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EPyT and EPyT-Flow Tutorial

Presentation slides

Outline

• Logistics
  • internet
  • link to github/collab
  • clone vs collab
• Introduce ourselves
• Who's who
  • Level of education
  • Experience with EPANET
  • Experinece with the EMT
  • Experience with Python
  • Why are you here?
• What is WaterFutures, introduce KIOS and BU
• WF Benchmark hub (models, open science, benchmarks)
• Structure of the course:
  • History of EPANET and EPyT
  • Short introduction to Python
  • EPANET-Python Toolkit (EPyT) Tutorial and advanced algorithms
  • EPyT-Flow for machine learning

History of EPANET and EPyT (motivational)

• Why EPyT and not WNTR?
• EPyT for EMT Users (e.g. Spyder)
• Structure of the EPyT library
• Why do we need EPyT-Flow?

Short introduction to Python (interactive)

• Python for MATLAB users (MATLAB & SPYDER)
• Basic Python knowledge (JUPYTER NOTEBOOK on Colab) <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/PythonCrashCourse/Python101.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>

EPANET-Python Toolkit (EPyT) Tutorial

• EPyT JOSS paper
  • Simple example <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_joss_simple_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
  • Advanced example <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_joss_advance_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
• Smart Water Systems algorithms
  • Leakage simulation and detection <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_leakage_simulation_and_detection.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
  • Contamination simulation and detection <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_contamination_modelling_and_detection.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
  • Pressure sensor placement <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_pressure_sensor_placement.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
  • Quality sensor placement <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_quality_sensor_placement.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
  • Disinfection control <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epyt_optimal_chlorine_dosage_scheduling.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>

EPyT-Flow Usage and Machine Learning Applications

• EPyT-Flow paper
• How to use EPyT-Flow <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epytflow_intro.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
• Generation of datasets with events (hydraulics, quality) and how to use those datasets <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epytflow_datageneration.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
• Monte Carlo simulations/Intervals <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epytflow_montecarlo.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
• Machine learning examples
  • Leakage detection <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epytflow_leakagedetection.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
  • Quality state estimation <a target="_blank" href="https://colab.research.google.com/github/WaterFutures/EPyT-and-EPyT-Flow-Tutorial/blob/main/epytflow_quality.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>