USING GIS DATA AND MACHINE LEARNING FOR MINERAL MAPPING. STUDY CASE, BOU SKOUR EASTERN ANTI-ATLAS, MOROCCO

Houran, N.; Ait Raoui, H.; Manaan, M.; Aabi, A.; Simou, M. R.; Rhinane, H.

doi:https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-423-2023

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Articles | Volume XLVIII-4/W6-2022

https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-423-2023

Articles | Volume XLVIII-4/W6-2022

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09 Feb 2023

| 09 Feb 2023

USING GIS DATA AND MACHINE LEARNING FOR MINERAL MAPPING. STUDY CASE, BOU SKOUR EASTERN ANTI-ATLAS, MOROCCO

N. Houran, H. Ait Raoui, M. Manaan, A. Aabi, M. R. Simou, and H. Rhinane

N. Houran

Geoscience laboratory, Department of geology, Faculty of Sciences Ain Chock, University Hassan II Casablanca, BP 5366 Maarif Casablanca, Morocco

H. Ait Raoui

Geoscience laboratory, Department of geology, Faculty of Sciences Ain Chock, University Hassan II Casablanca, BP 5366 Maarif Casablanca, Morocco

M. Manaan

Geoscience laboratory, Department of geology, Faculty of Sciences Ain Chock, University Hassan II Casablanca, BP 5366 Maarif Casablanca, Morocco

A. Aabi

Department of geology, Ecole Normale Supérieure, Mohamed-V University, Rabat, Morocco

M. R. Simou

Geoscience laboratory, Department of geology, Faculty of Sciences Ain Chock, University Hassan II Casablanca, BP 5366 Maarif Casablanca, Morocco

H. Rhinane

Geoscience laboratory, Department of geology, Faculty of Sciences Ain Chock, University Hassan II Casablanca, BP 5366 Maarif Casablanca, Morocco

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INTEGRATION OF DEEP LEARNING MODELS FOR VEHICLE COUNTING: TOWARDS OPTIMIZED PLANNING OF URBAN CHARGING INFRASTRUCTURES

M. Benayad, A. Rochd, N. Houran, M. R. Simou, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 77–82, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-77-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-77-2024, 2024

MONITORING FOREST DEGRADATION OVER FOUR DECADES USING REMOTE SENSING AND MACHINE LEARNING CLASSIFICATION ALGORITHMS IN BOUSKOURA, MOROCCO

M. R. Simou, N. Houran, M. Benayad, M. Maanan, S. Loulad, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 337–342, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-337-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-337-2024, 2024

GEOMEMBRANE BASINS DETECTION BASED ON SATELLITE HIGH-RESOLUTION IMAGERY USING DEEP LEARNING ALGORITHMS

M. Benayad, N. Houran, Z. Aamir, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 75–79, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-75-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-75-2023, 2023

INTEGRATION OF DEEP LEARNING MODELS FOR VEHICLE COUNTING: TOWARDS OPTIMIZED PLANNING OF URBAN CHARGING INFRASTRUCTURES

M. Benayad, A. Rochd, N. Houran, M. R. Simou, M. Maanan, and H. Rhinane

MACHINE LEARNING (AI) FOR IDENTIFYING SMART CITIES

L. Hammoumi and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 221–228, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-221-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-221-2024, 2024

MONITORING FOREST DEGRADATION OVER FOUR DECADES USING REMOTE SENSING AND MACHINE LEARNING CLASSIFICATION ALGORITHMS IN BOUSKOURA, MOROCCO

M. R. Simou, N. Houran, M. Benayad, M. Maanan, S. Loulad, and H. Rhinane

USING MACHINE LEARNING COUPLED WITH REMOTE SENSING FOR FOREST FIRE SUSCEPTIBILITY MAPPING. CASE STUDY TETOUAN PROVINCE, NORTHERN MOROCCO

