Network Analysis: Finding shortest path in QGIS

From CUOSGwiki
Revision as of 18:31, 20 December 2014 by Besa (talk | contribs) (→‎Conclusion)
Jump to navigationJump to search

Purpose

This project aims to introduce with the concept of the open source softwares and their contribution in GIS problem solving. The idea of open software was evolved during the GEOM 4008 course in Carleton University, and the finalized work of this course is this tutorial, which will try to explain a helpful tool in Quantum GIS (QGIS) open source software that can identify the shortest path between two points in a network. The Road graph plugin is the essential tool used, which will be explained in this tutorial step by step how does it function. QGIS is an open source software, used widely in previous tutorials of the GEOM 4008 course. Refering to previous tutorials done before on this course you may find more information regarding the QGIS software. Check: Georeferencing Raster Imagery in QGIS using Vector Data.

Introduction

Calculating the shortest distance between two points is one of the most commonly GIS problems that requires solution. In ArcGIS software (not an open source)this problem gets solution with Network Analysis tools. The question that rises up is if there is any tool in open source softwares that can give us a solution for this problem. This tutorial will explore the Road Graph plugin of QGIS open source software, as a solution of defining the shortest path distance by calculating cumulative cost length, between two points in a network. Installing, activating and configuring the tool in the latest version of QGIS 2.6.1 are the most important steps to start up our project. The use of the plug in is to measure a cumulative cost based on length between two nodes of a network. Measurements take in consideration the first case when speed limit is the same for all the roads (edges of our network) and the second case when the speed limit differs for some selected roads.

Data

The data are provided by City of Ottawa Open Data Catalog. It was used a polyline shapefile of Ottawa roads and a point shapefile of museums. This project is focused mostly in downtown Ottawa area. The shapefiles should be located in the same folder, in which we are going to work on.

Acquiring QGIS (version 2.6)

  • You need to install Quantum GIS version 2.6 in order to get activate the road graph plugin.QgisLOGO.PNG
  • You may go to this link : QGIS(v.2.6) in order to download the QGIS version that is suitable to the operating system you are working on.
  • After the software is downloaded and ready to execute, we double click the QGIS shortcut icon on Desktop. The GQIS window opens.


Set up the Environment

The type of the data that we are going to work are vector data. The first step is importing the shapefiles in the QGIS environment.

Add vector data

In Layer menu, select Add layer and choose Add Vector Layer. Another option is click the Add Vector Layer button of the toolbarVector.PNG

Projection

All the layers were projected under EPSG:2951 - NAD83(CSRS) / MTM zone 9 projection. Right click on the layer, select Project Properties, from which we choose CRS. Then we select the appropriate projection for our case. This process is done for all the layers that we are working with.

Projection.PNG









Area of Ineterest (AOI)

The project is focused on determining the shortest path between Museum of Nature and Museum of War in downtown Ottawa area. That's why it is important to get rid of abundant data. In this case we had to create an AOI.

  • In Layer menu, choose Create Layer, then New Shapefile layer and the New Vector Layer window will show up. The AOI should be a polygon.
  • Click the AOI layer.
  • Click the Toggle on button to start editing the layer. Toggle1.PNG
  • Create the polygon, by clicking points on the map. On the last point of the polygon, right click so we finish creating it.
AOI2.PNG













Also the AOI needs to be projected with the same projections as other layers.

  • Right click on AOI layer
  • Select Properties
  • Choose CRS
  • Filter the code 2951 in the filter tab to find faster the projection NAD83 MTM9
Filter.PNG











Clip tool

This tool is found under the Geoprocessing Tools of vector data. It is useful to clip the roads shapefile by using as clipping area the AOI.

Clip.png








The same steps were conducted also for the museums shapefile.

  • Input vector is the layer we want to clip: Museums
  • Clip layer is the AOI we just created
  • Output shapefile is specified by us. it should be browsed in the same folder where other shapefiles are stored.
Clip function.PNG










Symbology

It would be good to categorize the clipped roads that we got lately. We categorized them by type.

  • Right click on the roads layer
  • Select Properties
  • Choose Style and on the very top left button select Categorized and Column: Type
  • Double click on the symbols of each roads type to edit them.
Symbology.png









Road Graph Plugin

The Road Graph Plugin is a C++ plugin for QGIS that calculates the shortest path between two points on any polyline layer and plots this path over the road network.

Main features: 

   *   Calculates path, as well as length and travel time.
   *   Optimizes by length or by travel time.
   *   Exports path to a vector layer.
   *   Highlights roads directions (not used in this tutorial).


Activate the Tool

Plugin.PNG














To activate the Road Graph plugin:

  • Start the Plugin Manager by clicking on the QGIS main window’s menu item Plugins ‣ Manage and Install Plugins.
  • A dialog window appears. Write road on the search tab
  • It will automatically appear the road graph plugin and check it on. (this plugin is already installed in the repository, when we installed the software in our computers )
  • Go back to your work window
  • This panel will appear in your interface
Panel.PNG












  • If the plugin doesn't show automatically in your interface, go to View ‣ Panels and ensure that Shortest path has a check mark next to it.


