The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Publications Copernicus
Search conference papers

Volume XLVIII-M-1-2023, 2023 | 39th International Symposium on Remote Sensing of Environment (ISRSE-39) “From Human needs to SDGs”

24–28 April 2023, Antalya, Türkiye
Editor(s): O. Altan, F. Sunar, and D. Klein
Volumes
Volumes

Volume XLVIII-M-1-2023, 2023 | 39th International Symposium on Remote Sensing of Environment (ISRSE-39) “From Human needs to SDGs”

24–28 April 2023, Antalya, Türkiye
Editor(s): O. Altan, F. Sunar, and D. Klein
Author index | Keyword index
21 Apr 2023
Foreword of the Editors
O. Altan, F. Sunar, and D. Klein
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 1–1, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-1-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-1-2023, 2023
21 Apr 2023
PREDICTION OF LONG-TERM SENTINEL-1 INSAR TIME SERIES ANALYSIS
S. Abdikan, S. Coskun, O. G. Narin, C. Bayik, F. Calò, A. Pepe, and F. Balik Sanli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 3–8, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-3-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-3-2023, 2023
21 Apr 2023
ANALYSIS OF THE REMOTELY SENSED WATER QUALITY PARAMETERS OF THE INSUBRIC LAKES: METHODS AND RESULTS OF THE INTERREG SIMILE PROJECT
J. F. Amieva, A. Austoni, M. Bresciani, and M. A. Brovelli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 9–16, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-9-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-9-2023, 2023
21 Apr 2023
UNDERSTANDING THE BUILT-UP EVOLUTION AND COMPLEXITY OF FAST-GROWING BUILT-UP AGGLOMERATION USING THE CENTROID SHIFT MODEL AND FRACTAL DIMENSION
K. Ashritha, G. R. Patil, and B. K. Mohan
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 17–23, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-17-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-17-2023, 2023
21 Apr 2023
RESEARCH ON NODE NETWORK TRANSMISSION CAPACITY PREDICTION MODEL FOR LARGE SCALE REMOTE SENSING DATA COLLECTION
L. Bai, X. Liu, M. Zhao, Z. Wang, and G. Shi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 25–31, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-25-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-25-2023, 2023
21 Apr 2023
IRRIGATED AGRICULTURE MAPPING IN A SEMI-ARID REGION IN BRAZIL BASED ON THE USE OF SENTINEL-2 DATA AND RANDOM FOREST ALGORITHM
H. N. Bendini, L. M. G. Fonseca, C. A. Bertolini, R. F. Mariano, A. S. Fernandes Filho, T. H. Fontenelle, and D. A. C. Ferreira
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 33–39, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-33-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-33-2023, 2023
21 Apr 2023
WATER RESERVOIRS MONITORING THROUGH GOOGLE EARTH ENGINE: APPLICATION TO SENTINEL AND LANDSAT IMAGERY
F. Bocchino, R. Ravanelli, V. Belloni, P. Mazzucchelli, and M. Crespi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 41–47, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-41-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-41-2023, 2023
21 Apr 2023
LAND USE/LAND COVER CLASSIFICATION IN A HETEROGENEOUS AGRICULTURAL LANDSCAPE USING PLANETSCOPE DATA
I. T. Bueno, J. F. G. Antunes, A. P. S. G. D. D. Toro, J. P. S. Werner, A. C. Coutinho, G. K. D. A. Figueiredo, R. A. C. Lamparelli, J. C. D. M. Esquerdo, and P. S. G. Magalhães
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 49–55, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-49-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-49-2023, 2023
21 Apr 2023
IMPACT OF LEARNING SET AND SAMPLING FOR SNOW AVALANCHE SUSCEPTIBILITY MAPPING WITH RANDOM FOREST
S. Cetinkaya and S. Kocaman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 57–64, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-57-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-57-2023, 2023
21 Apr 2023
LARGE VECTOR SPATIAL DATA STORAGE AND QUERY PROCESSING USING CLICKHOUSE
S. Chen, Z. Wang, L. Bai, K. Liu, J. Gao, M. Zhao, and M. D. Mulvenna
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 65–72, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-65-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-65-2023, 2023
21 Apr 2023
CANOPY NITROGEN ESTIMATION ON COTTON PLANT USING SATELLITE IMAGERY
B. J. Chew, W. Wiratama, and M. H. Goh
