N 41° 11′ 06″ · W 008° 41′ 14″ · Matosinhos, PT

Pedro Gonçalves

Geospatial Engineer · PhD Candidate · Trainer

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Pedro Gonçalves

[01] About

My work centres on modular geospatial engineering. Since 2013 at LNEG, Portugal's Geological Survey, my role has shifted from operating GIS software to developing my own tools and orchestrating the complex processing chains that turn raw geospatial data into reproducible scientific outputs.

Outputs range from processing toolboxes to standalone applications with their own UIs, with batch pipelines and external integrations in between. Peer-reviewed scientific methodologies are translated into Python implementations and integrated into reproducible, fully automated workflows. Projects span flood hazard mapping, mineral prospectivity at national and continental scale, LiDAR surveys of abandoned mine sites, and country-wide satellite mosaics for hydrogeological mapping in Africa and the Iberian Peninsula.

PhD candidate in Geographic Engineering at the Faculty of Sciences, University of Porto, funded by an FCT research scholarship. Research applies Graph Neural Networks to Critical Raw Materials prospectivity mapping in the South Portuguese Zone and Ossa-Morena Zone, integrating Sentinel-2, hyperspectral data, and geological knowledge.

Trainer for African geological surveys under the EuroGeoSurveys / PanAfGeo programme. Sessions delivered in São Tomé and Príncipe, Cabo Verde, and Mozambique, covering GIS, SAR/InSAR, UAV operations, and hyperspectral data processing. Former board member of APPSIG, the Portuguese Association for Geographic Information Systems (2016–2024).

Open to collaborations in critical raw materials, geospatial AI, remote sensing, UAV/LiDAR surveys, and training partnerships.

[03] Current Position

ACTIVE

[04] Previous Experience

[05] Skills & Technology

Cartographic Design

12+ Years

Professional cartographic design and map production utilising industry-standard software for publication-ready maps and visual communications. Expert in cartographic principles, colour theory, and typography for effective spatial data visualisation.

CorelDRAW
Intermediate
Inkscape
Intermediate
QGIS
Expert
ArcGIS Pro
Expert

Spatial Data Creation and Analysis

12+ Years

Advanced spatial analysis and geodatabase management with expertise in complex analytical workflows and spatial modeling. Specialised in georeferencing, geodatabase design, topology validation, and spatial data quality assessment. Development of custom geoprocessing tools and model-builder workflows.

ArcGIS Pro
Expert
QGIS
Expert
GRASS GIS
Intermediate
SAGA GIS
Intermediate
ArcGIS Field Maps
Advanced

Satellite Remote Sensing

5+ Years

Multispectral and SAR satellite imagery acquisition, processing and analysis. Atmospheric correction, radiometric calibration, change detection. Spectral analysis for geological mineral mapping, vegetation monitoring, land cover classification. Cloud-based Earth observation with Google Earth Engine.

ENVI
Advanced
SNAP
Expert
CATALYST
Advanced
Google Earth Engine
Intermediate

UAV Operations

4+ Years

Professional UAV pilot with 500+ successful missions. Certified operator with expertise in flight planning, ground control point establishment, and optical/multispectral/LiDAR data acquisition. Structure-from-Motion photogrammetric processing and dense point cloud generation.

Agisoft Metashape
Expert
Pix4D Fields
Expert
Pix4D Mapper
Expert
Pix4D Survey
Advanced
DJI Terra
Advanced
CloudCompare
Intermediate
Correlator3D
Intermediate
Agrowing
Advanced
WebODM
Expert

Field Data Acquisition

8+ Years

Form-based survey creation via Survey123, KoBo Toolbox, ODK and Mergin Maps. Mobile data collection workflows, centimetre-level GPS surveying, and offline-capable data collection deployments with quality control protocols.

Survey123
Expert
KoBo Toolbox
Advanced
ODK Collect
Advanced
Mergin Maps
Advanced
ArcGIS Field Maps
Expert

SQL and Databases

6+ Years

Spatial database design and optimisation with PostgreSQL/PostGIS. Complex spatial queries, indexing strategies, performance optimisation. Spatial data integration from heterogeneous sources and ETL pipeline development.

PostGIS
Advanced
PostgreSQL
Advanced
Apache Iceberg
Basic
Apache Spark
Basic

Programming and Automation

2+ Years

Automated geospatial workflows in Python (ArcPy, GDAL, GeoPandas, rasterio) and R. Custom GIS tools and web services. Version control (Git), containerised environments (Docker), and reproducible research workflows.

