Application of Data Mining in Smart Grid Technology

2021 ◽  
pp. 815-827
Author(s):  
Lipi Chhaya ◽  
Paawan Sharma ◽  
Adesh Kumar ◽  
Govind Bhagwatikar
Keyword(s):  
Data Mining ◽  
Smart Grid ◽  
Power Grid ◽  
Analysis Data ◽  
Consumer Participation ◽  
Distribution Automation ◽  
Grid Technology ◽  
Self Healing ◽  
Grid Operation ◽  
Smart Grid Technology

Smart grid technology is a radical approach for improvisation in existing power grid. Some of the significant features of smart grid technology are bidirectional communication, AMI, SCADA, renewable integration, active consumer participation, distribution automation, and complete management of entire grid through wireless communication standards and technologies. Management of complex, hierarchical, and heterogeneous smart grid infrastructure requires data collection, storage, processing, analysis, retrieval, and communication for self-healing and complete automation. Data mining techniques can be an effective solution for smart grid operation and management. Data mining is a computational process for data analysis. Data scrutiny is unavoidable for unambiguous knowledge discovery as well as decision making practices. Data mining is inevitable for analysis of various statistics associated with power generation, distribution automation, data communications, billing, consumer participation, and fault diagnosis in smart power grid.

Application of Data Mining in Smart Grid Technology

2022 ◽  
pp. 869-882
Author(s):  
Lipi Chhaya ◽  
Paawan Sharma ◽  
Adesh Kumar ◽  
Govind Bhagwatikar
Keyword(s):  
Data Mining ◽  
Smart Grid ◽  
Power Grid ◽  
Analysis Data ◽  
Consumer Participation ◽  
Distribution Automation ◽  
Grid Technology ◽  
Self Healing ◽  
Grid Operation ◽  
Smart Grid Technology

Smart grid technology is a radical approach for improvisation in existing power grid. Some of the significant features of smart grid technology are bidirectional communication, AMI, SCADA, renewable integration, active consumer participation, distribution automation, and complete management of entire grid through wireless communication standards and technologies. Management of complex, hierarchical, and heterogeneous smart grid infrastructure requires data collection, storage, processing, analysis, retrieval, and communication for self-healing and complete automation. Data mining techniques can be an effective solution for smart grid operation and management. Data mining is a computational process for data analysis. Data scrutiny is unavoidable for unambiguous knowledge discovery as well as decision making practices. Data mining is inevitable for analysis of various statistics associated with power generation, distribution automation, data communications, billing, consumer participation, and fault diagnosis in smart power grid.

scholarly journals Self-Healing Besides Restoration Methods in Smart Grid Distribution Networks

2020 ◽  
Vol 9 (6) ◽  
pp. 1123-1128
Keyword(s):  
Smart Grid ◽  
Power System ◽  
Distribution System ◽  
New Technologies ◽  
Distribution Networks ◽  
Grid Technology ◽  
Self Healing ◽  
Smart Grid Communications ◽  
Power Restoration ◽  
Smart Grid Technology

The Smart grid refers to a next-generation power grid which is a two-way information flow where electricity and information switch over between the service and its customer’s. The power system becomes smart by applying intelligence by way of multidirectional flow of electricity and information to create an extensive distribution network through smart grid technology. It made smarter power system by developing a networking communication, controls, automation, new technologies and tools working together to make the great efficient and more secure environment. For an effective integration and quality of the service to the consumer's smart grid technology is needed due to working with the electrical distribution system and quickly to respond digitally for rapidly changing electric demand. At this point, an electricity disruption such as a blackout can affect a series of failures that can affect several areas such as banking, traffic, and security. To address the power restoration, smart grid makes use of self-healing strategy which will allow automatic switching when equipment failure or outages occur. There have been numerous studies in the last decade or so in to even out the fundamental and mathematical challenges of making a smart self-healing grid a reality. In this paper, we explore the Selfhealing approach for Smart grid Communications likewise discusses the service restoration methods in Distribution Networks of Smart Grid Environment

A Survey of Communication Technology in Distribution Network

2012 ◽  
Vol 516-517 ◽  
pp. 1302-1311
Author(s):  
Hui Chen ◽  
Nan Hua Yu ◽  
Chuan Jian Li ◽  
Wen Jie Zheng
Keyword(s):  
Smart Grid ◽  
Communication Technology ◽  
Communication System ◽  
Power Distribution ◽  
Distribution Network ◽  
Communication Technologies ◽  
Distribution Automation ◽  
Grid Technology ◽  
Power Distribution Network ◽  
Smart Grid Technology

