Production Scientifique

Publications

Machine Learning and Deep Learning Guided Assessment of Groundwater Reservoir Hydrodynamic Parameters: A Case Study of The El Haouz Aquifer · E3S Web of Conferences
Sentinel-1 Backscatter and Interferometric Coherence for Soil Moisture Retrieval in Winter Wheat Fields Within a Semiarid South-Mediterranean Climate: Machine Learning Versus Semiempirical Models · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Understanding the trade-offs between climate change-induced aridity and agricultural water demand in the Souss basin, Morocco. · Front. Water
Contribution to advancing aquifer geometric mapping using machine learning and deep learning techniques: a case study of the AL Haouz-Mejjate aquifer, Marrakech, Morocco · Appl Water Science (2024)
Spatio-temporal analysis of meteorological drought return periods in a Mediterranean arid region, the center of Morocco · Journal of Water and Climate Change (2024)
Analyses of groundwater level in a data-scarce region based on assessed precipitation products and machine learning. Groundwater for Sustainable Development · Groundwater for Sustainable Development
Managed Aquifer Recharge in a Semi-arid Basin: A Case Study from the Souss Aquifer, Morocco. · Managed Goundwater Recharge and Rainwater Harvesting
Multi-aspect assessment of operational fog collection systems: A rural development perspective, insights from the Sidi Ifni project in Morocco · Journal of Arid Environments
Exploring radon risk in groundwater: insights from few investigated areas in Morocco. · Environmental Earth and Sciences
An Accurate Snow Cover Product for the Moroccan Atlas Mountains : Optimization of the MODIS NDSI Index Threshold and Development of Snow Fraction Estimation Models · International Journal of Applied Earth Observation and Geoinformation
Gridded Datasets for Climatic and Hydrological Characterization over the Main River Basins in Moroccan Atlas Mountains · Recent Advances in Environmental Science from the Euro-Mediterranean and Surrounding Regions
Nested Cross-Validation for HBV Conceptual Rainfall – Runoff Model Spatial Stability Analysis in a Semi-Arid Context. · Remote sensing
A method for robust estimation of snow seasonality metrics from Landsat and Sentinel-2 time series data over Atlas Mountains scale using Google Earth Engine · Geocarto International
Combined geophysical methods to investigate seawater intrusion in the Souss-Massa coastal area, Morocco · Groundwater for Sustainable Development
Morocco's coastal aquifers: Recent observations, evolution and perspectives. · Environmental Pollution
Multi environmental tracers in coastal aquifer (Morocco): A window into groundwater mixing and risk to contamination · Water Environment Research (2024)
A Multi Tool 3D Conceptual Model to Elucidate Groundwater Processes, Vulnerability, and Recharge Patterns in a Semi Arid Region: A Case Study from Morocco · Earth Systems and Environment (2023)
Groundwater level forecasting in a data-scarce region through remote sensing data downscaling, hydrological modeling, and machine learning: A case study from Morocco · Journal of Hydrology: Regional Studies (2023)
Multienvironmental tracers in coastal aquifer (Morocco): A window into groundwater mixing and risk to contamination · Water environement research (2024)
Sentinel-1 Backscatter and Interferometric Coherence for Soil Moisture Retrieval in Winter Wheat Fields Within a Semiarid South-Mediterranean Climate: Machine Learning Versus Semiempirical Models · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (2024)
A method for robust estimation of snow seasonality metrics from Landsat and Sentinel-2 time series data over Atlas Mountains scale using Google Earth Engine · Geocarto International (2024)
Understanding the trade-offs between climate change-induced aridity and agricultural water demand in the Souss basin, Morocco · Frontiers in Water (2024)
Opportunities and challenges of irrigation in Morocco, Spain, and India: A critical analysis · World Water Policy (2023)
Contribution to advancing aquifer geometric mapping using machine learning and deep learning techniques: a case study of the AL Haouz Mejjate aquifer, Marrakech, Morocco · Applied Water Science (2024)
Assessment of crop evapotranspiration and deep percolation in a commercial irrigated citrus orchard under semi-arid climate: Combined Eddy-Covariance measurement and soil water balance-based approach · Agricultural Water Management (2023)
Data Science Toolkit: An all-in-one python library to help researchers and practitioners in implementing data science-related algorithms with less effort · Software Impacts (2022)
Smart Weather Data Management Based on Artificial Intelligence and Big Data Analytics for Precision Agriculture. · Agriculture (2022)
Opportunities and Challenges of Irrigation in Morocco, Spain and India : A Critical Analysis · World Water Policy (2023)
System Dynamics Approach for Water Resources Management: A Case Study from the Souss-Massa Basin. · Water (2023)
Green finance for sustainable development: Morocco as a case study. · (2023)
Groundwater processes and vulnerability within the Chiadma-South region (Morocco): a 3D conceptual model. · Earth Systems and Environment (2023)
Groundwater level forecasting in data-scarce regions through remote sensing data downscaling, hydrological modeling, and machine learning: a case from Morocco · Journal of Hydrology X (2023)
Snowpack and groundwater recharge in the Atlas Mountains: New evidence and key drivers · Journal of Hydrology: Regional Studies (2023)
Short-term weather forecasting in semi-arid regions using statistical and deep learning methods. · Earth System Environment (2024)


