ,010309 optics ,SOXS ,Medium resolution ,0103 physical sciences ,System level ,Visible band ,business ,010303 astronomy & astrophysics ,Spectrograph ,Computer hardware - Abstract
Son Of X-Shooter (SOXS) is the new instrument for the ESO 3.5 m New Technology Telescope (NTT) in La Silla site (Chile) devised for the spectroscopic follow-up of transient sources. SOXS is composed by two medium resolution spectrographs able to cover the 350-2000 nm interval. An Acquisition Camera will provide a light imaging capability in the visible band. We present the procedure foreseen for the Assembly, Integration and Test activities (AIT) of SOXS that will be carried out at sub-systems level at various consortium partner premises and at system level both in Europe and Chile.
- Published
- 2018
32. Building a Better Urban Picture: Combining Day and Night Remote Sensing Imagery
- Author
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Qingling Zhang, Bin Li, David Thau, and Rebecca Moore
- Subjects
climate mitigation ,Meteorology ,business.industry ,Science ,Multispectral image ,Global warming ,cloud computing ,Defense Meteorological Satellite Program ,land use land cover ,Cloud computing ,Normalized Difference Vegetation Index ,Medium resolution ,Urban geography ,Global studies ,urban geography ,multi-temporal image compositing ,General Earth and Planetary Sciences ,Environmental science ,business ,Remote sensing - Abstract
Urban areas play a very important role in global climate change. There is increasing need to understand global urban areas with sufficient spatial details for global climate change mitigation. Remote sensing imagery, such as medium resolution Landsat daytime multispectral imagery and coarse resolution Defense Meteorological Satellite Program/Operational Linescan System (DMSP/OLS) nighttime light imagery, has provided a powerful tool for characterizing and mapping cities, with advantages and disadvantages. Here we propose a framework to merge cloud and cloud shadow-free Landsat Normalized Difference Vegetation Index (NDVI) composite and DMSP/OLS Night Time Light (NTL) to characterize global urban areas at a 30 m resolution, through a Normalized Difference Urban Index (NDUI) to make full use of them while minimizing their limitations. We modify the maximum NDVI value multi-date image compositing method to generate the cloud and cloud shadow-free Landsat NDVI composite, which is critical for generating a global NDUI. Evaluation results show the NDUI can effectively increase the separability between urban areas and bare lands as well as farmland, capturing large scale urban extents and, at the same time, providing sufficient spatial details inside urban areas. With advanced cloud computing facilities and the open Landsat data archives available, NDUI has the potential for global studies at the 30 m scale.
- Published
- 2015
33. Symplectomorphic registration with phase space regularization by entropy spectrum pathways
- Author
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Lawrence R. Frank and Vitaly L. Galinsky
- Subjects
FOS: Computer and information sciences ,Computer science ,Entropy ,Computer Vision and Pattern Recognition (cs.CV) ,Coordinate system ,Computer Science - Computer Vision and Pattern Recognition ,Normal Distribution ,Article ,030218 nuclear medicine & medical imaging ,Workflow ,03 medical and health sciences ,0302 clinical medicine ,medicine ,Image Processing, Computer-Assisted ,Entropy (information theory) ,Humans ,Radiology, Nuclear Medicine and imaging ,Computer Simulation ,Models, Statistical ,medicine.diagnostic_test ,business.industry ,Phantoms, Imaging ,Low resolution ,Brain ,Reproducibility of Results ,Magnetic resonance imaging ,Pattern recognition ,Medium resolution ,Diffusion Magnetic Resonance Imaging ,Hamiltonian formalism ,Phase space ,Artificial intelligence ,business ,Artifacts ,030217 neurology & neurosurgery ,Algorithms ,Diffusion MRI - Abstract
