Silas Pignotti
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Projects

Projects in geospatial analysis, AI, and automation.

  • DispoAI

    VRP solver for container logistics: optimized daily tours from order and fleet data.

    Python FastAPI PyVRP +2
    Ongoing
  • Urban Heat Island Downscaling

    What urban context does a thermal model actually need? Ablation study and 10 m LST reconstruction for Berlin.

    Python PyTorch Google Earth Engine +1
    Ongoing
  • litresearch

    CLI tool for automated literature search: structured reports and BibTeX exports from a research question.

    Python Typer Semantic Scholar +1
    2026
  • Urban Tree Transfer

    Cross-city transfer learning for urban tree genus classification using Sentinel-2 time series.

    Python PyTorch scikit-learn +3
    2026
  • PARA PM System

    PARA-based knowledge management in Notion with automated content routing.

    Notion Python Notion API
    Ongoing
  • urbanIQ

    Natural-language geodata aggregation for Berlin with automated spatial analysis.

    Python FastAPI GeoPandas +4
    2025
  • kitamap

    Open data vs. official planning: reproducing Berlin's daycare study with freely available data.

    Python scikit-learn GeoPandas +2
    2024
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