M. Seddouki, M. Benayad, Z. Aamir, M. Tahiri, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 333–342, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-333-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-333-2023, 2023

A NEW APPROACH FOR MAPPING LAND USE / LAND COVER USING GOOGLE EARTH ENGINE: A COMPARISON OF COMPOSITION IMAGES

E. M. Sellami and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 343–349, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-343-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-343-2023, 2023

USING YOLOV5 TO DETECT PLASTIC GREENHOUSES IN MOROCCO

M. R. Simou, S. Loulad, Z. Aamir, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 351–354, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-351-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-351-2023, 2023

RURAL SETTLEMENTS SEGMENTATION BASED ON DEEP LEARNING U-NET USING REMOTE SENSING IMAGES

Z. Aamir, M. Seddouki, O. Himmy, M. Maanan, M. Tahiri, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 1–5, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-1-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-1-2023, 2023

GEOMEMBRANE BASINS DETECTION BASED ON SATELLITE HIGH-RESOLUTION IMAGERY USING DEEP LEARNING ALGORITHMS

M. Benayad, N. Houran, Z. Aamir, M. Maanan, and H. Rhinane

LANDSLIDE SUSCEPTIBILITY MAPPING USING MACHINE LEARNING ALGORITHMS STUDY CASE AL HOCEIMA REGION, NORTHERN MOROCCO

O. Himmy and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 153–158, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-153-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-153-2023, 2023

THE USE OF DEEP LEARNING IN REMOTE SENSING FOR MAPPING IMPERVIOUS SURFACE: A REVIEW PAPER

S. Mahyoub, H. Rhinane, M. Mansour, A. Fadil, Y. Akensous, and A. Al Sabri

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 199–203, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-199-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-199-2022, 2022

ASSESSMENT OF URBAN ENVIRONMENTAL QUALITY: A CASE STUDY OF CASABLANCA, MOROCCO

A. Malah, H. Bahi, H. Radoine, M. Maanan, and H. Mastouri

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 205–210, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-205-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-205-2022, 2022

DEEP LEARNING APPROACH FOR URBAN MAPPING

C. Najjaj, H. Rhinane, and A. Hilali

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 261–266, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-261-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-261-2022, 2022

PERFORMANCE OF MACHINE LEARNING ALGORITHMS FOR MAPPING AND FORECASTING OF FLASH FLOOD SUSCEPTIBILITY IN TETOUAN, MOROCCO

E. M. Sellami, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 305–313, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-305-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-305-2022, 2022

THE ROLE OF GIS IN ADDRESSING ENVIRONMENTAL, SOCIAL AND TOURISTIC CHALLENGES IN MOHAMMEDIA CITY, MOROCCO

M. R. Simou, H. Rhinane, and M. Maanan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 323–327, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-323-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-323-2022, 2022

PREFACE

A. Abdul Rahman and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 1–1, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-1-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-1-2022, 2022

ESTIMATION OF PHOTOVOLTAIC POTENTIAL AT THE URBAN LEVEL FROM 3D CITY MODEL (SOLAR CADASTER): CASE OF CASABLANCA CITY, MOROCCO

E. Achbab, R. Lambarki, H. Rhinane, and D. Saifaoui

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 9–16, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-9-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-9-2022, 2022

THE CONTRIBUTION OF RADAR REMOTE SENSING VIA SENTINEL-1 DATA AND PHOTO-INTERPRETATION BY GOOGLE EARTH IMAGES FOR WETLAND MAPPING

M. Benchelha, F. Benzha, H. Rhinane, and A. Zilali

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 45–51, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-45-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-45-2022, 2022

STUDY OF MORPHODYNAMIC AND SEDIMENTOLOGICAL CHANGES IN THE OUALIDIA LAGOON (MOROCCO) USING BATHYMETRIC DATA: FIRST INVESTIGATIONS AFTER THE SEDIMENT TRAP DREDGING