The ability to register image data to a common coordinate system is a critical feature of virtually all imaging studies that require multiple subject analysis, combining single subject data from multiple modalities, or both. However, in spite of the abundance of literature on the subject and the existence of several variants of registration algorithms, their practical utility remains problematic, as commonly acknowledged even by developers of these methods because the complexity of the problem has resisted a general, flexible, and robust theoretical and computational framework. To address this issue, we present a new registration method that is similar in spirit to the current state-of-the-art technique of diffeomorphic mapping, but is more general and flexible. The method utilizes a Hamiltonian formalism and constructs registration as a sequence of symplectomorphic maps in conjunction with a novel phase space regularization based on the powerful entropy spectrum pathways (ESP) framework. The method is demonstrated on the three different magnetic resonance imaging (MRI) modalities routinely used for human neuroimaging applications by mapping between high resolution anatomical (HRA) volumes, medium resolution diffusion weighted MRI (DW-MRI) and HRA volumes, and low resolution functional MRI (fMRI) and HRA volumes. The typical processing time for high quality mapping ranges from less than a minute to several minutes on a modern multi core CPU for typical high resolution anatomical (~256x256x256 voxels) MRI volumes., Comment: 26 pages, 7 figures
- Published
- 2017
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34. An Approach to Orbital Image Classification for the Assessment of Potato Plantation Areas
- Author
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Claudia Durand Alves and Vassiliki Terezinha Galvão Boulomytis
- Subjects
Preservation Area Interference ,OBIA ,Watershed ,Pixel-based Classification ,Water contamination ,Water supply ,Environmental technology. Sanitary engineering ,Preservation area interference ,Urban groups. The city. Urban sociology ,Water Contamination Risk ,Assessment of plantations ,Water contamination risk ,TD1-1066 ,Contextual image classification ,business.industry ,HT101-395 ,Forestry ,Engineering (General). Civil engineering (General) ,Medium resolution ,Geography ,Agriculture ,Land degradation ,TA1-2040 ,business ,Cropping - Abstract
In the city of Bueno Brandão, South of Minas Gerais State, Brazil, the Watershed of Rio das Antas is located prior to the public water supply and is susceptible to hydro-degradation due to the intensive agricultural activities developed in the area. The potato plantation is the most significant cropping in the city. Because of the possibility of interfering in the preservation areas, mainly the ones surrounding water courses and springs, it is very important to do the assessment of the plantation sites, in order to avoid the risk of water contamination. The procedures adopted by the agro activity farmers generally present the following features: intensive use of agro-chemicals, cropping in places with slopes which are higher than 20%, close to or in permanent preservation areas. The scope of this study was to develop the proper methodology for the assessment of the plantation areas, regarding the short time of procedure, as the period between the plantation and the harvest occurs in six months the furthest. These areas vary year in year out, as the plantation sites often change due to the land degradation. Because of that, geotechnologies are recommended to detect the plantation areas by the use of satellite images and accurate data processing. Considering the availability of LANDSAT medium resolution images, methods for their appropriate classification were approached to provide effective target detection.
- Published
- 2013
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35. A medium resolution fingerprint matching system
- Author
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Ayman M. Bahaa-Eldin
- Subjects
Minutiae ,CPU power dissipation ,Image quality ,Low resource ,Computer science ,business.industry ,Minutiae matching ,General Engineering ,Pattern recognition ,Engineering (General). Civil engineering (General) ,Fingerprint matching ,Medium resolution ,Computer Science::Computer Vision and Pattern Recognition ,Thinning algorithm ,Computer vision ,Artificial intelligence ,TA1-2040 ,Invariant (mathematics) ,business ,Feature vector distance ,Blossom algorithm - Abstract
In this paper, a novel minutiae based fingerprint matching system is proposed. The system is suitable for medium resolution fingerprint images obtained by low cost commercial sensors. The paper presents a new thinning algorithm, a new features extraction and representation, and a novel feature distance matching algorithm. The proposed system is rotation and translation invariant and is suitable for complete or partial fingerprint matching. The proposed algorithms are optimized to be executed on low resource environments both in CPU power and memory space. The system was evaluated using a standard fingerprint dataset and good performance and accuracy were achieved under certain image quality requirements. In addition, the proposed system was compared favorably to that of the state of the art systems.
