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Predicting predator-prey populations Predicting predator-prey populations

Predicting predator-prey populations - PowerPoint Presentation

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Predicting predator-prey populations - PPT Presentation

Desired results Heres an approximation of reality The hare birth rate is constant as their food supply is unlimited Hares only die when eaten by a lynx and the number of hares eaten is proportional to how often hares amp lynxes meet ie the chance of a lynx catching a hare ID: 548488

lynx hares lynxes amp hares lynx amp lynxes algorithm populations hare rate die data design population eaten year meet

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Presentation Transcript

Slide1

Predicting predator-prey populationsSlide2

Desired resultsSlide3

Here’s an approximation of reality:

The hare birth rate is constant, as their food supply is unlimited. Hares only die when eaten by a lynx, and the number of hares eaten is proportional to how often hares & lynxes meet, i.e., the chance of a lynx catching a hare.

The lynx birth rate is also proportional to how often hares & lynxes meet, i.e., the food available for each lynx family. Lynxes only die from natural causes, and their death rate is constant.

Lotka

&

Volterra

, 1926

Dr.

Siemann

, EEBSlide4

Computational Thinking

Recipe (Algorithm)

Relevant input

Answer

Abstraction

Automation

Problem description

Computational goal

Information extraction

Algorithm design

Algorithm implementationSlide5

Hares’ & Lynxes’ Populations

Recipe (Algorithm)

???

???

Problem description

Computational goal

Information extraction

Algorithm design

Algorithm implementationSlide6

Algorithm Design – Decomposition

Generate population data.

Repeatedly,

G

enerate next populations of predator & prey.

Display population data.Slide7

Algorithm Design – Refinement

Store original populations.

Generate population data.

Repeatedly,

G

enerate next populations of predator & prey.

Store new populations.

Display stored population data.Slide8

Lotka

&

Volterra

, 1926

The hare birth rate is constant, as their food supply is unlimited. Hares only die when eaten by a lynx, and the number of hares eaten is proportional to how often hares & lynxes

meet, i.e., the chance of a lynx catching a hare.

The lynx birth rate is also proportional to how often hares & lynxes meet, i.e., the food available for each lynx family. Lynxes only die from natural causes, and their death rate is constant

.

 

Hare annual pop. change

 

Lynx annual pop. changeSlide9

Initially

(Year 0)

Year 1

Year 2

Year 3

# Hares

100

Hares

born

4

0

Hares

eaten

15

#

Lynxes

50

125

60

152

78

17

7

109

Lynxes

die

10

Lynxes

born

2

0

50

23

12

30

61

36

16

47

71

5

8

22

77

+

-

-

+

.4

.003

.004

.2

 

Hare annual pop. change

 

Lynx annual pop. change

Rounding

all #

s.Slide10

Algorithm Design – Refinement

Given

,

,

,

,

,

,

.

Store

in

. Store

in

.

Repeat for

:

Compute

Add

to end of

. Add

to end of

.

Plot

and

.

 Slide11

Suggested Readings

Predator-prey models

Lotka-Volterra

equationWolves & Moose of Isle Royale

E

sp. the

Data sectionA technical paper about population cycles