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 73–79, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-73-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-73-2023, 2023
21 Apr 2023
INSAR-BASED INVESTIGATION OF SURFACE DISPLACEMENT OVER THE AREA OF THE COLLAPSED BUILDINGS IN ISTANBUL
N. Demir and U. Yazgan
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 81–85, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-81-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-81-2023, 2023
21 Apr 2023
VULNERABILITY OF ECONOMIC SECTORS TO GEOMAGNETIC STORMS AND MITIGATION STRATEGIES
M. B. Demirköz, G. Karagöz, Y. K. Kadıoğlu, and H. Sözeri
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 87–94, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-87-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-87-2023, 2023
21 Apr 2023
IN AND END OF SEASON SOYBEAN YIELD PREDICTION WITH HISTOGRAM BASED DEEP LEARNING
E. Erik, M. Durmaz, and A. Ö. Ok
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 95–100, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-95-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-95-2023, 2023
21 Apr 2023
CONTRIBUTION OF URBAN CEMETERIES TO ECOSYSTEM SERVICES: EVIDENCE FROM TOURISTIC ANTALYA CITY OF TURKEY
B. Eyileten and S. Selim
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 101–106, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-101-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-101-2023, 2023
21 Apr 2023
INVESTIGATION OF GREEN SPACE COOLING POTENTIAL ON LAND SURFACE TEMPERATURE IN ANTALYA CITY OF TURKEY
S. Selim, B. Eyileten, and N. Karakuş
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 107–114, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-107-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-107-2023, 2023
21 Apr 2023
RESEARCH ON NATURAL RESOURCES SPATIO-TEMPORAL BIG DATA ANALYSIS PLATFORM FOR HIGH PERFORMANCE COMPUTING
Y. Gao, J. Lui, Y. Liu, Z. Zhai, J. Che, H. Li, R. Wang, and J. Liu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 115–121, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-115-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-115-2023, 2023
21 Apr 2023
SPATIOTEMPORALLY IMPROVING THE RURAL ACCESS INDEX – A REMOTE SENSING BASED APPROACH
M. Halbgewachs, A. Schneibel, and M. Gähler
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 123–129, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-123-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-123-2023, 2023
21 Apr 2023
GEDI DATA WITHIN GOOGLE EARTH ENGINE: PRELIMINARY ANALYSIS OF A RESOURCE FOR INLAND SURFACE WATER MONITORING
A. Hamoudzadeh, R. Ravanelli, and M. Crespi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 131–136, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-131-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-131-2023, 2023
21 Apr 2023
A REPLICABLE OPEN-SOURCE MULTI-CAMERA SYSTEM FOR LOW-COST 4D GLACIER MONITORING
F. Ioli, E. Bruno, D. Calzolari, M. Galbiati, A. Mannocchi, P. Manzoni, M. Martini, A. Bianchi, A. Cina, C. De Michele, and L. Pinto
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 137–144, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-137-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-137-2023, 2023
21 Apr 2023
MODELLING AND VISUALIZING URBAN GROWTH TRAJECTORY IN ABU DHABI USING TIME SERIES SATELLITE IMAGERY
S. Issa, M. Al Ameeri, H. Abouhaligah, N. Alkaabi, M. Sultan, and B. Dahy
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 145–151, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-145-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-145-2023, 2023
21 Apr 2023
MATHEMATICAL AND PHYSICAL APPROACHES TO INFER ABSOLUTE ZENITH WET DELAYS FROM DOUBLE DIFFERENTIAL INTERFEROMETRIC OBSERVATIONS USING ERA5 ATMOSPHERIC REANALYSIS
B. Kamm, A. Schenk, P. Yuan, and S. Hinz
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 153–159, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-153-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-153-2023, 2023
21 Apr 2023
FOREST FIRE SUSCEPTIBILITY ASSESSMENT WITH MACHINE LEARNING METHODS IN NORTH-EAST TURKIYE
O. Kantarcioglu, K. Schindler, and S. Kocaman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 161–167, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-161-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-161-2023, 2023