- Published
- 2013
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- View/download PDF
36. Estimates of Annual Soil Loss Rates in the State of São Paulo, Brazil
- Author
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Angélica Giarolla, Gilvan Sampaio, Grasiela de Oliveira Rodrigues Medeiros, and Mara de Andrade Marinho
- Subjects
010504 meteorology & atmospheric sciences ,Soil Science ,01 natural sciences ,Soil loss ,Soil retrogression and degradation ,USLE ,lcsh:Agriculture (General) ,geoprocessing ,0105 earth and related environmental sciences ,Hydrology ,business.industry ,soil conservation ,04 agricultural and veterinary sciences ,erosion ,GIS ,lcsh:S1-972 ,Natural resource ,Medium resolution ,Universal Soil Loss Equation ,Agriculture ,040103 agronomy & agriculture ,Erosion ,0401 agriculture, forestry, and fisheries ,Environmental science ,Soil conservation ,business ,Agronomy and Crop Science - Abstract
Soil is a natural resource that has been affected by human pressures beyond its renewal capacity. For this reason, large agricultural areas that were productive have been abandoned due to soil degradation, mainly caused by the erosion process. The objective of this study was to apply the Universal Soil Loss Equation to generate more recent estimates of soil loss rates for the state of São Paulo using a database with information from medium resolution (30 m). The results showed that many areas of the state have high (critical) levels of soil degradation due to the predominance of consolidated human activities, especially in growing sugarcane and pasture use. The average estimated rate of soil loss is 30 Mg ha-1 yr-1 and 59 % of the area of the state (except for water bodies and urban areas) had estimated rates above 12 Mg ha-1 yr-1, considered as the average tolerance limit in the literature. The average rates of soil loss in areas with annual agricultural crops, semi-perennial agricultural crops (sugarcane), and permanent agricultural crops were 118, 78, and 38 Mg ha-1 yr-1 respectively. The state of São Paulo requires attention to conservation of soil resources, since most soils led to estimates beyond the tolerance limit.
- Published
- 2016
37. Analysis of SALT Fabry-Perot Medium Resolution Data
- Author
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Claude Carignan, Ted Williams, and Wendyam Blaise Tapsoba
- Subjects
chemistry.chemical_classification ,Medium resolution ,Materials science ,Optics ,chemistry ,business.industry ,Salt (chemistry) ,business ,Fabry–Pérot interferometer - Published
- 2016
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38. Sensitivity estimates for the SPICA Mid-Infrared Instrument (SMI)
- Author
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Daisuke Ishihara, Takehiko Wada, Naofumi Fujishiro, Shinki Oyabu, Hidehiro Kaneda, and Itsuki Sakon
- Subjects
Physics ,010504 meteorology & atmospheric sciences ,Spectrometer ,Physics::Instrumentation and Detectors ,business.industry ,Point source ,Low resolution ,Detector ,Mid infrared ,Spica ,01 natural sciences ,Medium resolution ,Optics ,0103 physical sciences ,Nuclear Experiment ,business ,Spectroscopy ,010303 astronomy & astrophysics ,0105 earth and related environmental sciences ,Remote sensing - Abstract
We present the latest results of the sensitivity estimate for spectrometers of the SPICA Mid-Infrared Instrument (SMI). SMI has three spectroscopic channels; low resolution spectrometer (LRS), medium resolution spectrometer (MRS) and high resolution spectrometer (HRS). Taking account of the results of optical design of each spectrometer and the latest information of the expected performance of detector arrays, the continuum sensitivity for a point source, the continuum sensitivity for an extended source, the line sensitivity for a point source, the line sensitivity for an extended source, and the saturation limit are calculated for LRS, MRS and HRS and are provided in this paper.
- Published
- 2016
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39. Culture-MERIS: an ESA weekly service for agriculture
- Author
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Simon Pinnock, Vasileios Kalogirou, Jose Julio Ramos Perez, and Olivier Arino
- Subjects
Service (business) ,Food security ,Meteorology ,business.industry ,Imaging spectrometer ,Atmospheric correction ,Reflectivity ,Medium resolution ,Geolocation ,Agriculture ,Earth and Planetary Sciences (miscellaneous) ,Environmental science ,Electrical and Electronic Engineering ,business ,Remote sensing - Abstract
The European Space Agency (ESA) has initiated a free and open service providing weekly surface reflectance composites for Europe and Africa. The project is named Culture-MERIS and targets land activities for agriculture and food security user communities. The Culture-MERIS demonstration products are based on data from Envisat's Medium Resolution Imaging Spectrometer (MERIS) in full resolution (FR) (300 m), with improved geolocation and atmospheric correction, and are updated every Wednesday, providing information for the full previous week.
