javedali99/si2023-compound-flooding

Contributions of Storm Drivers to Compound Flooding in New York City: Insights from Coupled Modeling and Machine Learning Approaches

si2023-compound-flooding's Issues

Research questions finalized by end of June 22

Check-in presentation at NWC on July 3rd.

Create hydrofabrics for 8 watersheds in New York City

Run nextgen cfe model for different storms in NYC

Storms in NYC:

• Tropical Storm Barry | 31-May-2007 to 6-Jun-2007
• Hurricane Hanna | 4-Sep-2008 to 8-Sep-2008
• Hurricane Irene | 26-Aug-2011 to 30-Aug-2011
• Hurricane Sandy | 26-Oct-2012 to 31-Oct-2012
• Hurricane Arthur | 2-Jul-2014 to 6-Jul-2014
• Tropical Storm Jose | 17-Sep-2017 to 22-Sep-2017
• Tropical Storm Philippe | 26-Oct-2017 to 1-Nov-2017
• Hurricane Dorian | 3-Sep-2019 to 9-Sep-2019
• Tropical Storm Ogla | 24-Oct-2019 to 29-Oct-2019

Capstone Presentation slides due on July 26.

Week 6 update presentation

Project paper outlines due by end of July 12.

Run CFE model in NextGen

Command to run cfe

ngen config/catchments.geojson "" config/nexus.geojson "" config/realization.json "" 

Watersheds

• wb-694856
• wb-694725
• wb-694855
• wb-694724
• wb-694854
• wb-694723
• wb-698891
• wb-694722

Create hydrofabrics for different storms in NYC

Storms in NYC:

• Tropical Storm Barry | 31-May-2007 to 6-Jun-2007
• Hurricane Hanna | 4-Sep-2008 to 8-Sep-2008
• Hurricane Irene | 26-Aug-2011 to 30-Aug-2011
• Hurricane Sandy | 26-Oct-2012 to 31-Oct-2012
• Hurricane Arthur | 2-Jul-2014 to 6-Jul-2014
• Tropical Storm Jose | 17-Sep-2017 to 22-Sep-2017
• Tropical Storm Philippe | 26-Oct-2017 to 1-Nov-2017
• Hurricane Dorian | 3-Sep-2019 to 9-Sep-2019
• Tropical Storm Ogla | 24-Oct-2019 to 29-Oct-2019

Prepare cfe forcings data for different storms in NYC

Storms in NYC:

• Tropical Storm Barry | 31-May-2007 to 6-Jun-2007
• Hurricane Hanna | 4-Sep-2008 to 8-Sep-2008
• Hurricane Irene | 26-Aug-2011 to 30-Aug-2011
• Hurricane Sandy | 26-Oct-2012 to 31-Oct-2012
• Hurricane Arthur | 2-Jul-2014 to 6-Jul-2014
• Tropical Storm Jose | 17-Sep-2017 to 22-Sep-2017
• Tropical Storm Philippe | 26-Oct-2017 to 1-Nov-2017
• Hurricane Dorian | 3-Sep-2019 to 9-Sep-2019
• Tropical Storm Ogla | 24-Oct-2019 to 29-Oct-2019

Learn about how CFE and GeoClaw work.

Revised project papers due by end of July 21.

Run different ML models

Download river discharge data for NYC

Build a hydrodynamic model (GeoClaw)

• Learn how GeoClaw model works.
• Prepare all input data
• Set up the model
• Couple hydrodynamic model with NextGen model
• Run the model
• Get outputs

Capstone Presentations on July 27.

Simulate different storms for NYC from 2007 to 2019

Data processing and preparation

• Storm Drivers Data

  • Precipitation
  • River discharge
  • Storm surge (storm tracks)

• Process and prepare the data for building hydrologic (cfe) and hydrodynamic (GeoClaw) models

Create CFE forcings for 8 watersheds in NYC

Subset hydrofabric data for New York City

Watersheds in NYC:

['wb-694856', 'wb-694725', 'wb-694855', 'wb-694724', 'wb-694854', 'wb-694723', 'wb-698891', 'wb-694722']

Midterm presentations at NWC on July 10th.

Prepare Basin Averaged Forcing for NextGen CFE Model

Prepare basin averaged forcing input for the NOAA Next Generation (NextGen) Water Resource Modeling Framework using AORC v1.1

Project paper drafts due by end of July 18.

Project presentation on June 23.

Selection of machine learning methods

Build a hydrologic model (CFE)

• Learn how the CFE model works.
• Prepare all input data
• Set up the model
• Run the model
• Get outputs