21 Apr 2023
DERIVING INTERNAL WAVE PHASE SPEED IN THE ARCTIC OCEAN FROM SEQUENTIAL SPACEBORNE SAR OBSERVATIONS
I. E. Kozlov and T. V. Mikhaylichenko
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 169–174, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-169-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-169-2023, 2023
21 Apr 2023
MAPPING AREAS IMPACTED BY VOLCANIC FLOWS DURING AN ERUPTION USING SYNTHETIC APERTURE RADAR AND OPTICAL IMAGERY
E. Macorps, M. Jo, B. Osmanoglu, and R. A. Albayrak
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 175–182, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-175-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-175-2023, 2023
21 Apr 2023
CEREAL CROP IDENTIFICATION USING SENTINEL2 TIME SERIES, CASE OF SIDI BEL ABBES AREA
D. Mansour, D. Attaf, and M. Ghabi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 183–188, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-183-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-183-2023, 2023
21 Apr 2023
DETECTION OF PHYTOGEOGRAPHIC INDICATORS WITH REMOTE SENSING AND GEOARCHAEOLOGY FOR DEVELOPMENT OF A LONG-TERM CLIMATE MONITORING STATION IN ISRAEL
N. Manspeizer and A. Karnieli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 189–196, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-189-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-189-2023, 2023
21 Apr 2023
SOYBEAN CROP YIELD PREDICTION BY INTEGRATION OF REMOTE SENSING AND WEATHER OBSERVATIONS
J. D. Mohite, S. A. Sawant, A. Pandit, R. Agrawal, and S. Pappula
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 197–202, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-197-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-197-2023, 2023
21 Apr 2023
EXPERIMENTAL ECOSYSTEM NATURAL CAPITAL ACCOUNTS IN THE REPUBLIC OF GUINEA
J.-A. Morand, G. Jaffrain, C. Sannier, and J.-L. Weber
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 203–210, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-203-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-203-2023, 2023
21 Apr 2023
CHARACTERIZING MOVEMENT PATTERNS OF NOMADIC PASTORALISTS AND THEIR EXPOSURE TO RIFT VALLEY FEVER IN KENYA
G. Mosomtai, J. L. Kasiiti, R. M. Murithi, P. Sandström, T. Landmann, O. W. Lwande, O. A. Hassan, C. Ahlm, R. Sang, M. Evander, Z. Szantoi, and G. Ottavianelli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 211–216, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-211-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-211-2023, 2023
21 Apr 2023
A DEBIASING VARIATIONAL AUTOENCODER FOR DEFORESTATION MAPPING
M. X. Ortega Adarme, P. J. Soto Vega, G. A. O. P. Costa, R. Q. Feitosa, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 217–223, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-217-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-217-2023, 2023
21 Apr 2023
BENEFIT ASSESSMENT OF COMMERCIAL SYNTHETIC APERTURE RADAR OBSERVATIONS FOR NASA’S SURFACE DEFORMATION AND CHANGE MISSION STUDY
B. Osmanoglu, S. A. Huang, C. A. Jones, B. Scheuchl, A. Khazendar, J. Sauber, K. Tymofyeyeva, and M. J. Jo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 225–232, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-225-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-225-2023, 2023
21 Apr 2023
DESIGN OF A SPACE-BORNE HYPERSPECTRAL IMAGER FOR MICRO-SATELLITES
Z. N. Öztürk, M. Ekinci, and Ö. Karcı
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 233–239, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-233-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-233-2023, 2023
21 Apr 2023
GROUND TRUTHING: STUDYING PERI-URBANIZATION AND LAND-BASED LIVELIHOODS IN MANKWENG AND ITS ENVIRONS (LIMPOPO, SOUTH AFRICA)
D. Patric and G. Schaab
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 241–248, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-241-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-241-2023, 2023
21 Apr 2023
MULTICRITERIA EVALUATION OF THE POTENTIAL OF P-BAND AIRBORNE RADAR DEMS FOR 3D CHARACTERISATION OF HYDROGRAPHY IN TROPICAL FORESTS
L. Polidori, C. R. T. Caldeira, L. dos Reis, N. Eco, and M. El Hage
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 249–254, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-249-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-249-2023, 2023