- Published
- 2012
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40. Stand und Perspektiven der Nutzung neuer Fernerkundungstechnologien im Waldbereich | Status and perspectives of the application of new remote sensing technologies in forestry
- Author
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Barbara Koch
- Subjects
Engineering ,Emerging technologies ,business.industry ,Scale (chemistry) ,Forestry ,Medium resolution ,Aerial photography ,Remote sensing (archaeology) ,Agriculture ,Satellite data ,Satellite ,business ,Remote sensing - Abstract
Remote sensing has been used in forestry for a long time. Aerial photography has mainly been used to support national and operational inventories and medium resolution satellite data for large area inventories. Today through the availability of new technologies there are greatly extended possibilities for remote sensing in the forestry sector. The major change is the better availability of 3-D information, which allows a much better modelling of forests and forest attributes. The paper presents an overview of the newest remote sensing technologies, such as the systems carried by satellite which can be used to record changes or degradation in the area covered by forest for the global forestry resources assessment of the UN World Food and Agriculture Organisation or are examined in connection with the United Nations REDD program. Besides these, other small scale applications are presented based on optical or laser systems carried by aircraft. The article finishes with an outlook on expected developments in the near future. It is expected that the future of forestry remote sensing will be characterized above all by the combination of information obtained from diverse sources, such as data based on terrestrial and on remotely sensed sources.
- Published
- 2011
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41. Distribution of floating Sargassum in the Gulf of Mexico and the Atlantic Ocean mapped using MERIS
- Author
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J. F. R. Gower and S. A. King
- Subjects
education.field_of_study ,biology ,business.industry ,Population ,Imaging spectrometer ,Distribution (economics) ,Sunglint ,Vegetation ,biology.organism_classification ,Medium resolution ,Oceanography ,Climatology ,Sargassum ,General Earth and Planetary Sciences ,Satellite imagery ,business ,education ,Geology - Abstract
We used satellite imagery from the European Space Agency (ESA) Medium Resolution Imaging Spectrometer (MERIS) optical sensor to make the first mapping of the full distribution and movement of the population of Sargassum in the Gulf of Mexico and the western Atlantic. For most of the years for which we have data (2002 to 2008), the results show a seasonal pattern in which Sargassum originates in the northwest Gulf of Mexico in the spring of each year, and is then advected into the Atlantic. The Sargassum appears east of Cape Hatteras as a 'Sargassum jet' in July and ends northeast of the Bahamas in February of the following year. This pattern is consistent with historical surveys from ships. MERIS provides a spectral band that greatly improves the discrimination of floating vegetation from confusing signals such as cloud and sunglint.
- Published
- 2011
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42. Multi spectral image classification using cluster ensemble technique
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Varadarajan S, Muralimohanababu Y, and Radhika K
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General Computer Science ,Contextual image classification ,business.industry ,Computer science ,0211 other engineering and technologies ,Satellite image classification ,Pattern recognition ,Multi spectral ,02 engineering and technology ,Medium resolution ,ComputingMethodologies_PATTERNRECOGNITION ,State of art ,High spatial resolution ,Artificial intelligence ,business ,Cluster analysis ,Classifier (UML) ,021101 geological & geomatics engineering - Abstract
Satellite image classification is an imperative system utilised as a part of remote sensing. Primary data of extraordinary significance to different difficulties can be acquired straightforwardly from Land-cover observation. Different information partitions inferred by various clustering methods can be gathered into a new solution by cluster ensembles. Supervised iterative expectation-maximisation (EM) method can be initialised by cluster ensemble based strategy which will be examined in the paper. The performance of clustering of the proposed method is compared with individual clustering of the ensemble for medium resolution and a very high spatial resolution images. The accuracy measurements have done with different test points. The state of art techniques are giving less accuracy and are not well defined. This paper will explore the possibility of all accuracy parameters with supervised classification results. The accuracy parameters are well tested and compared in this paper with various start of art techniques.
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- 2018
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43. MODELLING WIND WAVES IN THE ROMANIAN COASTAL ENVIRONMENT
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Angela Ivan and Liliana Rusu
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Environmental Engineering ,business.industry ,Electromagnetic spectrum ,Drilling ,Management, Monitoring, Policy and Law ,Structural basin ,Pollution ,Medium resolution ,Petroleum industry ,Climatology ,Wind wave ,Oil spill ,Black sea ,business ,Geology ,Marine engineering - Abstract
The present work presents a SWAN model (Simulating Waves Nearshore) implementation focused on the nearshore of the Black Sea Western coast. The global implementation of the SWAN model, previously calibrated for the entire Black Sea basin, is used as driver. A first area of medium resolution, that covers all the West coast of the sea, is nested into the global model. The wave observations made at the Gloria drilling unit, located in the central part of the area was considered as a check point, both for the wind input and for the wave model output. Subsequently two higher resolution areas were nested, as a third level, to cover the Romanian and Bulgarian coastal areas, respectively. Accurate estimation of wind wave characteristics in coastal environment is of considerable importance because it can help in case of environmental alerts for assessing the oil spills propagation and also to estimate the wave impact on the costal and marine structures.
