Dein persönlicher KI-Karriere-Agent
PhD position Cross-Sensor Transfer Learning for Long-Term Forest Biomass and Structure Estimation Using Established and Next-Generation SAR Missions(m/w/x)
Developing cross-sensor transfer learning frameworks for forest biomass estimation using SAR data. Strong background in Earth observation and SAR processing required. Flexitime, work from home, and childcare services.
Anforderungen
- Above-average M.Sc. degree or equivalent
- Strong background in Earth observation
- Strong background in remote sensing of forests
- Strong background in SAR data processing
- Interest in Earth observation
- Interest in remote sensing of forests
- Interest in SAR data processing
- Experience with machine learning methods
- Experience with domain adaptation methods
- Experience with transfer learning methods
- Excellent communication skills
- Enthusiasm for international research environment
- Enthusiasm for multidisciplinary research environment
- Willingness to undertake research placement
- Compliance with formalities at both institutions
Aufgaben
- Develop cross-sensor transfer learning frameworks
- Estimate above-ground biomass using polarimetric SAR features
- Enrich biomass estimates with Polarimetric InSAR and Tomographic SAR
- Explore multi-modal and multi-model support with optical and hyperspectral data
- Characterize sensor-aware uncertainty and error transfer
- Decompose error budget and estimate precision loss
- Validate models across long-term forest observatories
- Ensure transferability across forest types and climatic zones
Ausbildung
- Master-Abschluss
Sprachen
- Englisch – verhandlungssicher
Tools & Technologien
- SAR data processing
- machine learning
- domain adaptation
- transfer learning
Benefits
Flexibles Arbeiten
- Flexitime
- Work from home
Gesundheits- & Fitnessangebote
- Sports and leisure offers
Kinderbetreuung
- Child care services
- Holiday care services
Öffi Tickets
- Job Ticket Baden-Württemberg
Gratis oder Vergünstigte Mahlzeiten
- Canteen food
Gefällt dir diese Stelle?
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PhD position Cross-Sensor Transfer Learning for Long-Term Forest Biomass and Structure Estimation Using Established and Next-Generation SAR Missions(m/w/x)
Developing cross-sensor transfer learning frameworks for forest biomass estimation using SAR data. Strong background in Earth observation and SAR processing required. Flexitime, work from home, and childcare services.
Anforderungen
- Above-average M.Sc. degree or equivalent
- Strong background in Earth observation
- Strong background in remote sensing of forests
- Strong background in SAR data processing
- Interest in Earth observation
- Interest in remote sensing of forests
- Interest in SAR data processing
- Experience with machine learning methods
- Experience with domain adaptation methods
- Experience with transfer learning methods
- Excellent communication skills
- Enthusiasm for international research environment
- Enthusiasm for multidisciplinary research environment
- Willingness to undertake research placement
- Compliance with formalities at both institutions
Aufgaben
- Develop cross-sensor transfer learning frameworks
- Estimate above-ground biomass using polarimetric SAR features
- Enrich biomass estimates with Polarimetric InSAR and Tomographic SAR
- Explore multi-modal and multi-model support with optical and hyperspectral data
- Characterize sensor-aware uncertainty and error transfer
- Decompose error budget and estimate precision loss
- Validate models across long-term forest observatories
- Ensure transferability across forest types and climatic zones
Ausbildung
- Master-Abschluss
Sprachen
- Englisch – verhandlungssicher
Tools & Technologien
- SAR data processing
- machine learning
- domain adaptation
- transfer learning
Benefits
Flexibles Arbeiten
- Flexitime
- Work from home
Gesundheits- & Fitnessangebote
- Sports and leisure offers
Kinderbetreuung
- Child care services
- Holiday care services
Öffi Tickets
- Job Ticket Baden-Württemberg
Gratis oder Vergünstigte Mahlzeiten
- Canteen food
Gefällt dir diese Stelle?
BetaDein Career Agent findet täglich ähnliche Jobs für dich.
Über das Unternehmen
Institut für Photogrammetrie und Fernerkundung (IPF)
Branche
Science
Beschreibung
The Institute of Photogrammetry and Remote Sensing (KIT-IPF) focuses on remote sensing, Earth observation, and applying machine learning to forest dynamics.
Noch nicht perfekt?
- Institut für Theoretische Informatik (ITI)
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Teilzeitmit HomeofficeKeine AngabeKarlsruhe - Institut für Photogrammetrie und Fernerkundung (IPF)
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Teilzeitmit HomeofficeJuniorKarlsruhe - Institut für Industriebetriebslehre und Industrielle Produktion (IIP)
Doctoral Research in the field of “Trade-offs of bio-based products in different land-use environments”(m/w/x)
Teilzeitmit HomeofficeKeine AngabeKarlsruhe - Institut für Mikrostrukturtechnik (IMT)
.PhD Position on Elastocaloric Microcooling for Photonic Systems(m/w/x)
Teilzeitmit HomeofficeKeine AngabeEggenstein-Leopoldshafen - FZI Forschungszentrum Informatik
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TeilzeitWerkstudentmit HomeofficeKarlsruhe