http://web.pdx.edu/~rueterj/courses/ESM101

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Week 4 Lecture: Networks

Introductory comments

 

Themes for this week

Network approach provides us with visualizations that are useful for studying and presenting key features of complex interactions.

A key metric of a network is it's level of connectivity, i.e the average number of connections per node.

Intermediate connectedness leads to a range of behaviors that we associate with healthy ecosystems such as; compensatory responses, resilience, and critical threshholds.

Resilience is the ability of a network to handle stressful perturbations and still continue functioning in essentially the same way.

 

 

This lecture:

    1. Two types of network representations: 1) node and arrow, and 2) grid
    2. Node and Arrow
    3. Metrics and behavior of networks
    4. Grid
    5. Impact of habitat fragmentation
    6. communicating with network visualizations
    7. summary

1. Two types of network representations

both present a representation of a complex system that has some obvious homology to the problem

talking about the problem

"Node and arrow" or
"node and link"
food web
Grid forest mosaic from netlogo

 

2. Node and Arrow representations

a. can look very similar to stock and flow

last week we had this systems model of multiple trophic levels

three layered food web model

a drawing of an ecosystem - organisms are the nodes

links could represent

  • positive or negative
  • energy flow
  • other relationships such as dispersal of seeds or insect protection
  • art of the model - get the right level of detail for the intended use

forest food web

node and arrow representation

node and arrow diagram

3. Metrics, description and behavior of networks

  • size - number of nodes (7 nodes)
  • diameter - maximum distance (number of links) between any two nodes (max distance is 2)
  • average links per node = 8 links/7 nodes = 1.14
  • connectance = links/total possible (8 links / (7*6/2)) = 8/23 = 0.35
  • more casually - that we will use
    • low connectivity across the network - may be parts that are poorly connected or isolated
    • intermediate - range of connections between nodes from outcasts to the social butterflies
    • over connected - almost all nodes directly connected to each other

 

behavior

low connectedness, parts act as individual networks

intermediate connectedness, stresses shared across the network, range of responses because of the diversity of the network connections themselves

over connected - if one node is impacted, all are

several examples of intermediate connectivity:

compensatory response

3b3c

which is related to threshhold and resilience

resilience is the ability of the network to keep functioning under perturbations (and not fall apart)

compare to the metaphor of rivets on a airliner

 

4. Grid networks

landscape connectivity

habitat fragmentation

30% disruption 30% disturbance

41%
disruption

41%
60% 60%

There is a critical level at which the maximum habitat size starts to get rapidly smaller for each change in disruption.

threshhold and resilience

intermediate connectivity "maintains" paths and habitat size until the landscape gets very fragmented

fragmentation is undesirable for biodiversity because

it causes isolated sub-populations that may not be able to breed effectively (in breeding)

or when a small event happens it wipes them out, locally (bad luck)

 

 

5. Relationship between landscape networks and biodiversity

using biodiversity as a proxy for healthy ecosystems

intermediate connectivity

  • habitat connections even with development
  • some protection from widescale changes, because of the variations
    • saw this with fire across the landscape

mosaic of patch types

  • like in the forest fire picture
  • many different ages of vegetation
  • supports different types of plants
  • supports wider range of animals and processes
  • the starting plants and animals for any new patch are already just next door (or close anyway)
  • disturbances are shared throughout the network without crashing any one part (resilience)

within patch - succession, succession stages, succession pulses

  • some plants are pioneers
  • prepare the habitat for other species that can grow faster
  • example (moss and lichen, low shrubs, trees that fix nitrogen, larger conifers)

intermediate disturbances

  • lightening strikes
  • results in a mosaic

 

mosaic pattern is resilient because
intermediate connectivity and intermediate disturbances lead to mosaic patterns

 

paraphrasing - why is circular logic eschewed when the logic of nature is circular

Bateson, Gregory. 2002. Mind and nature: A necessary unity. Hampton Press, Inc. Cresskill, New Jersey.

You will study this in the simulation, think about this self-reinforcing relationship and how that is really what underlies resilience.

 

6. Communicating and discussing complex problems with network diagrams and analysis

democracy requires discussion in the public sphere

if just experts decide, that's a technocracy

tools need to be at the right level - see the video by Eric Berlow

Example: talking about a complex problem in a lake

Research group - builds a network description

 

gephi - ukl

discuss particular links - maybe in an open forum and capture comments

links

 

discuss particular components - such as MSS

mss

 

examine linkages to see if any others are needed

afa density

 

 

7. Summary

Network description can be used along with patterns and stock and flow.

Address problems that have complex interactions, and maybe make those interactions understandable or put in the context of overall network behavior.

Network diagrams are also good for discussing what we don't know -- which nodes and links don't we understand.

 

 

 

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Last updated October 21, 2013