AI and privacy concerns: a smart meter case study

被引:22
作者
Carmody, Jillian [1 ]
Shringarpure, Samir [1 ]
van de Venter, Gerhard [2 ]
机构
[1] Perpetual Ltd, Sydney, NSW, Australia
[2] Univ Technol Sydney, Dept Finance, Sydney, NSW, Australia
关键词
Artificial intelligence; Privacy; Personal data; Smart meters; ARTIFICIAL-INTELLIGENCE; ETHICS;
D O I
10.1108/JICES-04-2021-0042
中图分类号
B82 [伦理学(道德学)];
学科分类号
摘要
Purpose The purpose of this paper is to demonstrate privacy concerns arising from the rapidly increasing advancements and use of artificial intelligence (AI) technology and the challenges of existing privacy regimes to ensure the on-going protection of an individual's sensitive private information. The authors illustrate this through a case study of energy smart meters and suggest a novel combination of four solutions to strengthen privacy protection. Design/methodology/approach The authors illustrate how, through smart meter obtained energy data, home energy providers can use AI to reveal private consumer information such as households' electrical appliances, their time and frequency of usage, including number and model of appliance. The authors show how this data can further be combined with other data to infer sensitive personal information such as lifestyle and household income due to advances in AI technologies. Findings The authors highlight data protection and privacy concerns which are not immediately obvious to consumers due to the capabilities of advanced AI technology and its ability to extract sensitive personal information when applied to large overlapping granular data sets. Social implications The authors question the adequacy of existing privacy legislation to protect sensitive inferred consumer data from AI-driven technology. To address this, the authors suggest alternative solutions. Originality/value The original value of this paper is that it illustrates new privacy issues brought about by advances in AI, failings in current privacy legislation and implementation and opens the dialog between stakeholders to protect vulnerable consumers.
引用
收藏
页码:492 / 505
页数:14
相关论文
共 50 条
[41]   A Review of Passenger Digital Information Privacy Concerns in Smart Airports [J].
Alabsi, Maha Ibrahim ;
Gill, Asif Qumer .
IEEE ACCESS, 2021, 9 :33769-33781
[42]   AI-Enhanced Secure Data Aggregation for Smart Grids with Privacy Preservation [J].
Wang, Congcong ;
Wang, Chen ;
Zheng, Wenying ;
Gu, Wei .
CMC-COMPUTERS MATERIALS & CONTINUA, 2025, 82 (01) :799-816
[43]   Ethical concerns in AI development: analyzing students' perspectives on robotics and society [J].
Ferhataj, Anxhela ;
Memaj, Fatmir ;
Sahatcija, Roland ;
Ora, Ariel ;
Koka, Enkelejda .
JOURNAL OF INFORMATION COMMUNICATION & ETHICS IN SOCIETY, 2025, 23 (02) :165-187
[44]   Smart Electricity Meter Data Intelligence for Future Energy Systems: A Survey [J].
Alahakoon, Damminda ;
Yu, Xinghuo .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2016, 12 (01) :425-436
[45]   A Comparative Analysis of AI Privacy Concerns in Higher Education: News Coverage in China and Western Countries [J].
Xue, Yujie ;
Chinapah, Vinayagum ;
Zhu, Chang .
EDUCATION SCIENCES, 2025, 15 (06)
[46]   Compromised Through Compression Privacy Implications of Smart Meter Traffic Analysis [J].
Van Aubel, Pol ;
Poll, Erik .
SECURITY AND PRIVACY IN COMMUNICATION NETWORKS, SECURECOMM 2021, PT II, 2021, 399 :317-337
[47]   Dynamic Threshold Algorithm with Simplified Appliance Identification for Smart Meter Privacy [J].
Zhao, Yang ;
Farag, Hany E. ;
Lian, Yong .
2016 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE (EPEC), 2016,
[48]   Smart Meter Privacy: Exploiting the Potential of Household Energy Storage Units [J].
Sun, Yanan ;
Lampe, Lutz ;
Wong, Vincent W. S. .
IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (01) :69-78
[49]   Smart Meter Privacy for Multiple Users in the Presence of an Alternative Energy Source [J].
Gomez-Vilardebo, Jesus ;
Guenduez, Deniz .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2015, 10 (01) :132-141
[50]   Increasing Smart Meter Privacy Through Energy Harvesting and Storage Devices [J].
Tan, Onur ;
Guenduez, Deniz ;
Poor, H. Vincent .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2013, 31 (07) :1331-1341