Configure the Tool

  • Go to Vector menu
  • Select Road graph
  • Select Settings
Config.PNG













Time Unit and Distance Unit we leave as default in hour and kilometer. Topology tolerance: In case if there is a gap between two lines to treat them as continuous, the topology tolerance may be applied, for example 10m. In our case we left as default 0. On the Transportation Layer, we choose the layer of the roads. In this case the clipped roads. For the direction field we leave as default. In other cases, while in the attribute table we might have a direction field, we might use the value of this field for direction. For this project we don't have any data for the direction. We keep the speed limit as default. And we choose the speed limit value under the Default Settings tab. For this example the speed was chosen 60 km/h as shown in Figure below.

Setting.PNG













Use the Tool

Suppose we want to calculate the distance in length from Canadian Museum of Nature to Canadian War Museum. In the plugin panel, click on the Capture Point button next to the Start field:

St.PNG






  • Click point that represent Canadian Museum of Nature as start point.
  • Use the Capture Point button next to the Stop field and capture the point of Canadian War Museum.


Start.PNG











  • Click on the Calculate button to see the solution:
Length.PNG











The result for the shortest path is shown below. This is a simple case, where the speed mode is the same for all the streets, 60 km/h.

Res1.PNG













Using Criteria

What happens when different streets in the network road have different speed limits?

The idea is to set different speed limits for some of the selected streets by us. In this case we had to add a new field in the roads layer and call it Speed.

Create New Field

  • Right click on the roads layer.
  • Open attribute table and select the Toggler button to set on the edit mode . Toggle1.PNG
  • After that click the New Column icon.NewC.PNG
  • Call this new column SPEED, and give it the type Whole number (integer) with a width of 3.

Queries

Now we had to run some selection attribute query over the road layer, in order to specify the speed limit 50 km/h for the private roads,60 for public roads with the name BRONSON, 45 km/h for the public roads with name GLOUCSTER and 30 km/h for the rest of the roads.

  • On the bottom left corner of the Attribute Table, there is a Show All Features button. Click on the arrow and select Column Filter *Then choose for example TYPE, because we want to select the private roads.
  • As you write rt_private automatically will appear the Advanced Filter expression.
  • Select private roads and assign the speed limit 50 by using Advanced Filter expression. (Click on under the speed field, and add the value of speed for each record).


Hint: It is not found how to change automatically the value for a range of records with field calculator. After the selection was done, I had to enter manually the values for each selected record. This needs to be improved, because imagine you have a set of 300 records selected and for all of them should be assigned the same speed limit value. Entering manually it is not a solution

Query1.PNG









  • Select public roads with name BRONSON and assign the speed limit 60 by using Advanced Filter expression
Bronson.PNG









  • Select public roads with name GLOUCESTER and assign the speed limit 45 by using Advanced Filter expression
Gloucester.PNG









  • Select the rest of the public roads and assign the speed limit 30 by using Advanced Filter expression
Not.PNG








After assigning the speed limits for each selection we save the edits by clicking the save button and then click the toggle button again to turn off the edit mode.Save.PNG


Use the tool after criteria is done

  • Check the Vector ‣ Road graph ‣ Road graph settings to ensure that it’s set up as explained previously in this tutorial, but with the Speed value set to the SPEED field you just created.
  • In the Shortest path panel, click the Start point button.
  • Set the starting point to where the point of Museum of Nature is located.
  • Set the end point to the Museum of War location.


  • In the Criterion drop-down list in the Shortest path panel, select Length.
  • Click Calculate. The route will be calculated for the shortest distance:
SpeedL.PNG











Notice the values of Length and Time in the Shortest Path panel.



And this is the result graphically of the shortest path in distance

SpeedLRes.PNG













  • Set the Criterion to Time.
  • Click Calculate again. The route will be calculated for the shortest time:


Time.PNG












  • You can switch back and forth between these criteria, recalculating each time, and note the changes in the Length and Time taken.


The Shortest Time path result as shown below

TimeRes.PNG













  • The last operation is to export the output as a shapefile, by clicking the Export button on the Shortest path panel.

Conclusion

Road graph plugin used in QGIS, helped defining the shortest and the fastest way to get from Canadian Museum of Nature to Canadian Museum of War, based on the cost length. It is easy to work with this tool. It is important to verify the settings. You could verify from the output that if the speed limit is the same in all the roads, the shortest distance would be the same route for the length and time cost. While if we apply different speed limits for different segments of roads, than there is difference between the shortest path way for length cost, compare to shortest path way for time cost. This tool is limited, in the sense that if we would like to calculate the distance between two points and we have speed limit in miles/hour, the tool will not give us solution, because by default it has only kilometers or meters measurement. So one way to solve it is to convert miles to meters or km by re-editing the attribute table. According to QGIS field calculator I found difficulties in assigning the speed values automatically once a time for a specific selected amount of records. I had to enter them manually, which takes time. This step needs to be improved for this tutorial.

Future work

Future work might be creating Drive Time isochrones in QGIS. Site analyses can benefit greatly from using “drive-time” isochrones to define the study area. In ArcGIS this is called Sercive Area. It might be helpful pgRouting open source software to create the nodes network, which each of them would define a start and an end point for different segments that create the network. Check in for more details: Drving time isochrones.

References

Retrieved from "https://dges.carleton.ca/CUOSGwiki/index.php?title=Network_Analysis:_Finding_shortest_path_in_QGIS&oldid=5816"