Chapitres

Understanding the Groundwater Recharge Processes in the Moroccan Middle Atlas Using Water Isotopes (d18O and d2H) · Recent Research on Environmental Earth Sciences, Geomorphology, Soil Science and Paleoenvironments (2024)
Managed Aquifer Recharge in a Semi-arid Basin: A Case Study from the Souss Aquifer, Morocco · World Water Policy (2023)

Conférences

Exploring Neural Network Performance in Hydrological Modeling in a Mountainous Region of Morocco: A Case Study on LSTM and GRU Architectures for Runoff Prediction · EGU General Assembly 2024, Vienna, Austria, 14–19 Apr 2024,
Potential of Support Vector Machine Fed by ERA5 for Predicting Daily Discharge in the High Atlas of Morocco · Recent Advancements from Aquifers to Skies in Hydrogeology, Geoecology, and Atmospheric Sciences. MedGU 2022. Advances in Science, Technology & Innovation. Springer,
HBV Performance under complex and poorly gauged context, · EGU General Assembly 2024, Vienna, Austria
Cost-centric innovations to address Water-Agriculture nexus challenges in Egypt: Research Status Analysis. · BIO Web Conf. (2024)
Chemical and Isotopes Indicators of Mixing Between Multilayered Aquifer Systems of Tadla Plain, Morocco · Recent Advancements from Aquifers to Skies in Hydrogeology, Geoecology, and Atmospheric Sciences. MedGU 2022. Advances in Science, Technology & Innovation. Springer
Groundwater Resources in Moroccan Coastal Aquifers: Insights of Salinization Impact on Agriculture · Environmental Sciences Proceedings
Review of crop modelling approaches to address climate change challenges in Africa · Web of conferences (2024)
Chemical and Isotopes Indicators of Mixing Between Multilayered Aquifer Systems of Tadla Plain, Morocco · international conference on Mediterranean Geosciences Union (2024)
Groundwater vulnerability and, risk assessment of seawater intrusion for the development of a strategy plan towards sustainability: Case of the Souss-Massa coastal area, Morocco · SSRN (2024)
Scientific Research Contribution to Water resources Governance &management in arid zones: insights from Moroccan cases. · Réunion sur les ressources Hydriques au Maroc: Etat des lieux. Faculté des Lettres Agadir (2024)
Scientific Research Contribution to Water resources management in arid zones: insights from Moroccan cases · 1st Arab summit of water, Rabat (2024)
Sustainable water management based on innovative synergic approach, new technology and collective intelligence: Insights from Morocco · 2nd International Conference “Water resources Management & Sustainability (WARMS): Solutions for arid regions”. Dubai, AUE (2024)
Application of environmental isotopes and geochemical tracers for water resources management in Morocco: State of knowledge of isotopic techniques · Meeting UM6P-IAEA (2024)
Water resources between climate change and human pressure: Insight from Morocco · ENSA, Agadir (2024)
Water resources between climate change and human pressure: Insight from Morocco · Université d’Automne des zones sahariennes. Changement climatique et ses impacts socio-économiques. Cité des métiers et compétences, Laayoune, Morocco. (2023)
Water resources Governance under global changes : Questions to be asked and lessons from Moroccan cases. Rencontre scientifique Maroc-Suisse. · Université Mohamed V, Rabat, Morocco. (2023)
Socio-economic assessment of fog harvesting for domestic uses in drylands: Insights from the Sidi Ifni project, Morocco · 5th Euro-mediterranean conference for environmental integration. 2-5 october 2023, Rende (Cosenza), Italy (2023)
Multidisciplinary Approach Integrating Hydrological Modeling, Hydrogeochemistry, and Water Isotopes for Sustainable Water Management in a Data-scarce Basin (Essaouira, Morocco). · AGU’s Fall Meeting, san francisco, CA, United States, 11-15 december 2023
Stream and groundwater flows simulation using a calibrated SWAT Model: A Case Study of Iguerounzar Catchment in Morocco. · 4ème Congrès International GIRE3D- CM-AIH Water Conference 23-25 November 2023, Laayoune, Morocco
Tracing the source of mineralization and groundwater recharge in a semi-arid coastal region in Morocco · International Symposium on Isotope Hydrology: Sustainable Water Resources in a Changing World. IAEA, Austria,Vienna, 3 – 7 July 2023.
Crop modeling to address climate change challenges in Africa · International Conference on Climate Nexus Perspectives- E3S Web of Conferences
ClimateFiller: A Python framework for climate time series gap-filling and diagnosis based on artificial intelligence and multi-source reanalysis data · Softw. Impacts (2023)
Are raw satellite bands and machine learning all you need to retrieve actual evapotranspiration? · E3S Web Conf (2024)
Evaluation of statistical and deep learning methods for short-term weather forecasting in semi-arid regions · Advances in Science, Technology & Innovation. Springer, Cham.

