RETRACTED: A smart grid incorporated with ML and IoT for a secure management system (Retracted article. See vol. 106, 2024)

被引:17
作者
Dharmadhikari, S. C. [1 ]
Gampala, Veerraju [2 ]
Rao, Ch. Mallikarjuna [3 ]
Khasim, Syed [4 ]
Jain, Shafali [5 ]
Bhaskaran, R. [6 ]
机构
[1] Pune Inst Comp Technol, Dept Informat Technol, Pune, Maharashtra, India
[2] Koneru Lakshmaiah Educ Fdn, Dept Comp Sci & Engn, Guntur 522502, Andhra Pradesh, India
[3] Gokaraju Rangaraju Inst Engn & Technol, Dept Comp Sci & Engn, Hyderabad 500090, Telangana, India
[4] Dr Samuel George Inst Engn & Technol, Comp Sci & Engn, Markapur, Andhra Prades, India
[5] Sagar Inst Res & Technol, Dept Elect & Elect Engn, Bhopal 462041, MP, India
[6] PSNA Coll Engn & Technol, Dept Informat Technol, Dindigul 624622, Tamil Nadu, India
关键词
Demand side management (DSM); Machine learning (ML); Smart grid (SG); Internet of Things (IoT); Home area network (HAN); INTERNET;
D O I
10.1016/j.micpro.2021.103954
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The economy, national safety, and health care are tremendously dependent on the faithful supply of power. The communication technology integration and sensors in power systems have been authorized as a smart grid (SG) that is revolutionizing the model of power generation, distribution, monitoring, and control. To know the Smart Grid compatibility, many problems are required to be directed. The safety of the smart grid is the most challenging function and very crucial difficulties. This paper proposed, a safe demand-side management machine deploying machine learning for the Internet of Things authorized phase is recommended. The propounded demand-side management (DSM) machine protects the effective energy use based on their preferences. A particular flexibility sample was proposed to manage incursion into the smart grid. Anelastic agent prognosticates swindling companies, the ML classifiers are utilized. Promoted power management and intermediate control companies are recommended for processing power data to improve energy usage. The proposed project's effective simulation is implemented to examine the efficiency. The outcome of the analysis discloses that the planned demand-side management (DSM) machine is less susceptible to the incursion and it is sufficient to decrease the smart grid's energy consumption.
引用
收藏
页数:8
相关论文
共 27 条
[1]   Software-defined wireless sensor networks in smart grids: An overview [J].
Abujubbeh, Mohammad ;
Al-Turjman, Fadi ;
Fahrioglu, Murat .
SUSTAINABLE CITIES AND SOCIETY, 2019, 51
[2]   A review on renewable energy and electricity requirement forecasting models for smart grid and buildings [J].
Ahmad, Tanveer ;
Zhang, Hongcai ;
Yan, Biao .
SUSTAINABLE CITIES AND SOCIETY, 2020, 55
[3]   A Robust Features-Based Person Tracker for Overhead Views in Industrial Environment [J].
Ahmed, Imran ;
Ahmad, Awais ;
Piccialli, Francesco ;
Sangaiah, Arun Kumar ;
Jeon, Gwanggil .
IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (03) :1598-1605
[4]   A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security [J].
Al-Garadi, Mohammed Ali ;
Mohamed, Amr ;
Al-Ali, Abdulla Khalid ;
Du, Xiaojiang ;
Ali, Ihsan ;
Guizani, Mohsen .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2020, 22 (03) :1646-1685
[5]   IoT-enabled smart grid via SM: An overview [J].
Al-Turjman, Fadi ;
Abujubbeh, Mohammad .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 96 :579-590
[6]   Blockchain in Smart Grids: A Review on Different Use Cases [J].
Alladi, Tejasvi ;
Chamola, Vinay ;
Rodrigues, Joel J. P. C. ;
Kozlov, Sergei A. .
SENSORS, 2019, 19 (22)
[7]  
[Anonymous], 2019, TELKOMNIKA
[8]   Urban data management system: Towards Big Data analytics for Internet of Things based smart urban environment using customized Hadoop [J].
Babar, Muhammad ;
Arif, Fahim ;
Jan, Mian Ahmad ;
Tan, Zhiyuan ;
Khan, Fazlullah .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 96 :398-409
[9]   Big data analytics in smart grids: state-of-the-art, challenges, opportunities, and future directions [J].
Bhattarai, Bishnu P. ;
Paudyal, Sumit ;
Luo, Yusheng ;
Mohanpurkar, Manish ;
Cheung, Kwok ;
Tonkoski, Reinaldo ;
Hovsapian, Rob ;
Myers, Kurt S. ;
Zhang, Rui ;
Zhao, Power ;
Manic, Milos ;
Zhang, Song ;
Zhang, Xiaping .
IET SMART GRID, 2019, 2 (02) :141-154
[10]   RETRACTED: Constrained application for mobility management using embedded devices in the Internet of Things based urban planning in smart cities (Retracted Article) [J].
Din, Sadia ;
Paul, Anand ;
Hong, Won-Hwa ;
Seo, Hyuncheol .
SUSTAINABLE CITIES AND SOCIETY, 2019, 44 :144-151