21 Apr 2023
ASSESSMENT OF CROPLAND TRANSITION TO SOLAR FARMS AND OTHER LAND USE/COVER USING RS, GIS AND ANN-CA
J. A. Principe, M. E. Sotto, and I. B. Benitez
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 255–261, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-255-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-255-2023, 2023
21 Apr 2023
THE IMPORTANCE OF EARTH OBSERVATION FOR MONITORING CULTURAL HERITAGE SITES AFFECTED BY FIRE EVENTS: THE CASE STUDY OF ARAKAPAS, CYPRUS USING SENTINEL 2 DATA
M. Prodromou, D. Cerra, K. Themistocleous, G. Schreier, T. Krauss, and D. Hadjimitsis
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 263–269, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-263-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-263-2023, 2023
21 Apr 2023
ASSESSMENT OF LAND DEFORMATION AND LAND USE RELATIONSHIP IN GARMSAR ALLUVIAL FAN USING SENTINEL-1 DATA
F. Rafiei, S. Gharechelou, and M. Hosseinpoor
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 271–276, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-271-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-271-2023, 2023
21 Apr 2023
TREE COVER AREA ESTIMATION IN EUROPE BASED ON THE COMBINATION OF IN SITU REFERENCE DATA AND THE COPERNICUS HIGH RESOLUTION LAYER ON TREE COVER DENSITY
C. Sannier, J. Gallego, T. Langanke, U. Donezar, and A. Pennec
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 277–284, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-277-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-277-2023, 2023
21 Apr 2023
ENVIRONMENTAL SUSTAINABILITY ASSESSMENT OF A HIMALAYAN CATCHMENT WITH LAND COVER INDICES AND LST RELATIONSHIP USING PRINCIPAL COMPONENT ANALYSIS – A GEOSPATIAL APPROACH
M. Sathyaseelan, S. K. Ghosh, and C. S. P. Ojha
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 285–292, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-285-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-285-2023, 2023
21 Apr 2023
TECHNIQUES FOR COMPARING MULTI-TEMPORAL ARCHIVE AERIAL IMAGERY FOR GLACIER MONITORING WITH POOR GROUND CONTROL
M. Scaioni, A. Malekian, and D. Fugazza
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 293–300, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-293-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-293-2023, 2023
21 Apr 2023
ADAPTATION OF DEEPLAB V3+ FOR DAMAGE DETECTION ON PORT INFRASTRUCTURE IMAGERY
M. Scherff, F. Hake, and H. Alkhatib
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 301–308, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-301-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-301-2023, 2023
21 Apr 2023
SELF-SUPERVISED LEARNING FOR CROP CLASSIFICATION USING PLANET FUSION
C. Senaras, P. Holden, T. Davis, A. S. Rana, M. Grady, A. Wania, and R. de Jeu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 309–315, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-309-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-309-2023, 2023
21 Apr 2023
A PROPOSED FRAMEWORK FOR SURVEILLANCE OF DENGUE DISEASE AND PREDICTION
V. Sharma, S. K. Ghosh, and S. Khare
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 317–323, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-317-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-317-2023, 2023
21 Apr 2023
EVALUATING THE POTENTIAL OF 8 BAND PLANETSCOPE DATASET FOR CROP CLASSIFICATION USING RANDOM FOREST AND GRADIENT TREE BOOSTING BY GOOGLE EARTH ENGINE
V. Sharma and S. K. Ghosh
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 325–330, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-325-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-325-2023, 2023
21 Apr 2023
CHARACTERISING THE SLUM ENVIRONMENT FROM SPACE FOR ACHIEVING SDGS
S. Shekhar and K. Ravi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 331–338, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-331-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-331-2023, 2023
21 Apr 2023
REMOTE SENSING FOR FLOOD INUNDATION MAPPING USING VARIOUS PROCESSING METHODS WITH SENTINEL-1 AND SENTINEL-2
E. Stoyanova
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 339–346, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-339-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-339-2023, 2023
21 Apr 2023