Communications

Optimizing Maize Cropping Practices in the Souss-Massa Region: Performance Evaluation of the FAO AquaCrop Model for Canopy Cover, Soil Water Content, Biomass, and Yield · AGU: "What's Next for Global Crop Mapping and Modelling in its Applications to Food Security Analysis" December 2024
Nouvelles technologies pour l’économie de l’eau dans l’agriculture · Salon International du livre et de l’Edition (SIEL). 2 mai, 2024, Rabat
La technologie et l’innovation pour une gestion durable de l’eau agricole et de l’irrigation · Cité d’Innovation, Marrakech, 7 mai 2024.
Strategic tools and technologies for groundwater management: Isotopic tracers on the service of Groundwater Management · 10th World Water Forum, Bali 24 Mai 2024
Sustainable water management based on innovative synergic approach, new technology and collective intelligence: Insights from Morocco · 10th World Water Forum, Bali 23 Mai 2024
New technologies for water resources management: insights from Morocco · Séminaire au CNRI, Bari, Italie à l’occasion de la clôture du projet Bilatéral IWRI-IRSA. Bari Juin 2024
Integrated modeling of climate change impacts on water resources: The Souss basin in Morocco · EGU24 General Assembly 14-19 April 2024
System Dynamics approach to assess policy impacts on the Water-Energy- Food-Climate Nexus in the Souss-Massa basin. · First International Conference on Energy and Water E-WAV 2024, 13, 14 June 2024, Marrakech-Morocco.
Assessing the impact of policies on the water-energy-food-climate Nexus in the Souss-Massa basin: An integrated approach using System Dynamics · INTERNATIONAL CONFERENCE ON WATER INNOVATION AND SMART IRRIGATION (ICWAS), 25-27 September 2024, Marrakech-Morocco.
Morocco's’ Groundwater: Understanding and Mitigating Nitrate Pollution. · WATSON International Conference. September 10th, 2024, Online.
Deep Aquifers Integrative Approaches for Sustainable Groundwater Management. · WATSON International Conference. September 10th, 2024, Online.
Groundwater-surface water interaction under natural and anthropogenic salinity sources: A threat to the coexistence of Oasis-desert ecosystem in Central-East Morocco · Goldschmidt Conference. GOLDSCHMIDT. 2024
The spatio-temporal extent of wetlands over the High-Atlas Mountains: Groundwater recharge and implications on current and future water resources in Northwest Africa · the International Conference on Water Resources Management and Sustainability: Solutions for Arid Regions. Dubai, United Arab Emirates February 26-28, 2024.
Adaptation à la sécheresse, les eaux non conventionnelles et l'inclusion de la dimension sociale dans les recherches de l'eau : cas du projet de collecte de brouillard de Sidi Ifni. · Journée doctorale : Les socio-écosystèmes au Maroc face aux enjeux de la durabilité : Stratégies d'a’aptation et de résilience 12 Juillet 2024, Faculté des lettres et sciences humaine, Université Mohammed V Rabat.
Crop and water management using the AquaCrop model: A review analysis of the African continent · International Conference on Energy, Water, Advancements and Visions EWAV 2024 Du 13 juin au 14 juin 2024 à la Faculté des Sciences Semlalia, UCA, Marrakech,
Application of aquacrop model for pea irrigation management in chichaoua region, morocco · International Conference on Water Innovation and Smart Irrigation ICWAS 2024 Du 25 au 27 septembre 2024 au Centre de Conférences de l'U’A
Optimizing crop yields using the AquaCrop model: A review analysis of the African continent case · The International Congress on Climate Change (CI2C_2024) ESSAOUIRA Du 31 Octobre au 02 Novembre 2024, ESSAOUIRA, MAROC
Optimizing Quinoa production: Impact of Irrigation and Fertilization in the Chichaoua Region, Morocco · Mediterranean geosciences union 4th annual meeting MedGU-24 Novembre à Barcelone
Optimizing irrigation management for pea production using the aquacrop model in chichaoua region, morocco · 4th international biotechnology congress. Du 14 au 17 Novembre 2024 au Cadi Ayyad University, Marrakech
The Spatio-Temporal Extent of Wetlands Over the High-Atlas Mountains: Groundwater Recharge and Implications on Current and Future Water Resources in Northwest Africa · 2nd International conference WARMS-2024: WATER RESOURCES MANAGEMENT AND SUSTAINABILITY: SOLUTIONS FOR ARID REGIONS. Dubai, AUE. (2024)
