Load Forecasting Using Neural Networks and Blockchains for Low Voltage Distribution Networks

被引:1
作者
Qaisieh, Lauren [1 ]
Tawalbeh, Nabeel [1 ]
机构
[1] Univ Jordan, Elect Engn Dept, Amman, Jordan
来源
2022 6TH INTERNATIONAL CONFERENCE ON GREEN ENERGY AND APPLICATIONS (ICGEA 2022) | 2022年
关键词
neural network; blockchain; load forecasting; short -term load forecasting;
D O I
10.1109/ICGEA54406.2022.9791860
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This work presents an efficient and reliable short term load forecasting algorithm that can determine the optimal operating conditions for end consumers. The proposed solution combines smart meters readings from the electrical distribution company along with weather conditions, and previous consumption figures and feeds them into a reliable neural network-based load forecasting and scheduling algorithm to ensure optimal operating conditions. Predicted power consumption figures will be presented to end users to plan for optimal energy usage. Furthermore, A Blockchain-based communication system is used for information exchange throughout the network. End users will have their actual power consumption figures sent to the utility provider to ensure the planned operation and efficient use of power plants and implementation of dynamic pricing.
引用
收藏
页码:210 / 214
页数:5
相关论文
共 10 条
[1]   A Strategy for Short-Term Load Forecasting by Support Vector Regression Machines [J].
Ceperic, Ervin ;
Ceperic, Vladimir ;
Baric, Adrijan .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (04) :4356-4364
[2]   SDN-Enabled Multi-Attribute-Based Secure Communication for Smart Grid in IIoT Environment [J].
Chaudhary, Rajat ;
Aujla, Gagangeet Singh ;
Garg, Sahil ;
Kumar, Neeraj ;
Rodrigues, Joel J. P. C. .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (06) :2629-2640
[3]   Probabilistic electric load forecasting: A tutorial review [J].
Hong, Tao ;
Fan, Shu .
INTERNATIONAL JOURNAL OF FORECASTING, 2016, 32 (03) :914-938
[4]   FOG COMPUTING FOR SMART GRID SYSTEMS IN THE 5G ENVIRONMENT: CHALLENGES AND SOLUTIONS [J].
Kumari, Aparna ;
Tanwar, Sudeep ;
Tyagi, Sudhanshu ;
Kumar, Neeraj ;
Obaidat, Mohammad S. ;
Rodrigues, Joel J. P. C. .
IEEE WIRELESS COMMUNICATIONS, 2019, 26 (03) :47-53
[5]  
Marar HW, 2020, JORDAN J COMPUT INFO, V6, P317
[6]  
Phyo P. P., 2019, INT J ELECT ELECT EN, V8, P221
[7]  
Qaisieh LM, 2016, 2016 THE 4TH IEEE INTERNATIONAL CONFERENCE ON SMART ENERGY GRID ENGINEERING (SEGE), P1, DOI 10.1109/SEGE.2016.7589190
[8]  
Rizwan M., 2021, International Journal of Electrical and Electronic Engineering & Telecommunications, V10, P300
[9]  
Shahidehpour M., 2003, Market Operations in Electric Power Systems: Forecasting, Scheduling, and Risk Management
[10]  
UzZaman Mahdi, 2018, THESIS BRAC U