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- 2010
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44. COMPARISON OF INFRARED 11μm WINDOW CHANNELS FOR MEDIUM RESOLUTION SPECTRAL IMAGER AND VISIBLE AND INFRARED RADIOMETER ON FY-3 METEOROLOGY SATELLITE
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Yan-Meng Bi, Zhao-Jun Zheng, Zhong-Dong Yang, and Qi-Feng Lu
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Medium resolution ,Optics ,Radiometer ,business.industry ,Infrared ,Infrared radiometer ,Environmental science ,Window (computing) ,Satellite ,business ,Atomic and Molecular Physics, and Optics ,Remote sensing - Published
- 2009
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45. Tentative differentiation between Iznik tiles and copies with Raman spectroscopy using both laboratory and portable instruments
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Véronique Milande, Gulsu Simsek, and Philippe Colomban
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Medium resolution ,symbols.namesake ,Optics ,Materials science ,Spectrometer ,business.industry ,symbols ,Mineralogy ,General Materials Science ,Raman spectroscopy ,business ,Spectroscopy - Abstract
Iznik tiles dated from the 16th century, copies of tiles and pottery of Theodore Deck from the 19th century and also tiles without any information on their origin were analyzed with both laboratory and portable Raman instruments. As the original tiles are generally fixed on the walls of historical buildings, the portable Raman spectrometer is more convenient for the analysis but the information obtained from the spectra is not very useful because of the medium resolution and complex baseline of the instrument in spite of its speed and ease of use. The Raman signature of the glazes is the most pertinent and easily accessible fingerprint of the artifacts. The differentiation between Iznik ceramics and other samples could be made with Raman spectrometers, according to the specific signature of SiO stretching and bending bands of Iznik glazes. Copyright © 2009 John Wiley & Sons, Ltd.
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- 2009
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46. Enhanced duckweed detection using bootstrapped SVM classification on medium resolution RGB MODIS imagery
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I. Chollett, Carlos D. Castillo, and Eduardo Klein
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Pixel ,business.industry ,Computer science ,Pattern recognition ,Medium resolution ,Support vector machine ,General Earth and Planetary Sciences ,RGB color model ,Plant cover ,Satellite imagery ,Monitoring methods ,Artificial intelligence ,Lemna obscura ,business ,Cartography - Abstract
From early 2004, Lake Maracaibo (northwest Venezuela) experienced an unprecedented invasion of duckweed Lemna obscura. Recurrent blooms of the plant in the past 2 years illustrate the need for an automatic monitoring method to follow the plant cover with time and to plan contingency measures. We present an approach that allows the cover of the duckweed to be quantified through the classification of MODIS 250 m RGB composite images available from the internet. The method improves the accuracy of the results of the Support Vector Machine (SVM) algorithm for classification by including a bootstrap step during the training phase. Using only 200 pixels for training (
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- 2008
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47. Monte Carlo simulations of the new small-angle neutron scattering instrument SANS-1 at the Heinz Maier-Leibnitz Forschungsneutronenquelle
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Ralph Gilles, Andreas Ostermann, and Winfried Petry
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Physics ,business.industry ,Scattering ,Monte Carlo method ,High resolution ,Polarizer ,Small-angle neutron scattering ,General Biochemistry, Genetics and Molecular Biology ,law.invention ,Medium resolution ,Optics ,Beamline ,law ,Neutron ,business - Abstract
A new small-angle scattering instrument SANS-1 will be installed on beamline NL 4a at the Heinz Maier-Leibnitz Forschungsneutronenquelle (FRM II). It is a joint venture between the Technische Universitat Munchen and the Geesthacht Neutron Facility (GENF). SANS-1 has been optimized to be one of the most intense and versatile small-angle scattering instruments within the boundaries of available space and interaction with neighbouring instruments. Using the program McStas, the dimensions and the features of the different optical components were investigated and compared for the final selection. A vertical S-shaped neutron guide, a tower with two possible selectors, one for medium resolution at high intensity and one for high resolution, and two optimized transmission polarizers are the main advantages of SANS-1 compared with traditional instruments at other facilities.