M. Bouchkara, K. El Khalidi, A. Benazzouz, N. Erraji Chahid, I. Joudar, B. Zourarah, and M. Maanan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 53–63, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-53-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-53-2022, 2022

DISTRIBUTION OF DINOCYSTS IN THE SURFACE SEDIMENTS OF SIDI MOUSSA LAGOON : (ATLANTIC COAST-MOROCCO)

K. Chaira, B. Ennaffah, F. Z. Bouthir, H. Abdelouahab, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 65–70, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-65-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-65-2022, 2022

DEEP LEARNING: NEW APPROACH FOR DETECTING SCHOLAR EXAMS FRAUD

S. El Kohli, Y. Jannaj, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 103–107, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-103-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-103-2022, 2022

AN ARTIFICIAL INTELLIGENCE APPROACH TO PREDICTION OF EXTREME EVENTS: THE CASE OF STORMS IN WESTERN FRANCE

A. Frifra, M. Maanan, H. Rhinane, and M. Maanan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 115–122, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-115-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-115-2022, 2022

SOLVING SOCIAL AND ENVIRONMENTAL ISSUES AND VALUING TOURISTIC POTENTIAL USING GIS-BASED TECHNOLOGY STUDY CASE: BIOUGRA CITY, MOROCCO

O. Himmy, H. Rhinane, and M. Maanan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 139–146, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-139-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-139-2022, 2022

EVALUATION OF THE POTENTIAL OF GREEN ROOFS APPLIED TO AN URBAN FABRIC USING GIS AND REMOTE SENSING DATA CASE OF THE NADOR CITY / MOROCCO

R. Lambarki, E. Achbab, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 177–184, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-177-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-177-2022, 2022

AUTOMATIC FISH DETECTION FROM DIFFERENT MARINE ENVIRONMENTS VIDEO USING DEEP LEARNING

A. Loulidi, R. Houssa, L. Buhl-Mortensen, H. Zidane, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 191–198, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-191-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-191-2022, 2022

MAPPING FOREST ECOSYSTEM SERVICES: A REVIEW

S. Ajrhough, M. Maanan, H. Mharzi Alaoui, H. Rhinane, and E. H. El Arabi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W19, 17–22, https://doi.org/10.5194/isprs-archives-XLII-4-W19-17-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W19-17-2019, 2019

THE SEAFLOOR MARINE DEBRIS ON THE NORTH AND THE CENTRAL PART OF THE MOROCCAN ATLANTIC WATERS FROM TANGIER (35° N) TO SIDI IFNI (29° N): COMPOSITION, ABUNDANCE, SPATIAL DISTRIBUTION, SOURCES AND MOVEMENT

H. Rhinane, R. Houssa, and S. Loulad

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W19, 377–384, https://doi.org/10.5194/isprs-archives-XLII-4-W19-377-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W19-377-2019, 2019

PV POWER PLANTS SITES SELECTION USING GIS-FAHP BASED APPROACH IN NORTH-WESTERN MOROCCO

M. Sedrati, M. Maanan, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W19, 385–392, https://doi.org/10.5194/isprs-archives-XLII-4-W19-385-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W19-385-2019, 2019

PREDICTION OF FLASH FLOOD SUSCEPTIBILITY USING FUZZY ANALYTICAL HIERARCHY PROCESS (FAHP) ALGORITHMS AND GIS: A STUDY CASE OF GUELMIM REGION IN SOUTHWESTERN OF MOROCCO

S. Talha, M. Maanan, H. Atika, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W19, 407–414, https://doi.org/10.5194/isprs-archives-XLII-4-W19-407-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W19-407-2019, 2019

USING THE SLEUTH URBAN GROWTH MODEL COUPLED WITH A GIS TO SIMULATE AND PREDICT THE FUTURE URBAN EXPANSION OF CASABLANCA REGION, MOROCCO

