geogrid
A web platform that replays an underwater inspection: the ROV video and its position move together on the map.
The expert annotates what they see; each observation keeps its timestamp and GPS point, and the assessment exports to GeoJSON.
ROV · Underwater inspection · Telemetry · Synchronized video · GeoJSON
geogrid
A deep learning model that finds water chestnut (Trapa natans), an invasive aquatic plant, in aerial imagery.
Deep learning · Invasive species · Water chestnut · Aerial imagery
geogrid
A deep learning model that detects white-tailed deer, to count populations and track how they change.
Deep learning · Wildlife inventory · White-tailed deer · Detection
Algerian Space Agency
A web application that puts the national address register in the hands of those who use it: search for an address, view it, work with it.
Addressing · Web application · GIS
Algerian Space Agency
Contributed to the development of a QGIS plugin that produces building numbering and street signage plans.
QGIS · Plugin · Numbering · Street signage
Algerian Space Agency
Monitoring locust outbreaks with geospatial analysis and remote sensing, in support of locust control.
Remote sensing · Locusts · Major hazards
Algerian Space Agency
Detecting, monitoring and assessing forest fires with remote sensing, in support of field teams.
Forest fires · Remote sensing · Major hazards
Algerian Space Agency
A platform that handles the full meteorological data life cycle: management, format conversion, archiving and publication.
Meteorology · Format conversion · Archiving · Publication
SARL Louifi Projects
Laying out the centreline of section 02 of the bypass with a Trimble R10 GPS in RTK mode.
Site layout · RTK GNSS · Trimble R10 · Roads
SARL Louifi Projects
Detail survey with a Leica TS06 total station, for the planned Sidi Moussa bypass.
Detail survey · Total station · Leica TS06
Louifi Group
Built the group’s two websites: SARL Louifi Projects, public and hydraulic works, and SARL Louifi Motors.
Website · Showcase · Front-end
Space Applications Centre (ASAL)
Final-year project: a web mapping platform for forest fire management, with FIRMS thermal anomalies and a multi-role alert system.
Web mapping · FIRMS · Python · Alerts
Space Techniques Centre (ASAL)
A pix2pix GAN model that raises the resolution of digital elevation models from 30 m to 15 m, for flood risk. Abstract accepted for an MDPI paper.
pix2pix · GAN · SRTM · Flooding
ENSGTS
A GIS-based multi-criteria analysis: apartments ranked against several criteria, weighted with the analytic hierarchy process.
GIS · AHP · Multi-criteria analysis
Space Applications Centre (ASAL)
Four techniques compared in Google Earth Engine: SVM, random forest, decision tree and NBR index thresholding.
Carried out at the Space Applications Centre, as part of the post-fire monitoring process.
Google Earth Engine · SVM · Random forest · NBR · ERDAS
ENSGTS
Change detection over the city of El Tarf between 2013 and 2017, using remote sensing.
To be written: the imagery used, the method and what the result shows.
Remote sensing · Change detection
ENSGTS
Static GNSS observation campaign, during a two-week GNSS internship at ENSGTS in June 2023.
To be written: the points observed, session lengths, processing and the accuracy achieved.
GNSS · Static · Geodesy
ENSGTS
Producing a topographic map of the city of Metz by photogrammetric plotting.
Two-week photogrammetry internship at ENSGTS, in June 2023.
Photogrammetry · Plotting · Topographic map
ENSGTS
Producing a digital terrain model and a digital surface model from drone data, in Agisoft.
“Quarry and cadastre” sample dataset published on the Pix4D website.
Photogrammetry · Drone · DTM · DSM · Agisoft
ENSGTS
Precise levelling traverse, during a two-week internship at ENSGTS in June 2022.
To be written: the traverse, the misclosures and the accuracy achieved.
Levelling · Surveying
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2026 · 3 projects · Sherbrooke
geogrid
A web platform that replays an underwater inspection: the ROV video and its position move together on the map.
The expert annotates what they see; each observation keeps its timestamp and GPS point, and the assessment exports to GeoJSON.
geogrid
A deep learning model that finds water chestnut (Trapa natans), an invasive aquatic plant, in aerial imagery.
geogrid
A deep learning model that detects white-tailed deer, to count populations and track how they change.
2025 · 5 projects · Algiers
Algerian Space Agency
A web application that puts the national address register in the hands of those who use it: search for an address, view it, work with it.
Algerian Space Agency
Contributed to the development of a QGIS plugin that produces building numbering and street signage plans.
Algerian Space Agency
Monitoring locust outbreaks with geospatial analysis and remote sensing, in support of locust control.
Algerian Space Agency
Detecting, monitoring and assessing forest fires with remote sensing, in support of field teams.
Algerian Space Agency
A platform that handles the full meteorological data life cycle: management, format conversion, archiving and publication.
2024 · 6 projects · Blida and Arzew
SARL Louifi Projects · Soumaa, Blida
Laying out the centreline of section 02 of the bypass with a Trimble R10 GPS in RTK mode.
SARL Louifi Projects · Sidi Moussa, Algiers
Detail survey with a Leica TS06 total station, for the planned Sidi Moussa bypass.
Louifi Group
Built the group’s two websites: SARL Louifi Projects, public and hydraulic works, and SARL Louifi Motors.
Space Applications Centre (ASAL) · Space Applications Centre
Final-year project: a web mapping platform for forest fire management, with FIRMS thermal anomalies and a multi-role alert system.
Space Techniques Centre (ASAL) · Space Techniques Centre
A pix2pix GAN model that raises the resolution of digital elevation models from 30 m to 15 m, for flood risk. Abstract accepted for an MDPI paper.
ENSGTS
A GIS-based multi-criteria analysis: apartments ranked against several criteria, weighted with the analytic hierarchy process.
2023 · 5 projects · Arzew
Space Applications Centre (ASAL) · Arzew, Space Applications Centre · 35.86° N / 0.31° W
Four techniques compared in Google Earth Engine: SVM, random forest, decision tree and NBR index thresholding.
Carried out at the Space Applications Centre, as part of the post-fire monitoring process.
ENSGTS · El Tarf · 36.77° N / 8.31° E
Change detection over the city of El Tarf between 2013 and 2017, using remote sensing.
To be written: the imagery used, the method and what the result shows.
ENSGTS · Arzew, ENSGTS · 35.86° N / 0.31° W
Static GNSS observation campaign, during a two-week GNSS internship at ENSGTS in June 2023.
To be written: the points observed, session lengths, processing and the accuracy achieved.
ENSGTS · Arzew, ENSGTS (Metz data) · 49.12° N / 6.18° E
Producing a topographic map of the city of Metz by photogrammetric plotting.
Two-week photogrammetry internship at ENSGTS, in June 2023.
ENSGTS · Arzew, ENSGTS
Producing a digital terrain model and a digital surface model from drone data, in Agisoft.
“Quarry and cadastre” sample dataset published on the Pix4D website.
2022 · 1 project · Arzew
ENSGTS · Arzew, ENSGTS · 35.86° N / 0.31° W
Precise levelling traverse, during a two-week internship at ENSGTS in June 2022.
To be written: the traverse, the misclosures and the accuracy achieved.