Widad Hassina Belkadi
Research

Research & publications

Peer-reviewed work across digital soil mapping, quantum machine learning and data warehousing for sustainable agriculture and climate analysis.

5Journal papers
10Conference papers
15Total publications

Publications

Digital soil mapping

A Stochastic Agnostic Meta-Clustering Framework: Application to African Agro-Ecological Zoning
Expert Systems, 2026 · Journal DOI: 10.1111/exsy.70438
Agentic AI and Explainable Attention-Based Deep Learning Models for Digital Soil Mapping: Application to Algerian Soils Under revision
Soil Use and Management, 2026 · Journal
Digital Soil Mapping in Data Scarce Environments Using Neural Networks and Spatial Cross-Validation: Evidence from Northern Algeria In publication
CSA 2026, Algiers, 2026 · Conference
From plant identification to digital soil mapping: a deep learning approach
IEEE Smart World Congress 2025, 2025 · Conference DOI: 10.1109/SWC65939.2025.00030
AI-driven digital soil mapping: leveraging generative AI, ensemble learning and geospatial technologies for data-scarce regions
INFUS, Springer, 2025 · Conference DOI: 10.1007/978-3-031-98565-2_72
Advancements in DSM: From Data Acquisition to Uncertainty Estimation, a Comprehensive Review Best Paper Award
AID Symposium, Springer, 2022 · Conference DOI: 10.1007/978-981-99-4484-2_13

Quantum ML

Methane emissions forecasting using hybrid quantum–classical deep learning models: case study of North Africa
Quantum Information Processing, 24(11), 356, 2025 · Journal DOI: 10.1007/s11128-025-04979-0
Quantum FP-growth algorithm using GPU simulation: application to digital soil mapping
Applied Soft Computing, 2025 · Journal DOI: 10.1016/j.asoc.2025.114011
Unlocking High-Resolution Digital Soil Mapping with Hybrid Quantum–Classical Deep Learning In publication
CISTI'2026, Spain, 2026 · Conference
A hybrid quantum–classical U-Net Architetcure for Methane Leak Detection in Satellite Imagery In publication
ICCCMLA'2026, Germany, 2026 · Conference

Data warehousing

A SCORPAN-based data warehouse for DSM and association rule mining in support of sustainable agriculture and climate change analysis in the Maghreb region
Expert Systems, 2023 · Journal DOI: 10.1111/exsy.13464
A Harmonized African SCORPAN Data Warehouse: Agricultural Clustering Insights
Intelligent Environments 2026, Workshop Proceedings, 2026 · Conference DOI: 10.3233/AISE260016
A Data Warehouse for Spatial Soil Data Analysis and Mining: Application to the Maghreb Region
ISDA 2022, Springer, 2022 · Conference DOI: 10.1007/978-3-031-35501-1_16
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Peer review & academic service

Contributing to the research community through peer review, program committee work and conference organization.

Peer Review

I have served as a peer reviewer for several conferences and journals. See my journal peer reviews on ORCID.

CISTI 2026

Scientific Committee member

Peer review and program committee service for the CISTI 2026 conference.

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QCAI 2026

Program Committee Member

Peer review and program committee service for the QCAI 2026 conference.

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Algerian Space Agency (ASAL) internship Program 2025

Quantum AI Workshop Lecturer

Delivered a workshop on quantum machine learning and its applications in data analysis at the Algerian Space Agency (ASAL) internship 2025.

Algerian Space Agency (ASAL) internship Program 2024

AI Workshop Lecturer

Delivered a workshop on deep learning models for remote sensing applications at the Algerian Space Agency (ASAL) internship 2024.

QSAC 2023

Organizing Committee Member

Supported the organization and coordination of the QSAC 2023 conference.

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ISDA 2022

Program Committee Member

Peer review and program committee service for the ISDA 2022 conference.