Efficient production and consumption of electricity have become the focal point of modern civilization and industrialization. Due to economic and political reasons, we have yet to find any better yet scalable technology to find the next best alternative to the massively inefficient way of producing electricity with fossil fuel. In this task, I propose alleviating this problem by focusing on electricity consumption and exploring ways to find what modern design can offer. By exploring Site Energy Usage Intensity (EUI) on various stages and scales, I have identified sectors that contribute most to the inefficiencies. I also researched the various extraneous relevant factors that have some effects on it. Parameterizing these variables, I have modeled the prediction of site EUI using basic machine learning models such as Linear Regression and Gradient Boosting. Tuning these models' hyperparameters using standardized methods yields a highly reliable prediction of EUI. Finally, I have experimented with feature importance analysis to test the validity of our hypothesis. This experiment elicits further improvement scope of the proposed system, which is crucial to identify the most important factors to focus our research on the efficiency of electricity consumption.
mlpr-weather_energy's Introduction
mlpr-weather_energy's People
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.