Home Automation Using Internet of Things and Machine Learning

Laila Amin; Nasru Minallah

Authors

Laila Amin UET Peshawar
Nasru Minallah Department of Computer Systems Engineering University of Engineering and Technology Peshawar, Pakistan

Keywords:

Machine Learning, Internet of things, home automation

Abstract

This paper proposes an energy-efficient home automation system leveraging the Internet of Things (IoT) and machine learning. The system, implemented in Python on a Raspberry Pi, enables remote control of appliances (lights, televisions, air conditioners) via a web interface accessible from any local network device. Machine learning is introduced in the second phase, utilizing linear regression to automate appliance management based on historical data stored in a database. This work demonstrates the feasibility of IoT and machine learning for cost-effective and efficient home automation, laying the groundwork for the future development of database-driven smart homes with advanced machine learning algorithms.

References

A. C. Müller and S. Guido, “Introduction to machine learning with Python : a guide for data scientists,” p. 376, Accessed: May 11, 2024. [Online]. Available: https://www.oreilly.com/library/view/introduction-to-machine/9781449369880/

J. Höller, V. Tsiatsis, C. Mulligan, S. Karnouskos, S. Avesand, and D. Boyle, “Participatory Sensing,” From Mach. to Internet Things, pp. 295–305, Jan. 2014, doi: 10.1016/B978-0-12-407684-6.00015-2.

H. Kopetz, “Internet of Things,” pp. 307–323, 2011, doi: 10.1007/978-1-4419-8237-7_13.

“smart security iot - Google Search.” Accessed: May 11, 2024. [Online]. Available: https://www.google.com/search?q=smart+security+iot&client=firefox-b-d&source=lnms&sa=X&biw=1920&bih=944&udm=2

“Upton, E. and Halfacree, G., 2014. Raspberry Pi user guide. John Wiley & Sons”, [Online]. Available: https://dn.odroid.com/IoT/other_doc.pdf

S. Jain, A. Vaibhav, and L. Goyal, “Raspberry Pi based interactive home automation system through E-mail,” ICROIT 2014 - Proc. 2014 Int. Conf. Reliab. Optim. Inf. Technol., pp. 277–280, 2014, doi: 10.1109/ICROIT.2014.6798330.

“Building the Web of Things.” Accessed: May 11, 2024. [Online]. Available: https://www.manning.com/books/building-the-web-of-things

“Raspberry Pi as Internet of Things hardware: Performances and Constraints.” Accessed: May 11, 2024. [Online]. Available: https://www.researchgate.net/publication/272175660_Raspberry_Pi_as_Internet_of_Things_hardware_Performances_and_Constraints

G. . Montgomery, D.C., Peck, E.A, Vining, “Introduction to linear regression analysis,” John Wiley Sons.No match, vol. 821, 2012.