Skip to Main Content
Blockchain and Deep Learning for Smart Healthcare
book

Blockchain and Deep Learning for Smart Healthcare

by Akansha Singh, Anuradha Dhull, Krishna Kant Singh
January 2024
Intermediate to advanced content levelIntermediate to advanced
480 pages
11h 53m
English
Wiley-Scrivener
Content preview from Blockchain and Deep Learning for Smart Healthcare

14Medical Appliances Energy Consumption Prediction Using Various Machine Learning Algorithms

Kaustubh Pagar1, Tarun Jain1, Horesh Kumar2, Aditya Bhardwaj3* and Rohit Handa4

1Manipal University Jaipur, Dehmi Kalan, India 2Greater Noida Institute of Technology, Greater Noida, India

3School of Computer Science Engineering and Technology, Bennett University, Greater Noida, India

4Data Analytics at Lead Technology, Synechron, Toronto, Canada

Abstract

One of the greatest inventions of the 19th century was electricity, which now has become an important part of our day-to-day life. However, many sources of electricity are exhaustible, and their production and distribution are costly, which makes it necessary to use this invention wisely and judiciously. The main focus of this chapter is the prediction of energy use of electrical appliances that are usually found in a normal household. An IOT-based wireless sensor is used to track the weather conditions of the rooms of the house that are used to estimate the electrical intake of the household devices. It is also significantly impacted by the weather conditions. In this chapter, we attempt to create a learning model using various regression analysis models like Linear Regression, Random Forest, Support Vector Regressor (SVR), K-Nearest Regressor, ExtraTree Regressor, and so on. The ExtraTree Regressor gives the best result among all models, with an R2 score of 0.65.

Keywords: Regression, energy consumption, prediction, appliances, machine ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Blockchain Applications in Healthcare

Blockchain Applications in Healthcare

Tanupriya Choudhury, Abhirup Khanna, Prasenjit Chatterjee, Jung-Sup Um, Abhishek Bhattacharya
Intelligent Data Analytics for Bioinformatics and Biomedical Systems

Intelligent Data Analytics for Bioinformatics and Biomedical Systems

Neha Sharma, Korhan Cengiz, Prasenjit Chatterjee

Publisher Resources

ISBN: 9781119791744Purchase Link