ROAD INFRASTRUCTURE MAPPING BY USING IPHONE 14 PRO: AN ACCURACY ASSESSMENT
B. Suleymanoglu, R. Tamimi, Y. Yilmaz, M. Soycan, and C. Toth
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 347–353, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-347-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-347-2023, 2023
21 Apr 2023
MONITORING THE ENVIRONMENT IN SMART CITIES: THE IMPORTANCE OF GEOSPATIAL LOCATION REFERENCING
B. Suleymanoglu, C. Toth, A. Masiero, and A. Ladai
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 355–360, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-355-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-355-2023, 2023
21 Apr 2023
THE SPATIAL DISTRIBUTION OF SELECTED OPTICAL ACTIVE COMPONENTS IN THE GULF OF IZMIT USING BIVARIATE/MULTIVARIATE REGRESSION ANALYSIS
F. Sunar, A. Dervişoğlu, N. Yağmur, E. Aslan, and H. Atabay
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 361–366, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-361-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-361-2023, 2023
21 Apr 2023
DROUGHT MONITORING FROM 2001–2019 IN NORTHEAST THAILAND USING MODIS NDVI IMAGE TIME SERIES AND Savitzky-Golay APPROACH
S. R. Suwanlee, N. Homtong, and J. Som-ard
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 367–373, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-367-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-367-2023, 2023
21 Apr 2023
LAND COVER DYNAMIC CHANGE MODES ANALYSIS BASED ON EMPIRICAL MODE DECOMPOSITION
L. Tang, H. Yang, P. Tang, Z. Li, and Y. Tang
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 375–380, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-375-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-375-2023, 2023
21 Apr 2023
ESTIMATING TREE HEIGHT USING LOW-COST UAV
G. Vacca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 381–386, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-381-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-381-2023, 2023
21 Apr 2023
CHALLENGES OF ARTIFICIAL INTELLIGENCE APPLICATION FOR DISASTER RISK MANAGEMENT
D. Velev and P. Zlateva
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 387–394, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-387-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-387-2023, 2023
21 Apr 2023
MACHINE LEARNING BASED BIAS CORRECTION FOR MODIS AEROSOL OPTICAL DEPTH IN BEIJING
M. Wang, M. Fan, Z. Wang, L. Chen, L. Bai, Y. Chen, and M. Wang
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 395–402, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-395-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-395-2023, 2023
21 Apr 2023
AN APPROACH TO ANALYSIS OF THE IMPACT OF NATURAL DISASTERS ON THE ECONOMIC EFFICIENCY AND PROFITABILITY OF BUSINESS
P. Zlateva, M. Galabov, and D. Velev
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 403–408, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-403-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-403-2023, 2023
Additional papers
08 Jun 2023
ASSESSMENT OF LAND SUITABILITY AND CAPABILITY BY INTEGRATING REMOTE SENSING AND GIS FOR AGRICULTURE IN POTWAR REGION PAKISTAN
S. Batool, S. A. Mahmood, and M. Muhammad Ali
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 409–415, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-409-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-409-2023, 2023
08 Jun 2023
6 FEBRUARY 2023 KAHRAMANMARAŞ – TÜRKİYE EARTHQUAKES: A GENERAL OVERVIEW
C. Gokceoglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 417–424, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-417-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-417-2023, 2023
08 Jun 2023
APPRAISAL OF CLIMATE CHANGE DISASTER AND FOOD SECURITY IN KHYBER PAKHTUNKHAW PAKISTAN USING GEOSPATIAL TECHNOLOGIES
S. A. Mahmood, Z. Tahir, S. Batool, A. Masood, M. Haseeb, and M. Muhammad Ali
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 425–432, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-425-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-425-2023, 2023
14 Jun 2023
STELLAR: A LARGE SATELLITE STEREO DATASET FOR DIGITAL SURFACE MODEL GENERATION
S. Patil and Q. Guo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 433–440, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-433-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-433-2023, 2023
