Hi, I'm an error. x

Data-driven model script for flood severity modeling in Norfolk, VA


Authors: Jeff Sadler
Owners: Jeff Sadler · Jonathan Goodall
DOI:10.4211/hs.712cd2ce8f604c8f824d6836ee3fcb53 How to Cite
Resource type:Composite Resource
Created:Dec 21, 2017 at 5:16 p.m.
Last updated: Mar 02, 2018 at midnight by Jeff Sadler

Abstract

This is a script written in the R programming language. The script is used to train and apply two data-driven models, Random Forest and Poisson regression. The target variable is the number of flood reports per storm event in Norfolk, VA USA. The input variables for the models are environmental conditions on an event time scale (or daily if no flood reports were made for an event). This script was used to produce results published in a paper in the Journal of Hydrology: https://doi.org/10.1016/j.jhydrol.2018.01.044.
---
Original run configurations:
R version = 3.3.3
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows >= 8 x64 (build 9200)
Packages used:
'randomForest' (version 4.6-12)
'caret' (version 6.0-73)

Subject Keywords

R programming language,Urban flooding,Poisson regression,data-driven modeling,Coastal flooding,Random Forest

How to cite

Sadler, J. (2018). Data-driven model script for flood severity modeling in Norfolk, VA, HydroShare, https://doi.org/10.4211/hs.712cd2ce8f604c8f824d6836ee3fcb53

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

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

Sharing status:

  • Published Resource  Published

Coverage

Spatial:

 Coordinate System/Geographic Projection:  WGS 84 EPSG:4326
 Coordinate Units:  Decimal degrees
North Latitude
36.9657°
East Longitude
-76.1665°
South Latitude
36.8064°
West Longitude
-76.3341°

Temporal:

 Start Date:
 End Date:

Content

Download All Content as Zipped BagIt Archive
Learn more about the Bagit archive format

Authors

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

Name Organization Address Phone Author Identifiers
Jeff Sadler University of Virginia
Relations
cites: https://doi.org/10.1016/j.jhydrol.2018.01.044
This resource belongs to the following collections:
Title Owners Sharing Status My Permission
Data-driven street flood severity modeling in Norfolk, Virginia USA 2010-2016 Jeff Sadler · Jonathan Goodall  Public &  Shareable Open Access

Credits

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

Ratings

Be the first one to  +1 this.  (You need to be logged in to rate this.)

Comments

There are currently no comments

New Comment

required