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- 2007
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48. Medium resolution transmission measurements of at high temperature—an update
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Sudarshan P. Bharadwaj and Michael F. Modest
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Medium resolution ,Narrow band ,Radiation ,Materials science ,Optics ,Transmission (telecommunications) ,business.industry ,business ,Signal ,Spectroscopy ,Atomic and Molecular Physics, and Optics ,Drop tube - Abstract
The current work presents updated measurements of narrow-band transmission for the 2.0, 2.7 and 4.3 μ m bands of CO 2 at temperatures of up to 1550 K. In addition, measurements for the 15 μ m band of CO 2 are also presented for the first time. Data were collected with an improved drop tube design (as compared to the earlier measurements) and an FTIR-spectrometer. The measured data were compared with the CDSD and HITEMP databases, as well as with previous data obtained from the old drop tube apparatus. The new data have less uncertainties at extreme temperatures than the old data and eliminate some of the problems associated with subtraction of the emission signal with the old apparatus. The data show minor discrepancies with the high-resolution databases, particularly with HITEMP at higher temperatures, but in general agreement is good.
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- 2007
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49. AIS-based Evaluation of Target Detectors and SAR Sensors Characteristics for Maritime Surveillance
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Guillaume Hajduch, Ramona Pelich, Nicolas Longepe, Rene Garello, Gregoire Mercier, Lab-STICC_TB_CID_TOMS, Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC), École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM), Université de Brest (UBO)-Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom [Paris] (IMT)-Centre National de la Recherche Scientifique (CNRS)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM), Université de Brest (UBO)-Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom [Paris] (IMT)-Centre National de la Recherche Scientifique (CNRS), Département Image et Traitement Information (ITI), Université européenne de Bretagne - European University of Brittany (UEB)-Télécom Bretagne-Institut Mines-Télécom [Paris] (IMT), and Collecte Localisation Satellites (CLS)
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Synthetic aperture radar ,Atmospheric Science ,Automatic Identification System ,Computer science ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Statistic distribution ,law.invention ,law ,Computer vision ,14. Life underwater ,Computers in Earth Sciences ,Image resolution ,Automatic Identification System (AIS) ,Synthetic Aperture Radar (SAR) ,business.industry ,Detector ,Nonparametric statistics ,Constant False Alarm Rate (CFAR) ,Pattern recognition ,Non-parametric ,Medium resolution ,Clutter ,Artificial intelligence ,Detection rate ,business ,Ship detection ,[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing - Abstract
International audience; This paper studies the performances of different ship detectors based on adaptive threshold algorithms. The detec- tion algorithms are based on various clutter distributions and assessed automatically with a systematic methodology. Evaluation using large datasets of medium resolution SAR images and AIS (Automatic Identification System) data as ground truths allows to evaluate the efficiency of each detector. Depending on the datasets used for testing, the detection algorithms offer different advantages and disadvantages. The systematic method used in discriminating real detected targets and false alarms in order to determine the detection rate, allows us to perform an appropriate and consistent comparison of the detectors. The impact of SAR sensors characteristics (incidence angle, polarization, frequency and spatial resolution) is fully assessed, the vessels' length being also considered. Experiments are conducted on Radarsat-2 and CosmoSkymed ScanSAR datasets and AIS data acquired by coastal stations.
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- 2015
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50. A feature-based approach to register CBERS CCD and HRC imagery for built-up area extraction purposes
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Daniele De Vecchi, Fabio Dell'Acqua, Paolo Gamba, Mostapha Harb, Gianni Cristian Iannelli, and Raul Queiroz Feitosa
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Computer science ,business.industry ,Feature extraction ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Built-up area ,Area of interest ,Medium resolution ,Robustness (computer science) ,Feature based ,Satellite ,Computer vision ,Artificial intelligence ,business ,Image resolution ,Remote sensing - Abstract
The open data policy, the availability of high resolution imagery and the capability to cover fast-growing economies are among the main advantages of CBERS. Unfortunately, data produced by this satellite suffer of geographic misplacement, forcing to apply pre-processing techniques to stabilize the imagery. This paper introduces a feature-based technique developed to pre-process CBERS imagery over an area of interest. In particular, the algorithm is able to fix the shift among HRC high resolution (2.5 meters) and CCD medium resolution (20 meters). The final goal is to combine the advantages of high resolution and radiometric properties for built-up area extraction purposes.
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- 2015
- Full Text
- View/download PDF
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