On statistical modeling and forecasting of energy usage in smart grid

2014 ◽  
Author(s):  
Wei Yu ◽  
Dou An ◽  
David Griffith ◽  
Qingyu Yang ◽  
Guobin Xu
Keyword(s):  
Smart Grid ◽  
Statistical Modeling ◽  
Energy Usage ◽  
Modeling And Forecasting

Towards statistical modeling and machine learning based energy usage forecasting in smart grid

2015 ◽  
Vol 15 (1) ◽  
pp. 6-16 ◽  
Author(s):  
Wei Yu ◽  
Dou An ◽  
David Griffith ◽  
Qingyu Yang ◽  
Guobin Xu
Keyword(s):  
Machine Learning ◽  
Smart Grid ◽  
Statistical Modeling ◽  
Energy Usage

Smart Metering for Applications

2014 ◽  
Vol 960-961 ◽  
pp. 823-827
Author(s):  
Ying Pan ◽  
Bo Jiang
Keyword(s):  
Smart Grid ◽  
Electrical Energy ◽  
Smart Meter ◽  
Smart Metering ◽  
Power Network ◽  
Energy Usage ◽  
Smart Meters ◽  
Additional Information ◽  
Energy Efficiency Improvement ◽  
Energy Meter

As an important part of Smart Grid, smart metering attracts more and more attention all over the world. It is the way for energy consumer to sense the benefit of smart grid directly. Smart meter is an advanced energy meter that measures consumption of electrical energy providing additional information compared to a conventional energy meter. This paper discusses various applications and technologies that can be integrated with a smart meter. Smart meters can be used not only from the supply side monitoring but also for the demand side management as well. It plays an important role to monitor the performance and the energy usage of the grid loadings and power quality. In addition, This paper gives a comprehensive view on the benefit of smart metering in power network such as energy efficiency improvement.

An Autonomous Residential Smart Distribution Board: A Panacea for Demand Side Energy Management for Non-Smart Grid Networks

2018 ◽  
Vol 19 (3) ◽  
Author(s):  
Oladayo O. Olakanmi ◽  
Oluyemi Adetoyi ◽  
Oluwafemi Fajemisin
Keyword(s):  
Smart Grid ◽  
Energy Management ◽  
Demand Response ◽  
Dynamic Pricing ◽  
Performance Comparison ◽  
Usage Pattern ◽  
Energy Usage ◽  
Grid Networks ◽  
A Priority ◽  
Priority Model

Abstract Despite the benefits of demand response in energy management, the non-existence of its key concepts; dynamic pricing and smart grid, in some countries makes its impracticable in these countries, therefore making energy management unattainable for their consumers. This paper proposed a Smart Distribution Board (SDB) using a priority model for energy management in non-smart grid network. An historical consumption signatures of user’s loads were used to develop a priority model for load units of the SDB. Performance comparison was carried out between the SDB and a conventional Distribution Board which has no level of intelligence. Results obtained indicated that the SDB correctly emulated the energy usage pattern of users, thereby ensuring load preference is maximally satisfied autonomously within a limited budgeted energy and period.

Cryptanalysis and Improvement of Secure Key Distribution for the Smart Grid

2013 ◽  
Vol 479-480 ◽  
pp. 651-655
Author(s):  
Huei Ru Tseng ◽  
Tung Hung Chueh
Keyword(s):  
Smart Grid ◽  
Service Provider ◽  
Key Distribution ◽  
Distribution Networks ◽  
Smart Meter ◽  
Security Attacks ◽  
Energy Usage ◽  
Session Key ◽  
System Failures ◽  
Transmission And Distribution

The smart grid is a network of computers and power infrastructures that monitor and manage energy usage and uses intelligent transmission and distribution networks to deliver electricity for improving the electric system's reliability and efficiency. With grid controls, energy transmission management could be enhanced and resilience to control-system failures would be increased. Although deploying the smart grid has numerous social and technical benefits, several security concerns arise. In 2012, Xia and Wang proposed a secure key distribution for the smart grid. They claimed their protocol is strong enough to defend against security attacks. In this paper, we investigate the security of Xia and Wang's protocol. More precisely, we show that once the smart meter generates a session key with the service provider, the smart meter could easily forge the new legitimate session key without the service provider's participation. In order to remedy the security flaw, we propose a simple and secure improvement of Xia and Wang's protocol. Our protocol is secure and fair to generate the session key between the smart meter and the service provider.

scholarly journals 5 Home Energy Management within Smart Grid via WSN

2012 ◽  
Vol 1 (1) ◽  
pp. 4
Author(s):  
Pooja Rajput ◽  
Kiran Rajput ◽  
Muhammad Zakir Shaikh ◽  
B. S. Chowdhry ◽  
M. Aamir
Keyword(s):  
Smart Grid ◽  
Energy Management ◽  
Home Automation ◽  
Grid System ◽  
Energy Usage ◽  
Cost Of Energy ◽  
Home Energy Management ◽  
Smart Grid System ◽  
The Cost ◽  
At Home

This paper presents a framework for a home automation scenario within a Smart Grid System. The framework is designed to schedule appliances at less expensive hours to decrease the cost of energy usage at home. The important factor of comfort degradation is also addressed using proposed framework. The framework consists of a Wireless Automatic Metering System that helps in solving various issues of electricity expenses and provides the user with information such as different schemes and tariff packages. Through the proposed framework for home automation, the user will be able to control and reduce the energy expenses using an interactive GUI.

scholarly journals 5 Home Energy Management within Smart Grid via WSN

2012 ◽  
Vol 2 (1) ◽  
pp. 4
Author(s):  
Pooja Rajput ◽  
Kiran Rajput ◽  
Muhammad Zakir Shaikh ◽  
B. S. Chowdhry ◽  
M. Aamir
Keyword(s):  
Smart Grid ◽  
Energy Management ◽  
Home Automation ◽  
Grid System ◽  
Energy Usage ◽  
Cost Of Energy ◽  
Home Energy Management ◽  
Smart Grid System ◽  
The Cost ◽  
At Home

This paper presents a framework for a home automation scenario within a Smart Grid System. The framework is designed to schedule appliances at less expensive hours to decrease the cost of energy usage at home. The important factor of comfort degradation is also addressed using proposed framework. The framework consists of a Wireless Automatic Metering System that helps in solving various issues of electricity expenses and provides the user with information such as different schemes and tariff packages. Through the proposed framework for home automation, the user will be able to control and reduce the energy expenses using an interactive GUI.

scholarly journals Statistical Modeling and Forecasting of Total Fish Production of India: A Time Series Perspective

2018 ◽  
Vol 7 (03) ◽  
pp. 1698-1707 ◽  
Author(s):  
Mahaling araya ◽  
Santosha Rathod ◽  
Kanchan Sinha ◽  
R.S. Shekhawat ◽  
Shashikala Chavan
Keyword(s):  
Time Series ◽  
Statistical Modeling ◽  
Fish Production ◽  
Modeling And Forecasting ◽  
Total Fish
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