This image shows Julia Pelzer

Julia Pelzer

M.Sc.

Researcher
IPVS
Simulation of Large Systems

Contact

+49 711 685 88236

Universitätsstraße 38
70569 Stuttgart
Germany
Room: 2.208

  1. Pelzer, J., Schulte, M.: Trained Models on Real Permeability Fields, 4+1 Data Points. (2025). https://doi.org/10.18419/darus-5082.
  2. Pelzer, J., Schulte, M.: Trained Models on Synthetic Permeability Fields, 3+1 Data Points. (2025). https://doi.org/10.18419/darus-5080.
  3. Pelzer, J., Verburg, C., Schulte, M.: Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points. (2025). https://doi.org/10.18419/darus-5081.
  4. Maheshwari, D., Pelzer, J., Schulte, M.: Predicting Heat Plume Temperature and Spatial Location Using Quantum Convolutional Neural Networks. In: 2025 International Conference on Quantum Communications, Networking, and Computing (QCNC). pp. 623–627. IEEE (2025).
  5. Pelzer, J., Schulte, M.: Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points. (2025). https://doi.org/10.18419/darus-5065.
  6. Pelzer, J., Schulte, M.: Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 101 Data Points : Randomized heterogeneous permeability field k (Perlin noise). (2025). https://doi.org/10.18419/darus-5064.
  7. Pelzer, J., Schulte, M.: Datasets: First Stage 3D Simulation - Raw, 100 and 1000 Data Points. (2024). https://doi.org/10.18419/darus-4533.
  8. Pelzer, J., Schulte, M.: Datasets: 100 Heat Pumps, Simulation - Raw, 3+1 Data Points : 3 large simulations and 1 simulation four times as large as the others for testing scalability. (2024). https://doi.org/10.18419/darus-4156.
  9. Pelzer, J., Schulte, M.: Efficient two-stage modeling of heat plume interactions of geothermal heat pumps in shallow aquifers using convolutional neural networks. Geoenergy Science and Engineering. 237, 212788 (2024). https://doi.org/10.1016/j.geoen.2024.212788.
  10. Pelzer, J., Schulte, M.: Raw Simulation Datasets for Extending Heat Plumes. (2024). https://doi.org/10.18419/darus-4133.
  11. Pelzer, J., Schulte, M.: Raw Data for Modeling Heat Plumes of Heat Pumps with varying Flow Directions. (2024). https://doi.org/10.18419/darus-4531.
  12. Pelzer, J., Schulte, M.: Models and Prepared Datasets for the First Stage. (2024). https://doi.org/10.18419/darus-3690.
  13. Pelzer, J., Schulte, M.: Models and Prepared Datasets for the Second Stage. (2024). https://doi.org/10.18419/darus-3689.
  14. Pelzer, J., Schulte, M.: Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points, (2023). https://doi.org/10.18419/darus-3650.
  15. Pelzer, J., Schulte, M.: Dataset: Two Heat Pumps Simulation - Raw, 1000 Data Points. (2023). https://doi.org/10.18419/darus-3652.
  16. Pelzer, J., Schulte, M.: Dataset: Single Heat Pump Simulation - Prepared “Learn Params”, 100 Data Points. (2023). https://doi.org/10.18419/darus-3653.
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