Topic 11: Network Analysis Flashcards
Define a network and its components
- A network is a system of linear features that has the appropriate attributes for the flow of objects
- origins in a branch of mathematics known as graph theory
two types of network models in ArcGIS
Utility (geometric) networks
- used to model networks where the agent or commodity using the network has no control over the direction
- used to model things like power utility networks, pipeline networks, stream networks and their drainage basins
Topological networks (aka network datasets)
- requires explicit topological relationships to be established
- agents have choice in the direction of travel (although constraints can still be imposed to system)
- used to model things like road networks, rail networks, trail system in a park
Components of utility (geometric) networks
- simple networks of nodes and edges that represent network-shaped geographic features
- don’t require embedded topology (eg., can use shapefiles for analysis) - spatial relationships can be computed on the fly
Components of transportation networks (network datasets)
- model the movement of agents that have free-will as they travel through the system
- topological relationships relating to connectivity are carefully modelled in such systems
- defined as a series of edges, junctions, and turns
What is an impedance matrix?
- To understand patterns of flow in the network, the GIS uses the network graph to construct an impedance matrix = the total impedance along any route can be easily determined as the sum of impedances along all edges travelled
Types of network analysis: shortest path (optimal routing)
- definition
- issues
- Routing: find the quickest, shortest, or most scenic route from one location to another
- Travelling salesperson problem: a set of points must be visited - so what is the most efficient order? (vehicle routing problem solver)
- Another class of geographic problems involves the location of optimization of routes through a network (number of possible routes increases very quickly, so algorithms adopt heuristics to solve these problems more quickly)
Types of network analysis: closest facility
- definition
- find the closest police car to a crime area, taxi to a fare, ambulance to an emergency, etc.
Types of network analysis: Origin-destination (OD) cost matrix
- definition
- define a cost matrix for travel among multiple locations (eg., airline networks, Amazon ground fleet distribution networks)
Types of network analysis: service areas/ accessibility
- definition
- find service area around any location on a network