Python
Advanced
R
Intermediate
Jupyter
Advanced
VS Code
Advanced
Git/GitHub
Intermediate
Docker
Intermediate
Anaconda
Advanced
Apache Airflow
Basic

Big Data Analytics — Mineral Prospectivity

2+ Years

Mineral prospectivity mapping with machine learning algorithms and big-data frameworks. Integration of geological, geochemical, geophysical, and remote-sensing datasets. AHP, weights-of-evidence, fuzzy logic, ensemble methods, and neural-network approaches (incl. Graph Neural Networks for PhD research).

Apache Spark
Basic
TensorFlow
Intermediate
scikit-learn
Intermediate

[06] Selected Publications

Unlocking the Secondary Critical Raw Material Potential of Historical Mine Sites

Q1 Minerals · 2024 Peer-reviewed

de Oliveira, D.P.S.; Gonçalves, P.; Morais, I.; Silva, T.; et al.

Comprehensive study on secondary critical raw materials from historical mining sites in Southern Portugal, focusing on sustainable resource-recovery methodologies.

DOI 10.3390/min14020127 →

3D Constrained Gravity Inversion and TEM Analysis for New Target Generation

Q1 Natural Resources Research · 2022 Peer-reviewed

Marques, F.; Dias, P.; Carvalho, J.; Gonçalves, P.; et al.

Advanced geophysical analysis for mineral exploration in the Neves-Corvo VMS mine region, Iberian Pyrite Belt, integrating multiple geophysical datasets.

DOI 10.1007/s11053-022-10081-4 →

Multispectral and Hyperspectral Remote Sensing in the Portuguese Sector of the Iberian Pyrite Belt

Open Access Comunicações Geológicas · 2020

Quental, L.; Gonçalves, P.; Oliveira, D.; Batista, M.J.; et al.

Comprehensive remote sensing study utilising multispectral and hyperspectral data for geological characterisation and mineral exploration in southern Portugal.

Full text · hdl.handle.net/10400.9/4193 →

Flood Hazard Assessment: Santa Cruz do Bispo Sector, Leça River, Portugal

Q2 Journal of Maps · 2014

Gonçalves, P.; Marafuz, I.; Gomes, A.

Methodological contribution to improve land-use planning through advanced flood-hazard mapping and hydraulic-modelling techniques.

DOI 10.1080/17445647.2014.974226 →

[07] Research Projects

Active Projects

ONGOING
ONGOING

Hydrogeological Map of Mozambique

2024 — 2028

World Bank Project World Bank Portal

Consulting Services for Updating and Upgrading the Hydrogeological Map of Mozambique. Development of custom remote-sensing tools to create country-wide mosaics using best-pixel strategy. Custom indices to identify water bodies and soil moisture. Delivered tailored training sessions on remote sensing and field data acquisition.

ONGOING
ONGOING
ONGOING
ONGOING

Completed Projects

COMPLETED
COMPLETED
COMPLETED

DOURO — Sedimentation Study

2022 — 2023

River Dynamics & Environmental Impact EDP Contract

Sedimentation study in Douro reservoirs and impact on coastal sediment drift. Processed high-resolution bathymetric data; comparative analysis of multiple survey datasets to quantify accretion and erosion dynamics across several Douro tributaries.

COMPLETED
COMPLETED

CEGMA 2.0 — Centro de Estudos Geológicos e Mineiros do Alentejo

2020 — 2022

Alentejo Regional Operational Programme LNEG project page

Strategic development of advanced research facilities for extractive activities in southern Portugal (Neves-Corvo, Aljustrel mines, ornamental rock quarrying). GNSS equipment procurement for high-precision geophysical applications.

COMPLETED

Caracterização de Geossítios do Vale do Guadiana

2020 — 2022

Geological Heritage Characterisation

Comprehensive characterisation and mapping of geological heritage sites in the Guadiana Valley. GIS-based inventory and assessment of geological significance for educational and tourism purposes.

COMPLETED
COMPLETED
COMPLETED
COMPLETED

[08] Education

[09] Languages

Portuguese

Native
Speaking
C2
Reading
C2
Writing
C2

English

Advanced
Speaking
C1
Reading
C1
Writing
C1

Spanish

Basic
Speaking
A1
Reading
B1
Writing
A1

French

Basic
Speaking
A1
Reading
B1
Writing
A1