Difference between revisions of "Dynamic and uncertainty"

 
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__TOC__
 
__TOC__
  
Uncertain variables propagate uncertainty samples during dynamic simulation. If an uncertain variable is used in a dynamic simulation, its uncertainty sample is calculated only once, in the initial time period.
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Uncertain variables propagate uncertainty samples during [[Dynamic Simulation|dynamic simulation]]. If an uncertain variable is used in a dynamic simulation, its uncertainty sample is calculated only once, in the initial time period.
  
 
'''Example:''' The following definitions model population changes over time:
 
'''Example:''' The following definitions model population changes over time:
  
Variable Population := Normal(30, 2)
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:<code>Variable Population := [[Normal]](30, 2)</code>
Variable Birthrate := Normal(1.2, .3)
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:<code>Variable Birthrate := [[Normal]](1.2, .3)</code>
Time := 1 .. 10
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:<code>Time := 1 .. 10</code>
Variable Pop_by_year := Dynamic(Population, Self[Time - 1] + Birthrate)
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:<code>Variable Pop_by_year := [[Dynamic]](Population, [[Self]][ [[Time]] - 1] + Birthrate)</code>
  
 
[[File:Chapter17_14.png]]
 
[[File:Chapter17_14.png]]
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==Resampling==
 
==Resampling==
If you want to create a new uncertainty sample for each time period (that is, resample for each time period), place the distribution in the last parameter of the '''[[Dynamic]]()''' function. For example, replace <code>Birthrate</code> with its definition in <code>Pop_by_year</code>:
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If you want to create a new uncertainty sample for each time period (that is, resample for each time period), place the distribution in the last parameter of the [[Dynamic function]]. For example, replace <code>Birthrate</code> with its [[definition]] in <code>Pop_by_year</code>:
  
Pop_by_year := Dynamic(Population, Self[Time - 1] + Normal(1.2, .3))
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:<code>Pop_by_year := [[Dynamic]](Population, [[Self]][ [[Time]] - 1] + [[Normal]](1.2, .3))</code>
  
An alternative way to create a new uncertainty sample for each time period is to make <code>Birthrate</code> a dynamic variable:
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An alternative way to create a new uncertainty sample for each time period is to make <code>Birthrate</code> a [[dynamic]] variable:
  
Birthrate := Dynamic(Normal(1.2, .3), Normal(1.2, .3))
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:<code>Birthrate := [[Dynamic]]([[Normal]](1.2, .3), [[Normal]](1.2, .3))</code>
Pop_by_year := Dynamic(Population, Self[Time - 1] + Birthrate)
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:<code>Pop_by_year := [[Dynamic]](Population, [[Self]][ [[Time]] - 1] + Birthrate)</code>
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An even cleaner but equivalent way is to define <code>Birthrate</code> to use an identical independent distribution (i.i.d.) ''over'' [[Time]]:
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:<code>Birthrate := [[Normal]](1.2, .3, over:[[Time]])</code>
  
 
==See Also==
 
==See Also==
* [[Dynamic]]()
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* [[Dynamic]]
 
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* [[Dynamic Simulation]]
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* The [[Multivariate_distributions#Over_indexes_as_parameters_to_probability_distributions|Over parameter]] for probability distributions.
  
 
<footer>Dynamic dependencies / {{PAGENAME}} / Dynamic on non-Time Indexes</footer>
 
<footer>Dynamic dependencies / {{PAGENAME}} / Dynamic on non-Time Indexes</footer>

Latest revision as of 23:22, 7 August 2017

Uncertain variables propagate uncertainty samples during dynamic simulation. If an uncertain variable is used in a dynamic simulation, its uncertainty sample is calculated only once, in the initial time period.

Example: The following definitions model population changes over time:

Variable Population := Normal(30, 2)
Variable Birthrate := Normal(1.2, .3)
Time := 1 .. 10
Variable Pop_by_year := Dynamic(Population, Self[ Time - 1] + Birthrate)

Chapter17 14.png

The uncertainty samples for Population and Birthrate are each calculated once, at the initial time period. The same samples are then used for each subsequent time period.

Resampling

If you want to create a new uncertainty sample for each time period (that is, resample for each time period), place the distribution in the last parameter of the Dynamic function. For example, replace Birthrate with its definition in Pop_by_year:

Pop_by_year := Dynamic(Population, Self[ Time - 1] + Normal(1.2, .3))

An alternative way to create a new uncertainty sample for each time period is to make Birthrate a dynamic variable:

Birthrate := Dynamic(Normal(1.2, .3), Normal(1.2, .3))
Pop_by_year := Dynamic(Population, Self[ Time - 1] + Birthrate)

An even cleaner but equivalent way is to define Birthrate to use an identical independent distribution (i.i.d.) over Time:

Birthrate := Normal(1.2, .3, over:Time)

See Also

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