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InSAR & Digital Terrain Specialist (Contractor)

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Job Description

Role Overview

The specialist will be responsible for transforming raw InSAR data (Single Look Complex - SLC pairs) into high-fidelity, bare-earth Digital Terrain Models. This terrain model will be the primary input for hydrodynamic modeling. 

Key Responsibilities

1. Primary InSAR Processing (SLC to DSM)

  • Data Selection & Ingest: Select suitable SLC image pairs (e.g., Sentinel-1, TanDEM-X) based on optimal perpendicular and temporal baselines.
  • Coregistration: Precisely register slave images to the grid of master images with sub-pixel accuracy to maintain signal coherence.
  • Interferogram Generation: Calculate the complex product of image pairs and perform flattening to remove the flat-earth phase.
  • Adaptive Filtering: Apply filters (e.g., Goldstein) to reduce speckle and phase noise, facilitating more reliable phase unwrapping.
  • Phase Unwrapping: Resolve the 2π ambiguities of the wrapped phase using industry-standard algorithms such as SNAPHU (Statistical-cost, Network-flow Algorithm for Phase Unwrapping).
  • Geocoding & Terrain Correction: Convert absolute phase into elevation relative to a reference ellipsoid and orthorectify the data into a standard map projection (UTM/WGS 84), resulting in a Digital Surface Model (DSM).

2. Terrain Extraction (DSM to DTM)

  • Ground Filtering: Identify and remove above-ground objects (buildings, trees, bridges, highways, man-made infrastructure) from the DSM using morphological ground filtering or probabilistic voting frameworks.
  • Surface Reconstruction: Fill empty spaces left by removed objects using advanced interpolation techniques like Kriging, Linear Tinning, or Least Squares Surface Reconstruction. 
  • Deep Learning Integration (Optional but Preferred): Implement end-to-end deep learning architectures (e.g., EfficientUNet or PGENet) for automated phase unwrapping and ground filtering to reduce manual labor and improve accuracy in complex terrain.

3. Validation & Quality Control

  • Error Analysis: Mitigate atmospheric delay artifacts through stack averaging or numerical weather models.
  • Accuracy Assessment: Validate InSAR-derived DTMs against high-precision reference datasets, such as LiDAR-derived models or GPS independent check points (ICPs). 
  • We will mainly work in urban areas in Vietnam, with the road network as our primary concern.

Preferred Qualifications
  • Experience with hydrodynamics modeling.
  • Experience with urban Southeast Asia terrain model. 

Benefits
  • We will first do a paid test processing open-source InSAR data into a DTM. 
  • After the test, the contract will be negotiated based on the project scope.

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Job ID: 148358043