Commit 7922b4c2 authored by hazrmard's avatar hazrmard
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created cooling tower Env, made preprocessing a sub-package, re-factored... 

created cooling tower Env, made preprocessing a sub-package, re-factored utils, new plotting function, ICAART notebook
parent 81d5d209

.gitignore

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@@ -6,6 +6,7 @@ questions.txt 
desktop.ini



.vscode/

src/bin/*

*.pyc

__pycache__

*.ipynb_checkpoints
 
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TODO_libraries.md

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* [Platypus - Multi-objective optimization][1]

* [Distributed evolutionary algorithms in Pyhon - ][2]



[1]: https://platypus.readthedocs.io/en/latest/

[2]: https://deap.readthedocs.io/en/master/
 
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docs/5-dataset.md

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@@ -52,7 +52,7 @@ Each cooling tower/chiller system has the following parameters: 


15. `PerHumidity`: Relative ambient humidity.



16. `TempWetbulb`: Wet-bulb temperature.

16. `TempWetBulb`: Wet-bulb temperature.



17. `PerChiLoad`: Cooling load of the chiller as a fraction of maximum electrical capacity. The maximum cooling capacity in tons is 800 tons. The ratio `Tons / 800` should give roughly the same value as `PerChilLoad`.

docs/7-relationships.md

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@@ -18,9 +18,15 @@ Normalized [mutual information][3] was calculated for each pair of variables. A 


![Mutual information (MI)](img/7-mutual-information.png)



###





## Causality



### Vector auto-regression



TODO



### Granger causality test



TODO

docs/8-models.md→docs/8-cooling-models.md

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@@ -51,7 +51,7 @@ The total cooling depends on: 
A first-order approximation would be:



$$

\frac{d}{dt} E_{evap}(T) \propto \frac{T(t) T_a v_{air} R}{T_w}

\frac{d}{dt} E_{evap}(T) \propto T(t) (T_a - T_w) v_{air} R

$$



Where:
@@ -67,9 +67,9 @@ Combining, and adding constant of proportionality $k$: 


$$

\begin{align*}

-c_m m \frac{d}{dt} T           &= k \frac{T(t) T_a v_{air} R}{T_w} \\

\frac{1}{T(t)} \frac{d}{dt} T   &= -\frac{k T_a v_{air} R}{T_w c_m m} \\

T(t) &= T(0) e^{-\frac{k T_a v_{air} R}{T_w c_m m} t}

-c_m m \frac{d}{dt} T           &= k T(t) (T_a - T_w) v_{air} R \\

\frac{1}{T(t)} \frac{d}{dt} T   &= -\frac{k (T_a - T_w) v_{air} R}{c_m m} \\

T(t) &= T(0) e^{-\frac{k (T_a - T_w) v_{air} R}{c_m m} t}

\end{align*}

$$