2690-6791ISSN (Online)
2769-786XISSN (Print)
Volume 8 , Issue 2 , PP: 54-62, 2023 | Cite this article as | XML | Html | PDF | Full Length Article
Waleed Abd Elkhalik 1 *
Doi: https://doi.org/10.54216/JISIoT.080205
As AI-based smart homes become increasingly popular, there is a need to better understand the benefits and challenges of this emerging technology. A survey on AI-based smart homes can provide valuable insights into user needs, adoption rates, user satisfaction, barriers to adoption, and opportunities for innovation. This research overviews the cutting-edge literature on smart home development with an emphasis on the utilization of artificial intelligence (AI) approaches in this application area. We begin with a review of AI technologies and the smart home necessities needed to implement AI. Then, we introduce several applications of AI for smart homes and describe the most popular approaches already present in literary works. The open Issues (e.g., security and privacy, data collection and sharing, data analytics, and latency) meeting the development of smart homes are also discussed in this work. Finally, the paper suggests some directions for future study that could be fruitful.
Artificial Intelligence , Smart Home , Intelligent Systems , Machine Learning
[1]. U. Zafar, S. Bayhan and A. Sanfilippo, "Home Energy Management System Concepts, Configurations, and Technologies for the Smart Grid," in IEEE Access, vol. 8, pp. 119271-119286, 2020, doi: 10.1109/ACCESS.2020.3005244.
[2]. Y. Meng, W. Zhang, H. Zhu and X. S. Shen, "Securing Consumer IoT in the Smart Home: Architecture, Challenges, and Countermeasures," in IEEE Wireless Communications, vol. 25, no. 6, pp. 53-59, December 2018, doi: 10.1109/MWC.2017.1800100.
[3]. H. Jiang, C. Cai, X. Ma, Y. Yang and J. Liu, "Smart Home Based on WiFi Sensing: A Survey," in IEEE Access, vol. 6, pp. 13317-13325, 2018, doi: 10.1109/ACCESS.2018.2812887.
[4]. Z. Wang et al., "A Survey on IoT-Enabled Home Automation Systems: Attacks and Defenses," in IEEE Communications Surveys & Tutorials, vol. 24, no. 4, pp. 2292-2328, Fourthquarter 2022, doi: 10.1109/COMST.2022.3201557.
[5]. A. Alaiad and L. Zhou, "Patients' Adoption of WSN-Based Smart Home Healthcare Systems: An Integrated Model of Facilitators and Barriers," in IEEE Transactions on Professional Communication, vol. 60, no. 1, pp. 4-23, March 2017, doi: 10.1109/TPC.2016.2632822.
[6]. D. Pal, B. Papasratorn, W. Chutimaskul and S. Funilkul, "Embracing the Smart-Home Revolution in Asia by the Elderly: An End-User Negative Perception Modeling," in IEEE Access, vol. 7, pp. 38535-38549, 2019, doi: 10.1109/ACCESS.2019.2906346.
[7]. D. Pal, T. Triyason, S. Funilkul and W. Chutimaskul, "Smart Homes and Quality of Life for the Elderly: Perspective of Competing Models," in IEEE Access, vol. 6, pp. 8109-8122, 2018, doi: 10.1109/ACCESS.2018.2798614.
[8]. B. Qolomany et al., "Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey," in IEEE Access, vol. 7, pp. 90316-90356, 2019, doi: 10.1109/ACCESS.2019.2926642.
[9]. D. Pal, S. Funilkul, N. Charoenkitkarn and P. Kanthamanon, "Internet-of-Things and Smart Homes for Elderly Healthcare: An End User Perspective," in IEEE Access, vol. 6, pp. 10483-10496, 2018, doi: 10.1109/ACCESS.2018.2808472.
[10]. S. Wu et al., "Survey on Prediction Algorithms in Smart Homes," in IEEE Internet of Things Journal, vol. 4, no. 3, pp. 636-644, June 2017, doi: 10.1109/JIOT.2017.2668061.
[11]. S. Chadoulos, I. Koutsopoulos and G. C. Polyzos, "Mobile Apps Meet the Smart Energy Grid: A Survey on Consumer Engagement and Machine Learning Applications," in IEEE Access, vol. 8, pp. 219632-219655, 2020, doi: 10.1109/ACCESS.2020.3042758.
[12]. E. Fernandes, A. Rahmati, J. Jung and A. Prakash, "Security Implications of Permission Models in Smart-Home Application Frameworks," in IEEE Security & Privacy, vol. 15, no. 2, pp. 24-30, March-April 2017, doi: 10.1109/MSP.2017.43.
[13]. Mahmoud Ismail , Shereen Zaki , Heba Rashad, Intelligent Energy Management System for Sustainable Smart Homes, Journal of Intelligent Systems and Internet of Things, Vol. 3 , No. 2 , 2021 : 85-94 doi : https://doi.org/10.54216/JISIoT.030204
[14]. Z. N. Mohammad, F. Farha, A. O. M. Abuassba, S. Yang and F. Zhou, "Access control and authorization in smart homes: A survey," in Tsinghua Science and Technology, vol. 26, no. 6, pp. 906-917, Dec. 2021, doi: 10.26599/TST.2021.9010001.