A. Mallouk, H. Elhadrachi, M. E. I. Malaainine, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 139–145, https://doi.org/10.5194/isprs-archives-XLII-4-W12-139-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-139-2019, 2019

GEOSPATIAL TECHNIQUES USE FOR ASSESSMENT OF VULNERABILITY TO URBAN FLOODING IN BUJUMBURA CITY, BURUNDI

E. Niyongabire and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 147–154, https://doi.org/10.5194/isprs-archives-XLII-4-W12-147-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-147-2019, 2019

USING GIS AND PHOTOGRAMMETRY FOR ASSESSING SOLAR PHOTOVOLTAIC POTENTIAL ON FLAT ROOFS IN URBAN AREA CASE OF THE CITY OF BEN GUERIR / MOROCCO

H. Saadaoui, A. Ghennioui, B. Ikken, H. Rhinane, and M. Maanan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 155–166, https://doi.org/10.5194/isprs-archives-XLII-4-W12-155-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-155-2019, 2019

OBJECT BASED “DAYAS” CLASSIFICATION USING SENTINEL A-2 SATELLITE IMAGERY CASE STUDY CITY OF BENSLIMANE

M. Benchelha, F. Benzha, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 33–39, https://doi.org/10.5194/isprs-archives-XLII-4-W12-33-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-33-2019, 2019

THE CONTRIBUTION OF SENTINEL-2 SATELLITE IMAGES FOR GEOLOGICAL MAPPING IN THE SOUTH OF TAFILALET BASIN (EASTERN ANTI-ATLAS, MOROCCO)

S. Fal, M. Maanan, L. Baidder, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 75–82, https://doi.org/10.5194/isprs-archives-XLII-4-W12-75-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-75-2019, 2019

BIG HEALTH DATA: A SYSTEMATIC MAPPING STUDY

S. Lbrini, A. Fadil, H. Rhinane, and H. J. Oulidi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 113–119, https://doi.org/10.5194/isprs-archives-XLII-4-W12-113-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-113-2019, 2019

DETECTION OF CITIES VEHICLE FLEET USING YOLO V2 AND AERIAL IMAGES

H. Lechgar, H. Bekkar, and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 121–126, https://doi.org/10.5194/isprs-archives-XLII-4-W12-121-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-121-2019, 2019

FUSING OF OPTICAL AND SYNTHETIC APERTURE RADAR (SAR) REMOTE SENSING DATA: A SYSTEMATIC LITERATURE REVIEW (SLR)

S. Mahyoub, A. Fadil, E. M. Mansour, H. Rhinane, and F. Al-Nahmi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 127–138, https://doi.org/10.5194/isprs-archives-XLII-4-W12-127-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W12-127-2019, 2019

APPLICATION OF REMOTE SENSING IN GEOLOGICAL MAPPING, CASE STUDY Al MAGHRABAH AREA – HAJJAH REGION, YEMEN

F. Al-Nahmi, O. Saddiqi, A. Hilali, H. Rhinane, L. Baidder, H. El arabi, and K. Khanbari

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W4, 63–71, https://doi.org/10.5194/isprs-annals-IV-4-W4-63-2017,https://doi.org/10.5194/isprs-annals-IV-4-W4-63-2017, 2017

AUTOMATIC EXTRACTION OF DUNES FROM GOOGLE EARTH IMAGES NEW APPROACH TO STUDY THE DUNES MIGRATION IN THE LAÂYOUNE CITY OF MOROCCO

D. Dakir, H. Rhinane, O. Saddiqi, E. El Arabi, and L. Baidder

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W1, 53–59, https://doi.org/10.5194/isprs-archives-XLII-2-W1-53-2016,https://doi.org/10.5194/isprs-archives-XLII-2-W1-53-2016, 2016

USING GIS DATA AND MACHINE LEARNING FOR MINERAL MAPPING. STUDY CASE, BOU SKOUR EASTERN ANTI-ATLAS, MOROCCO

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