20.12.2025 aktualisiert

MK
100 % verfügbar

Senior Geoinformatics and Remote Sensing Data Scientist

Freiburg, Deutschland
Nur Remote
M.Sc. Geoinformatics
Freiburg, Deutschland
Nur Remote
M.Sc. Geoinformatics

Profilanlagen

CV_MiguelKohling_20250321.pdf

Über mich

Als Geodaten-Enthusiast interessiert mich vor Allem der Erkenntnisgewinn aus Geodaten, also die Extraktion von teilweise versteckten Informationen, um real-weltliche Fragestellungen beantworten zu können. Derzeit arbeite ich als stellv. Sachgebietsleiter der Geoinformation für die Stadt Freiburg.

Skills

AusschreibungsmanagementJavaScriptGeoinformationssystemAPIsData AnalysisAutomatisierungBiodiversitätBeratungForstwirtschaftGeografische AnalyseGoogle EarthPythonMATLABMachine LearningMarketing-PlanungProjektmanagementPhotovoltaikPostgisPrototypingQgisProzessautomatisierungFionaFernerkundungStandort-AnalyseSoftwareentwicklungSQLDatenverarbeitungGeoinformatikConvolutional Neural NetworksGitSensorikpandasScikit-learnGeospatial Data Abstraction Library (GDAL)DatenprogrammierungLidarSoftware Version ControlRaster Graphics
  1. 13 Jahre Tätigkeit als Geodata Scientist in Wissenschaft, Consulting und Verwaltung in In- und Ausland.
  2. Python-basierte Methodenumsetzung zur Beantwortung Fragestellungen mit räumlichem Kontext.
  3. Implementierung und Optimierung Neuronale Netze zur Bildauswertung (CNN, U-net, Resnet)
  4. Vertraut mit Geodaten aller Art (Raster, Vector, Punktwolken)
  5. Auswertung multispektraler Luft- und Satellitenbilddaten, Mobile Mapping etc.
  6. Zusammengefasst:
  7. GIS and Remote Sensing Software: Advanced expertise in Python RS/GIS libraries including Fiona, Rasterio, Shapely, Scikit-learn, Pandas and GDAL library for geospatial data processing and analysis
  8. Machine Learning and Data Analysis: Development of machine learning methodologies for urban applications and multispectral imagery analysis including LiDAR point clouds and vector data
  9. Programming Languages: Advanced scientific prototyping in Python under continuous development
  10. Geospatial Analysis Tools: QGIS, Scikit-image, Scikit-learn, Scikit-Gstat, Pandas
  11. Data processing and process automation expertise: e.g. in large-scale potential site analysis for photovoltaic systems and battery storage or urban large scale data processing

Sprachen

DeutschMutterspracheEnglischverhandlungssicher

Projekthistorie

Deputy Section Head Geoinformation

Municipality of Freiburg, Germany
Preparation and management of public tenders for geodata acquisition, in-house data and product requirements analysis, coordination of collaboration with scientific institutions, development of machine learning methodologies for urban applications, data analysis of multispectral imagery, LiDAR point clouds, and vector data

Research fellow

Agroscope Switzerland, Zurich
Project SwissIrrigationInfo: Remote sensing-based assessment of agricultural irrigation conditions for modeling crop water requirements under current and future climate scenarios

Consultant / Senior Expert Geoinformatics and Remote Sensing

UNIQUE forestry and land use GmbH
Consulting services in geoinformatics and remote sensing with focus on short-term assignments and consultancies

Research fellow

Federal Forest Research Institute BW
Software development for monitoring biodiversity, planning and supervision of forest inventory campaign

Freelancing consultant

Freelancing
GIS and remote sensing data scientist providing consulting services

Research assistant

State Forest Research Institute Baden-Württemberg (FVA), Freiburg
Data processing and process automation

Freelance teaching

Chair of Remote Sensing and Landscape Information Systems, Albert-Ludwigs-University Freiburg, Germany
Lecturer for M.Sc. GIS module with focus on GDAL libraries and their application within python, supervision of student project assignments

Research fellow

Chair of Remote Sensing and Landscape Information Systems, Albert-Ludwigs-University Freiburg, Germany
BW-GLOBAL-FOR Forest Model: A global recursive-dynamic economic model for forest management

Research fellow and PhD Fellow

NORUT – Northern Research Institute Tromsø, Norway
RECOVER project (EU FP7): Participation in Democratic Republic of Congo (DRC) field campaign on data validation, development of SAR backscatter-based methods for tropical forest mapping in DRC, development of a deforestation alarm system for Colombia, SAR mapping and product delivery, international cooperation and project meetings

Research assistant / Master thesis

German Aerospace Center (DLR), Microwave and Radar Institute,Department for Radar Concepts, Oberpfaffenhofen, Germany
Validation of soil moisture retrieval from fully polarimetric FSAR L-band data: Development of validation methodologies for applied soil moisture retrieval algorithms on newly developed FSAR sensor, participation in layout and realization of field campaigns within the TERENO project

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