# covid19-mobility

**Repository Path**: repe/covid19-mobility

## Basic Information

- **Project Name**: covid19-mobility
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-11-19
- **Last Updated**: 2021-11-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Project the Impact of COVID-19 on U.S. Motor Gasoline Demand

Read our paper in **Nature Energy** [Machine learning model to project the impact of COVID-19 on US motor gasoline demand](https://www.nature.com/articles/s41560-020-0662-1)

## About of the Project

During this COVID-19 pandemic, we have seen a significant drop in mobility and fuel demand. We take a machine learning approach to understand the impact of COVID-19 statistics and states policy on personal mobility. We also build a model to connect the mobility changes to fuel demand changes. We then take the projected COVID-19 infection case numbers from the epidemiology model as inputs to predict future trends of mobility and fuel demand.

## Code Structure

This repo hosts the source code and raw projection of the Pandemic Oil Demand Analysis (PODA) model.

* PODA Model source code: `/PODA_Model_Code`

* Raw projection data: `/fuel_demand_projections`

* Projection visulization: `/visulization_plotly`

You can find interactive visulizations of the projection and model details at [covid19-mobility.com](https://covid19-mobility.com/) and [teem.ornl.gov](https://teem.ornl.gov/poda.shtml).

## Our Team

   * [Shiqi Ou](https://www.linkedin.com/in/xin-he-11035b14/) (Energy and Transportation Science Division, Oak Ridge National Laboratory) 
   * [Xin He](https://www.linkedin.com/in/xin-he-11035b14/) (Aramco Services Company) 
   * [Weiqi Ji](https://www.linkedin.com/in/weiqiji/) (Massachusetts Institute of Technology) 
   * Wei Chen (Michigan Department of Transportation) 
   * Lang Sui (Aramco Services Company) 
   * Yu Gan (Energy Systems Division, Argonne National Laboratory) 
   * Zifeng Lu (Energy Systems Division, Argonne National Laboratory) 
   * Zhenhong Lin (Energy and Transportation Science Division, Oak Ridge National Laboratory) 
   * [Sili Deng](https://deng.mit.edu/people.html) (Massachusetts Institute of Technology) 
   * Steven Przesmitzki (Aramco Services Company) 
   * Jessey Bouchard (Aramco Services Company)
   
The authors are solely responsible for the views expressed in this study. 

## Acknowledgement

We would like to thank the helps from
* [Youyang Gu](https://www.linkedin.com/in/youyanggu/) on the COVID-19 pandemic model
* [Shihao Wen](https://www.linkedin.com/in/shihao-wen/) on the data visulization of project website