15 Aug 2023
SPATIO-TEMPORAL ANALYSIS OF THE EFFECTS OF URBAN GROWTH ON URBAN HEAT ISLAND: CASE OF KONYA, TURKIYE
H. B. Akdeniz
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 441–448, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-441-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-441-2023, 2023
15 Aug 2023
MODELING LAND DEGRADATION USING REMOTE SENSING DATA: THE CASE OF SEYHAN BASIN
T. Akin and S. Berberoglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 449–454, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-449-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-449-2023, 2023
15 Aug 2023
SEGMENTATION OF LANDSAT-8 IMAGES FOR BURNED AREA DETECTION WITH DEEP LEARNING
D. Alkan and L. Karasaka
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 455–461, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-455-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-455-2023, 2023
15 Aug 2023
SPATIAL AND TEMPORAL ANALYSIS OF POLLUTANT GASES IN WESTERN BLACK SEA OF TURKIYE
D. Arıkan and F. Yıldız
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 463–470, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-463-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-463-2023, 2023
15 Aug 2023
DEEP LEARNING BASED AERIAL IMAGERY CLASSIFICATION FOR TREE SPECIES IDENTIFICATION
O. C. Bayrak, F. Erdem, and M. Uzar
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 471–476, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-471-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-471-2023, 2023
15 Aug 2023
FREQUENCY RATIO ASSESSMENT FOR LANDSLIDES TRIGGERED BY 6 FEBRUARY 2023 KAHRAMANMARAS TURKIYE EARTHQUAKES BETWEEN GOLBASI AND ERKENEK
S. Cetinkaya, N. Tunar Ozcan, G. Karakas, V. E. Karakas, S. Kocaman, and C. Gokceoglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 477–483, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-477-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-477-2023, 2023
15 Aug 2023
BISTATIC SCATTERING CHARACTERISTICS OF A WIND PARK TURBINE DERIVED FROM AN UAV-MOUNTED RECEIVER RECORDING C-BAND WEATHER RADAR SIGNALS
E. Colak, B. V. Patel, A. Vyas, R. Zichner, and M. Chandra
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 485–490, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-485-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-485-2023, 2023
15 Aug 2023
CYCLE-GAN BASED FEATURE TRANSLATION FOR OPTICAL-SAR DATA IN BURNED AREA MAPPING
E. Çolak and F. Sunar
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 491–496, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-491-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-491-2023, 2023
15 Aug 2023
MONITORING THE SLOWLY DEVELOPING LANDSLIDE WITH THE INSAR TECHNIQUE IN SAMSUN PROVINCE, NORTHERN TURKEY
S. Coskun, C. Bayik, S. Abdikan, T. Gorum, and F. Balik Sanli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 497–502, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-497-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-497-2023, 2023
15 Aug 2023
A FEATURE-BASED DEEP LEARNING APPROACH FOR THE EXTRACTION OF GROUND POINTS FROM 3D POINT CLOUDS
Y. Dogan and A. Ö. Ok
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 503–508, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-503-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-503-2023, 2023
15 Aug 2023
A COMPREHENSIVE ANALYSIS OF THE SPATIO-TEMPORAL VARIATION OF SATELLITE-BASED AEROSOL OPTICAL DEPTH IN MARMARA REGION OF TURKIYE DURING 2000–2021
P. Ettehadi Osgouei and Ş. Kaya
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 509–514, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-509-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-509-2023, 2023
15 Aug 2023
ANALYSIS OF URBAN LAND USE CHANGE USING REMOTE SENSING AND DIFFERENT CHANGE DETECTION TECHNIQUES: THE CASE OF ANKARA PROVINCE
M. Gurbuz and A. Cilek
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 515–520, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-515-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-515-2023, 2023
15 Aug 2023
ASSESSING THE IMPACT OF BEET WEBWORM MOTHS ON SUNFLOWER FIELDS USING MULTITEMPORAL SENTINEL-2 SATELLITE IMAGERY AND VEGETATION INDICES
S. Kara, B. Maden, B. S. Ercan, F. Sunar, T. Aysal, and O. Saglam