Sustainable Water Management Based on Innovative Synergic Approach, New Technology and Collective Intelligence: Insights from Morocco. · 2nd International conference WARMS-2024: WATER RESOURCES MANAGEMENT AND SUSTAINABILITY: SOLUTIONS FOR ARID REGIONS. Dubai, AUE. (2024)
Using Isotopic and Chemical Tracers to Investigate Groundwater Residence Time and Recharge Mechanisms in a Semi-Arid Climate: Insights from Northern Morocco. · 2nd International conference WARMS-2024: WATER RESOURCES MANAGEMENT AND SUSTAINABILITY: SOLUTIONS FOR ARID REGIONS. Dubai, AUE. (2024)
Assessing Climate Change Impacts on Agricultural Water Management in the Souss Basin-Morocco Using ModSim: A Decision Support System Approach · 2nd International conference WARMS-2024: WATER RESOURCES MANAGEMENT AND SUSTAINABILITY: SOLUTIONS FOR ARID REGIONS. Dubai, AUE. (2024)
Comparison of Mcdm methods and hydrodynamic modeling to flood hazard mapping in semi-arid area. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Groundwater mapping using GPI and machine learning models in the Souss upstream: a comparative study. · The 4th International Conference GIRE3D (CM-AIH water conference). (2023)
The aquifers of the western anti-atlas: geological and hydrogeological features. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Study of the geometry of the Turonian aquifer in the Souss-Massa plain. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Contribution of geophysics and GIS to mapping seawater intrusion in the Souss-Massa coastal area. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Fusing machine learning algorithms and GIS-remote sensing methods for mapping groundwater potential zones: a case study of the Saiss basin in Northern Morocco. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Sustainable Water Management in the Souss Basin: Challenges and Strategies for Adaptation. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Socio-economic and environmental impact of the Chtouka desalination plant. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Water scarcity challenges and drought resilience in the Souss Massa basin, Morocco. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Assessing seawater intrusion in arid coastal aquifers of Morocco using isotopic and nuclear techniques (case study of Sebou basin). · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Application of stable isotopes to understand groundwater salinization and recharge processes in the Essaouira coastal aquifer. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Groundwater salinity in the Bahira plain, Morocco: addressing knowledge gaps for sustainable water resource management. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Machine learning and deep learning guided assessment of groundwater reservoir hydrodynamic parameters and geometry: a case study of the El Haouz aquifer. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Stream and groundwater flows simulation using a calibrated swat model: a case study of Iguerounzar catchment in Morocco. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Unraveling recharge dynamics in semi-arid catchments of the Atlas Mountains using stable isotopes. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Assessing the accuracy of reanalysis and satellitebased precipitation products in a data-limited region: a case study in Morocco. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Etude des mécanismes de recharge des aquifères par le biais de traceurs chimiques et isotopiques : cas de la plaine des Doukkla, Maroc. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Analysis of the sustainability of water resources in the Souss-Massa basin using the system dynamics approach. · The 4th International Conference GIRE3D (CM-AIH water conference) Laayoune – Morocco. (2023)
Isotopes and nobles gas indicators of mixing between deep and shallow aquifer of Souss-Massa, Morocco. · Mediterranean Geosciences Union (MedGU) Annual Meeting, Istanbul. (2023)
Crop modeling to address climate change challenges in Africa: status, gaps, and opportunities · International Conference on Climate Nexus Perspectives-ENSC KENITRA-May 09 - 10, 2023
Empowering Phosphorous and irrigation Role in building Climate-Smart Agriculture in Africa · 2nd Edition JDD2022 - UM6P Doctoral Day 24 June 2022- Mohammed VI Polytechnic University
