Towards an assessment of the impact of the Green Morocco Plan on terrestrial ecosystems: The case of Bouarfa region

Since independence, Morocco has implemented reforms and strategies to modernise agricultural sector. Foremost among these initiatives, the Green Morocco Plan (GMP, 2008-2020) was key, transforming agriculture by increasing productivity through a dual approach, combining modern agribusiness with supporting small-scale agriculture. Despite its benefits on the economy and on farmers' incomes, GMP has negative effects on the environment and natural resources. To further measure the impact of GMP on natural ecosystems of an arid region (Bouarfa), this study first aims at mapping existing habitats of the region, combining phytosociological surveys with high-resolution satellite imagery analysis. Spectral indices (NDVI, NDWI, NDESI, ASTER_SI), and a topographical analysis based on the DEM were used to characterise the specific characteristics of each habitat. Image classification was developed using supervised (Random Forest, Support Vector Machine) and unsupervised (K-means) classification methods, followed by field validation, using a confusion matrix and calculation of the kappa coefficient. The results of this study present a habitat map with 82% accuracy, validated through field observations, providing a strong basis for analysing natural habitat degradation in the Bouarfa region.

Authors

Publication Details

Journal
Springer Link (Chiba Institute of Technology)
Published
2026-01-15
DOI
https://doi.org/10.1051/bioconf/202621101025/pdf
Primary Topic
Remote Sensing in Agriculture
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Towards an assessment of the impact of the Green Morocco Plan on terrestrial ecosystems: The case of Bouarfa region

Hayat Hachimi, Mathieu Chambouleyron, Yves Hingrat, Abdelkader El Garouani
Springer Link (Chiba Institute of Technology)
Remote Sensing in Agriculture
article

Towards an assessment of the impact of the Green Morocco Plan on terrestrial ecosystems: The case of Bouarfa region

Hayat Hachimi, Mathieu Chambouleyron, Yves Hingrat, Abdelkader El Garouani
article en

Abstract

Since independence, Morocco has implemented reforms and strategies to modernise agricultural sector. Foremost among these initiatives, the Green Morocco Plan (GMP, 2008-2020) was key, transforming agriculture by increasing productivity through a dual approach, combining modern agribusiness with supporting small-scale agriculture. Despite its benefits on the economy and on farmers' incomes, GMP has negative effects on the environment and natural resources. To further measure the impact of GMP on natural ecosystems of an arid region (Bouarfa), this study first aims at mapping existing habitats of the region, combining phytosociological surveys with high-resolution satellite imagery analysis. Spectral indices (NDVI, NDWI, NDESI, ASTER_SI), and a topographical analysis based on the DEM were used to characterise the specific characteristics of each habitat. Image classification was developed using supervised (Random Forest, Support Vector Machine) and unsupervised (K-means) classification methods, followed by field validation, using a confusion matrix and calculation of the kappa coefficient. The results of this study present a habitat map with 82% accuracy, validated through field observations, providing a strong basis for analysing natural habitat degradation in the Bouarfa region.

Springer Link (Chiba Institute of Technology)
Zero hunger
Openalex Percentile: Top 88%
Remote Sensing in Agriculture
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Towards an assessment of the impact of the Green Morocco Plan on terrestrial ecosystems: The case of Bouarfa region — Hayat Hachimi, Mathieu Chambouleyron, et al. · Springer Link (Chiba Institute of Technology) (2026) | TGRS Research Map | TGRS