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 521–527, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-521-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-521-2023, 2023
15 Aug 2023
MULTI-HAZARD SUSCEPTIBILITY ASSESSMENT WITH HYBRID MACHINE LEARNING METHODS FOR TUT REGION (ADIYAMAN, TURKIYE)
G. Karakas, S. Kocaman, and C. Gokceoglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 529–536, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-529-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-529-2023, 2023
15 Aug 2023
IMPROVING THE ACCURACY OF SATELLITE-BASED NEAR SURFACE AIR TEMPERATURE AND PRECIPITATION PRODUCTS
Ç. H. Karaman and Z. Akyurek
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 537–545, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-537-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-537-2023, 2023
15 Aug 2023
DETERMINATION OF LANDSCAPE TYPOLOGY WITH REMOTE SENSING TECHNIQUES AND CORRELATION WITH DIFFERENT BIOCLIMATIC CONDITIONS: THE CASE OF BUYUK MENDERES BASIN
M. Kulahlioglu, M. Sahingoz, G. Kurt, and S. Berberoglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 547–552, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-547-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-547-2023, 2023
15 Aug 2023
OPTIMIZED ECOLOGICAL NETWORK APPROACH OF HIGHLY URBANIZED CITIES: THE CASE OF ADANA CITY
G. Kurt, M. Külahlıoğlu, and S. Berberoğlu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 553–558, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-553-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-553-2023, 2023
15 Aug 2023
AUTOMATIC EXTRACTION OF SURFACE DYNAMICS USING GOOGLE EARTH ENGINE FOR UNDERSTANDING DROUGHT PHENOMENON
A. B. Polat and O. Akcay
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 559–564, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-559-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-559-2023, 2023
15 Aug 2023
AEROSOL OPTICAL DEPTH FROM SPECTRAL DIRECT NORMAL IRRADIANCE MEASUREMENTS IN MONTEVIDEO, URUGUAY
P. Russo, A. Laguarda, G. Abal, and L. Doppler
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 565–572, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-565-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-565-2023, 2023
15 Aug 2023
DETECTION OF DISCOMFORT INDEX WITH REMOTE SENSING TECHNOLOGY: THE CASE OF ANTALYA PROVINCE
M. Şahingöz and S. Berberoğlu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 573–578, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-573-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-573-2023, 2023
15 Aug 2023
USING EARTH OBSERVATION TO SUPPORT FIRST AID RESPONSE IN CRISIS SITUATIONS– LESSONS LEARNED FROM THE EARTHQUAKE IN TÜRKIYE/SYRIA (2023)
A. Schneibel, M. Gähler, M. Halbgewachs, R. Berger, J. Brauchle, M. Geßner, V. Gstaiger, D. Hein, C. Henry, N. Merkle, and D. Klein
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 579–586, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-579-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-579-2023, 2023
15 Aug 2023
POINT-WISE CLASSIFICATION OF HIGH-DENSITY UAV-LIDAR DATA USING GRADIENT BOOSTING MACHINES
E. Sevgen and S. Abdikan
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 587–593, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-587-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-587-2023, 2023
15 Aug 2023
ANALYZING THE RETRIEVAL ACCURACY OF OPTICALLY ACTIVE WATER COMPONENTS FROM SATELLITE DATA UNDER VARYING IMAGE RESOLUTIONS
F. Sunar, A. Dervisoglu, N. Yagmur, E. Aslan, and M. Ozguven
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 595–600, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-595-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-595-2023, 2023
15 Aug 2023
GLCM FEATURES FOR LEARNING FLOODED VEGETATION FROM SENTINEL-1 AND SENTINEL-2 DATA
B. Tavus and S. Kocaman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 601–607, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-601-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-601-2023, 2023
15 Aug 2023
ROCK MASS DISCONTINUITY DETERMINATION WITH TRANSFER LEARNING
I. Yalcin, R. Can, S. Kocaman, and C. Gokceoglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 609–614, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-609-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-609-2023, 2023
CC BY 4.0