Innovative Formula vs Traditional Formulas

https://yourstory.com/2016/05/the-innovation-formula-book-review
https://en.wikipedia.org/wiki/Efficiency#:~:text=Efficiency%20is%20often%20measured%20as,cost%22)%20of%20resources%20consumed.
Temperature Degree Efficiency Formula

Why?

Based on the collected data you will take your decision.

https://github.com/engazeez/Personal-Projects/blob/master/Operation%20and%20Maintenance%20Analytics.ipynb

Efficiency Rate vs Temperature degree

https://github.com/engazeez/Personal-Projects/blob/master/Operation%20and%20Maintenance%20Analytics.ipynb
  • Strong inversely correlation between temperature degree and efficiency rate.
  • If temperature degree exceeded 25 Celsius, the efficiency rate will become a bad otherwise be a good.

Temperature Degree and Efficiency Distribution

https://github.com/engazeez/Personal-Projects/blob/master/Operation%20and%20Maintenance%20Analytics.ipynb
  • [ 74% ] of Temperature Degrees were in the range from 25.7% to 29.2% as not accepted temperature degrees and [ 26% ] in the range from 22.2% to 24.1% as accepted temperature degrees.
  • In contrast [ 74% ] of Efficiency Rates were in the range from 28% to 63% as low efficiency rates and [ 26% ]in the range from 70% to 98% as a high efficiency rates.

Number of devices per Room vs Temperature Degree

https://github.com/engazeez/Personal-Projects/blob/master/Operation%20and%20Maintenance%20Analytics.ipynb
  • Lower correlation between Devices Count and Temperature Degree which was due to some outliers.
  • All laboratory rooms with devices more than four had high temperature degree “ bad rate ” and represented around [ 91% ] except one room had appropriate temperature degree “ good rate ”.
  • In contrast, half of laboratory rooms with devices less than four had appropriate temperature degree “ good rate ” and other half had high temperature degree “ bad rate ”.
  • First one refers that increasing number of devices in laboratories rooms might raise temperature degree as we saw when devices count were more than four.
  • Second one maybe the area of rooms were wide and A\C system did not cover whole area. or the opposite were small and A\C system did not work effectively.

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