Knowledge
Engineering Session Notes:
Integrating
Distributed AI and Flyway Management
Colorado
State University, Fort Collins, CO
18-19
April 2000
Present:
Leigh Fredrickson, Dave Hamilton, Murray Laubhan, and Rick Sojda
Local Decision:
Low water level (dry) in wetland
-
local consequences on
the wetland:
-
if recommendation from
montane wetlands module, then assume positive consequences
-
if user entered decision,
then evaluate consequence [not current capability]
-
local consequences on
swans:
-
if dry in Spring, then
negative consequences on breeding; but it may still be good (or better)
Fall or Winter foraging habitat later that year
-
[if dry in season X,
then always negative consequences for season X]
-
flyway consequences
on wetlands
-
no consequences directly
-
effect is through changed
swan distribution, e.g., due to increased foraging and potential habitat
depletion
-
flyway consequences
on swans
-
factors needing to be
considered: precipitation, wetland conditions, season, population trends
(e.g., number of cygnets, Canadian production), tundra swan production
-
output variables:
-
number of swans at each
of the other sites
-
overall distribution
of swans
-
condition of swans
If locally dry, swans
will go elsewhere; Where will they go? (Must consider single wetlands versus
complexes)
-
during breeding season
they will go elsewhere in the Tri-state with satisfactory conditions (good
foraging)
-
more likely to go:
-
North during Summer
-
to closest wetland
-
to best habitat (wetland
conditions and precipitation)
-
least disturbed
[above concepts may
not be "considered" by swans in the order]
3 Alternatives for
rules that could be used when developing an algoritm to redistribute swans--
These would apply within a particular season ,and when birds would move
out of area (e.g., Centennial Valley) but stay within Tri-State Region.
-
go to closest area
-
if good, stay
-
if poor, reapply the
rule from new area
-
redistribute based on
cross-seasonal proportion (for next season) --e.g., 40%, 60%
then, for each new
area,
-
if good habitat, stay
-
if poor habitat, reapply
the rule from the new area
-
redistribute based on
cross-seasonal proportion (for next season) --e.g., 40%, 60%
then, for each new
area,
-
if good habitat, stay
-
if poor habitat, reapply
the rule based on combination of evidence as described by the proportions
from new area and the old area
For # 2 and 3, if
only one bird or a few pairs, then use highest proportion; if ties in proportion,
use closest area.
The following
discussion relates to the four simulations as delineated in the project
plan.
Simulation
#1 - management decisions on areas; input by managers, then what other
consequences. Should is be addressed by looking at one step of a redistribution
of swans or as a final redistribution of swans.
Simulation #4
- management decisions on optimal set as determined by the system. Essentially,
this is similar to simulation #2, but then you have the consequences of
changing one decision (management action).
For simulations #1
and #4, one looks at a single decision and propagates the consequences
as a final distribution of swans.
Simulation #3
-
star with some decisions by manager and generate the best remaining solution.
Essentially, is the similar to simulation #2, but with some additional
constraints (management actions).
Simulation #2
- generate optimal solution.
The table
delineating consequences of wetland management actions
were based on discussions of short-term consequences of recommendations
as provided by the montane wetland knowledge base. For long-term consequences,
essentially consequences are always positive for the wetland (because this
is the underlying assumption in the montane wetland knowledge base), and
therefore long-term consequences for swans is also always positive.
The following, six rules seem to summarize what is found in the table:
-
effects on wetlands
are always positive, by definition from the wetlands expert system
-
all long term
effects are always positive, by definition from the wetlands expert system
-
effects on swan
use of wetlands and on swans are always positive under medium water scenarios
-
effects on swan
use of wetlands are always negative under low and high water scenarios
-
effects on swans
are always negative under low and high water scenarios if alternate habitat
is not available
-
effects on swans
are always neutral under low and high water scenarios if alternate habitat
is available
The following are
some aspects of flyway management:
-
We need to know how
many birds will arrive on wintering area and when. But, the number of birds
arriving may be so insignificant when dealing with trumpeter swans, that
the amount habitat needed may also be very small.
-
Over long haul, we need
to ensure they breeding pair will have good habitat.
-
In the suite of habitats
in the region, we may need to know what percentage is deteriorating.
-
We likely don't want
all habitats having management capabilities, in the same phase of the wetland
successional cycle.
-
We need to consider
benefits to all wetland birds, not just swans.
-
All long-term concerns
outweigh all short-term concerns.
-
The linkage among areas
may not be within life history events but rather between life history events.
Return to the Swan
Management Decision Support System homepage.
USDI
- Geological Survey
Biological
Resources Division
Northern
Rocky Mountain Science Center
Maintainer: Rick Sojda
(sojda@swan.msu.montana.edu)