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.

--

--

--

A self Learner interested for AI & Python, love reading, write his thoughts to his own way and like presenting knowledge to world in picture which he like.

Love podcasts or audiobooks? Learn on the go with our new app.

Recommended from Medium

Moving into Data Science as a Career (Domain Expertise)

Introducing BatteryArchive.org — A Public Battery Data Repository

Bayesian Information Criterion (BIC)

Data Virtualization: The Key to Weaving Your Big Data Fabric

Mean, median and mode

Scraping Nasdaq news using Python

Difference-in-Differences

Defining and Collecting Data

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
Abdulaziz Alsulami

Abdulaziz Alsulami

A self Learner interested for AI & Python, love reading, write his thoughts to his own way and like presenting knowledge to world in picture which he like.

More from Medium

First Principles Thinking and How It Revolutionized My Thoughts

Mathematics and Anger Management

The Four Stages of Competence

Mike’s Data Science Tutorial For Chemists: Automating Code to Calculate Distance From Chemical…