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Simple Data Types• Point (2d or 3d)
– Coordinates with attributes
• Polyline (2d or 3d)– Points collected by line segments– 2 lines max per point
• Polygon (2d)– Closed polylines
• Rasters (2d, 3d elevations)– Points in a grid (one attribute or lookup)
• Triangulated Irregular Networks (2d or 3d)– 3 lines max per point
Triangulated Irregular Networks
• TINs
• A “mesh” of triangles
VerticesNodes
Edges, Line Segments, LinksArcs
Water Resource Management
Improving Environmental Site Management Through the Use of Internet ResourcesAuthors: Gary Whitton, Clayton Cranor, Michael Lilly, David Nyman
Applications
• Water resource management
• Water dynamics (tsunamis)
• Erosion
• Earthquakes
• “Volume” modeling in oceans
• Species relationships
• Decease transmission
Describing 3d Structures
• Contours: – Constant elevations– Variable horizontal resolution
• Rasters: Constant resolution– Variable elevations– Constant horizontal resolution
• TINs: – Variable elevations– Variable horizontal resolution
More Complex Data Types
• Features – Collections of points, polylines, polygons
• Networks– Related polylines and/or TINs
• Raster Mosaics– Overlapping rasters
• Spatial Databases/Datasets– All types and relationships
Complex Features
• Polyline– Rivers & Streams: Connected networks of
“reaches”– Attributes include: quantity of flow
• Polygons– Groups of islands: Hawaii– “Holes”:
• Lakes on surfaces• Islands on lakes
Networks
• Spatial, relationships, or both
• Basically large, complex polylines
• Or relationships
• Trophic relationships
• Bilogical Network Analyais– Gene flow
• Related to “Graph Theory”
Networks
• Streams and rivers– Water supply– Flood prediction– National Hydrology Network
• Transportation (mature):– Freeways, highways, and roads– Ships– Planes
• Disease vectors (developing)
• Natural Resource Management (new)
Problems
• Shortest path
• Network flow (traffic, water)
• Transport Problem: Optimal movement of goods
Shortest Path Problem
• What is the shortest path from 6 to 2?
• What is the shortest path to visit all nodes starting at 1?
Network Analysis
• Vertex: Sum of inputs and outputs = 0
• Edge: Has maximum capacity
• Source: Inputs to network
• Sink: Outputs from the network
Spread of Content in a Network
• Conserved:– Water– Soil– Nitrogen
• Non-Conserved:– Infectious deceases– Food (trophic levels)
Link Analysis
• Seeks relationships between lots of nodes in the network
• Banks, search engines, fraud, spamming
• Epidemiology
Trophic Relationships
• Network Analysis of the St. Marks Wildlife Refuge Seagrass Ecosystem.
http://core.ecu.edu/BIOL/luczkovichj/stmarks/stmarks.htm
Social Networks
• Social networks of wildlife stakeholders: Insights from waterfowl hunting and furbearer trapping conflicts in New York
Network Analysis in NRM
• Social Movements and Ecosystem Services-the Role of Social Network Structure in Protecting and Managing Urban Green Areas in Stockholm
• Management of Natural Resources at the Community Level: Exploring the Role of Social Capital and Leadership in a Rural Fishing Community
• 'Who's in the Network?' When Stakeholders Influence Data Analysis