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Data-driven street flood severity modeling in Norfolk, Virginia USA 2010-2016


Authors: Jeff Sadler
Owners: Jeff Sadler · Jonathan Goodall
Resource type:Collection Resource
Created:Jul 24, 2017 at 4:03 p.m.
Last updated: Oct 19, 2018 at 1:41 a.m. by Jeff Sadler

Abstract

This resource aggregates several resources related to street flood severity modeling in Norfolk, Virginia USA. The resources include raw and pre-processed data, scripts used to perform the pre-processing, scripts used to train data-driven algorithms, and results from the models. The models used crowd-sourced street flood reports as target values and environmental data as input values. The resources in this aggregate resource are used to generate the results for this Journal of Hydrology paper: https://doi.org/10.1016/j.jhydrol.2018.01.044.

A diagram showing how these resources relate is shown in the "Resource workflow diagram for street flood severity modeling in Norfolk, VA 2010-2016" resource.

Subject Keywords

Crowd-sourced data,Data-driven modeling,Time Series,Machine learning,Coastal flooding,Flood modeling

How to cite

Sadler, J. (2018). Data-driven street flood severity modeling in Norfolk, Virginia USA 2010-2016, HydroShare, http://www.hydroshare.org/resource/9db60cf6c8394a0fa24777c8b9363a9b

This resource is shared under the Creative Commons Attribution CC BY.

 http://creativecommons.org/licenses/by/4.0/
CC-BY

Sharing status:

  • Public Resource  Public
  • Sharable Resource  Shareable

Coverage

Spatial:

 Coordinate System/Geographic Projection:  WGS84 EPSG:4326
 Coordinate Units:  [u'Decimal degrees']
North Latitude
36.9657°
East Longitude
-76.1665°
South Latitude
36.8064°
West Longitude
-76.3341°

Temporal:

 Start Date:
 End Date:

Collection Contents

Add Title Type Owners Sharing Status My Permission Remove
Hampton Roads Environmental Time Series Data CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Output from data-driven model of flood severity in Norfolk, VA CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Input data for flood severity modeling in Norfolk, VA CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Data-driven model script for flood severity modeling in Norfolk, VA CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Raw street flood report data from Norfolk, VA 2010-2016 CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Script for processing street flood reports CompositeResource Jonathan Goodall · Jeff Sadler Published Open Access
Processed street flood data from Norfolk, VA 2010-2016 CompositeResource Jonathan Goodall · Jeff Sadler Published Open Access
Script for combining street flood severity model input, output CompositeResource Jonathan Goodall · Jeff Sadler Published Open Access
Daily environmental observations Norfolk, VA 2010-2016 CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Script for aggregating Norfolk, VA environmental data to daily time scale CompositeResource Jonathan Goodall · Jeff Sadler Published Open Access
Resource workflow diagram for street flood severity modeling in Norfolk, VA 2010-2016 CompositeResource Jeff Sadler · Jonathan Goodall Published Open Access
Plot results from data-driven street flood severity models CompositeResource Jeff Sadler Public & Shareable Open Access

Authors

The people or organizations that created the intellectual content of the resource.

Name Organization Address Phone Author Identifiers
Jeff Sadler University of Virginia

Credits

This resource was created using funding from the following sources:
Agency Name Award Title Award Number
Mid-Atlantic Transportation Sustainability Center

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