Analysis of the sustainability of water resources in the Souss-Massa basin using the System Dynamics approach · The 4th International Conference GIRE3D, Laayoune, Morocco, 23-25 November 2023.
System Dynamics approach to assess policy impacts on the water-energy-food-climate Nexus in the Souss-Massa basin · The 4th International Conference GIRE3D, Laayoune, Morocco, 23-25 November 2023.
Green finance for sustainable development: Morocco as a case study · The International Congress MMRG, Meknes, Morocco, 24-25 November 2023.
Status-quo, Opportunities and Challenges of Irrigation in Morocco : A Critical Analysis based on a Comparative Study. · The 10th International Micro-irrigation Conference (IMIC), Dakhla, Morocco, 25-27 January 2023.
A System Dynamics approach for sustainable water management under global changes : a case study from the Souss Massa region · MedClivar-2022, Marrakech, Morocco, 04-08 October 2022.
Integrated Water Management using a System Dynamics Approach : Insights from the Souss-Massa Basin · MedGU-22, Marrakech, Morocco, 27-30 November 2022.
Water management : conventional methods or innovative systems thinking using System Dynamics. · Colloque sur la Gestion de l’eau en Zones Semi-arides, Outils, Changements globaux (GESOC). Marrakech, Morocco, 07-10 November 2022.
Assessment of Water Resources in the Souss Massa Region : A System Dynamics Approach. · RSIF Conference. Benguerir, Morocco, 28-29 June 2022.
A System Dynamics Approach For Water Resources Policy Analysis : A Case Study From The Souss Massa Region · UM6P Doctoral Day-2nd edition. Benguerir, Morocco, 24 June 2022.
Exploring Groundwater Recharge Mechanisms in a Semi-Arid Coastal Aquifer using Isotopic Analysis, Remote Sensing, and Hydrological Modeling · AGU’s Fall Meeting, San Francisco, CA, United States, 11-15 December 2023
Application of stable isotopes to understand groundwater salinization and recharge processes in the Essaouira coastal aquifer. · 4ème Congrès International GIRE3D- CM-AIH Water Conference 23-25 November 2023, Laayoune, Morocco
Understanding groundwater salinization and recharge processes in the essaouira coastal aquifer, morocco · International Symposium on Isotope Hydrology: Sustainable Water Resources in a Changing World, IAEA, Vienna, Austria, 3-7 July 2023.
Moisture sources in the West Mediterranean, as inferred from precipitation stable isotopes · International symposium on isotope hydrology: sustainable water resources in a changing world. IAEA. Wien, Austria, 3-7 July 2023.
Assessing the snowmelt contribution to water resources in agricultural areas using stable isotope in the High and Middle Atlas Mountains of Morocco · International symposium on managing land and water for climate smart agriculture. Conference Atoms4climate, IAEA. Wien, Austria, 25-29 July 2022.
Early Estimation of Daily Reference Evapotranspiration Using Machine Learning Techniques for Efficient Management of Irrigation Water · Journal of Physics:
Towards Smart Big Weather Data Management · Chemistry Proceedings
Chemical and isotopes indicators of mixing between multilayered aquifer systems of Tadla plain · MedGU Annual Meeting, Marrakech 27-29 November 2022.
Investigation of seawater intrusion in the coastal area of the Souss-Massa plain (southwestern Morocco) using Transient Electromagnetic Sounding (TEM) and Subsurface Monitoring Device (SMD). · MedGU Annual Meeting, Marrakech 27-29 November 2022.
Improvement of water management under severe scarcity and climate change in the upper Drâa catchment · Colloque « Gestion de l’Eau en zones Semi-arides, Outils, Changements globaux » Marrakech, Maroc, 7-10 Novembre 2022

Réunions

Gallerie & Cultures étudiées


Field work

fieldwork (1) fieldwork (2) fieldwork (3)

Laboratory work

laboratorywork (1) laboratorywork (2)

Equipements et collection des données

equipement et collection desdata

Tomography measurement on olive orchard Agdal site, Marrakech

Tomography measurement on olive orchard Agdal site, Marrakech

Eddy covariance, TDR installation and quinoa sowing in Chichaoua area

sowing quinoa TDRs probes eddy cov station installation

Soil water content, NDVI and Biomass measurements and hemispherical pictures

hemispherical TDRs probes ndvi biomass

Agrumes

agrumes TDRs probes

Olive

olive

Quinoa

sowing quinoa sowing quinoa

Céréales

cereals

Enquêtes socio-économiques

enquetes1



Brochure


brochure french front
brochure french back


Posters