With the development of the smart grid technology, power distribution network puts forward a higher request for transmission bandwidth and reliability. First, we analyze the characteristics and the business needs of the distribution network. Then we analyze the distribution network communication technologies, both wired and wireless. Based on our analysis, we should combine various communication technologies according to the comprehensive economic and technical indexes in power distribution automation communication system.

scholarly journals Wireless Sensor Network Based Smart Grid Communications: Cyber Attacks, Intrusion Detection System and Topology Control

2016 ◽  
Author(s):  
Lipi Chhaya ◽  
Paawan Sharma ◽  
Govind Bhagwatikar ◽  
Adesh Kumar
Keyword(s):  
Communication Network ◽  
Smart Grid ◽  
Cyber Security ◽  
Power Grid ◽  
Cyber Attacks ◽  
Wireless Sensor ◽  
Grid Technology ◽  
Monitoring And Control ◽  
And Control ◽  
Smart Grid Technology

An existing power grid is going through a massive transformation. Smart grid technology is a radical approach for improvisation in prevailing power grid. Integration of electrical and communication infrastructure is inevitable for the deployment of Smart grid network. Smart grid technology is characterized by full duplex communication, automatic metering infrastructure, renewable energy integration, distribution automation and complete monitoring and control of entire power grid. Wireless sensor networks (WSNs) are small micro electrical mechanical systems which are accomplished to collect and communicate the data from surroundings. WSNs can be used for monitoring and control of smart grid assets. Security of wireless sensor based communication network is a major concern for researchers and developers. The limited processing capabilities of wireless sensor networks make them more vulnerable to cyber-attacks. The countermeasures against cyber-attacks must be less complex with an ability to offer confidentiality, data readiness and integrity. The address oriented design and development approach for usual communication network requires a paradigm shift to design data oriented WSN architecture. WSN security is an inevitable part of smart grid cyber security. This paper is expected to serve as a comprehensive assessment and analysis of communication standards, cyber security issues and solutions for WSN based smart grid infrastructure.

scholarly journals Wireless Sensor Network Based Smart Grid Communications: Cyber Attacks, Intrusion Detection System and Topology Control

2016 ◽  
Author(s):  
Lipi Chhaya ◽  
Paawan Sharma ◽  
Govind Bhagwatikar ◽  
Adesh Kumar
Keyword(s):  
Wireless Sensor Networks ◽  
Smart Grid ◽  
Cyber Security ◽  
Power Grid ◽  
Cyber Attacks ◽  
Wireless Sensor ◽  
Grid Technology ◽  
Monitoring And Control ◽  
And Control ◽  
Smart Grid Technology

An existing power grid is going through a massive transformation. Smart grid technology is a radical approach for improvisation in prevailing power grid. Integration of electrical and communication infrastructure is inevitable for the deployment of Smart grid network. Smart grid technology is characterized by full duplex communication, automatic metering infrastructure, renewable energy integration, distribution automation and complete monitoring and control of entire power grid. Wireless sensor networks (WSNs) are small micro electrical mechanical systems which are capable to collect and communicate the data from surroundings. WSNs can be used for monitoring and control of smart grid assets. Security of wireless sensor based communication network is a major concern for researchers and developers. The limited processing capabilities of wireless sensor networks make them more vulnerable to cyber-attacks. The countermeasures against cyber-attacks must be less complex with ability to offer confidentiality, data readiness and integrity. The address oriented design and development approach for usual communication networks requires a paradigm shift to design data oriented WSN architecture. This paper describes communication standards, various cyber-attacks and their solutions. WSN security is an inevitable part of smart grid cyber security. This paper is expected to serve as a comprehensive assessment and analysis of communication standards, cyber security issues and solutions for WSN based smart grid infrastructure.

scholarly journals Deep Learning in Smart Grid Technology: A Review of Recent Advancements and Future Prospects

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Mohamed Massaoudi ◽  
Haitham Abu-Rub ◽  
Shady S. Refaat ◽  
Ines Chihi ◽  
Fakhreddine S. Oueslati
Keyword(s):  
Deep Learning ◽  
Smart Grid ◽  
Grid Technology ◽  
Future Prospects ◽  
Smart Grid Technology
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