research-article Free Access
- Authors:
- Gang Chen Jiangmen Power Supply Bureau of Guangdong Power Grid Co., Ltd., Jiangmen 529000, Guangdong Province, China
Jiangmen Power Supply Bureau of Guangdong Power Grid Co., Ltd., Jiangmen 529000, Guangdong Province, China
View Profile
- Feng Wang Jiangmen Power Supply Bureau of Guangdong Power Grid Co., Ltd., Jiangmen 529000, Guangdong Province, China
Jiangmen Power Supply Bureau of Guangdong Power Grid Co., Ltd., Jiangmen 529000, Guangdong Province, China
View Profile
- Liping Xu Jiangmen Power Supply Bureau of Guangdong Power Grid Co., Ltd., Jiangmen 529000, Guangdong Province, China
Jiangmen Power Supply Bureau of Guangdong Power Grid Co., Ltd., Jiangmen 529000, Guangdong Province, China
View Profile
Procedia Computer ScienceVolume 228Issue C2023pp 601–608https://doi.org/10.1016/j.procs.2023.11.070
Published:27 February 2024Publication History
- 0citation
- 0
- Downloads
Metrics
Total Citations0Total Downloads0Last 12 Months0
Last 6 weeks0
- Get Citation Alerts
New Citation Alert added!
This alert has been successfully added and will be sent to:
You will be notified whenever a record that you have chosen has been cited.
To manage your alert preferences, click on the button below.
Manage my Alerts
New Citation Alert!
Please log in to your account
- Publisher Site
Procedia Computer Science
Volume 228, Issue C
PreviousArticleNextArticle
Abstract
Abstract
In recent years, along with the rapid development of economy and society, the quality of life of people has been greatly improved, the total amount of electricity consumption has increased rapidly, and the scale of power system has been expanding. With the rapid increase of China's electricity supply, the corresponding infrastructure construction cannot keep up with the development of electricity consumption, resulting in a huge electricity consumption gap. Especially in recent years, some regions of China are facing industrial and industrial transformation, urban re-planning and renovation, leading to the complication of the structure and operation of the power grid, as well as the problem of heavy load and overload of power-using equipment. This paper describes the concepts and principles of the data algorithm and the peak-limit method, and makes a comparison of the economic losses of eight regions before and after the optimization of the data mining (DM) algorithm through experimental analysis. The results verify the effectiveness of the algorithm in solving the peak-limit problem and prove that the algorithm is of great research significance.
References
- [1] Melendez K A, Subramanian V, Das T K, et al., Empowering end-use consumers of electricity to aggregate for demand-side participation, Applied Energy 248 (AUG.15) (2019) 372–382.Google Scholar
- [2] Najafzad H, Davari-Ardakani H, Nemati-Lafmejani R., Multi-skill project scheduling problem under time-of-use electricity tariffs and shift differential payments, Energy 168 (FEB.1) (2019) 619–636.Google Scholar
- [3] Nyer P U, Ybarra C E, Broughton J B, The Economics of Residential Solar Panels: Comparing Tiered and Time of Use Plans, Open Journal of Business and Management 08 (1) (2020) 56–67.Google Scholar
- [4] Train K, Mehrez G., Optional time-of-use prices for electricity: Analysis of PG E's experimental TOU rates, Journal De Médecine De Lyon, 145 (1) (2019) 54–59.Google Scholar
- [5] Weber R S, Effective Use of Renewable Electricity for Making Renewable Fuels and Chemicals, ACS Catalysis 9 (2) (2019) 946–950.Google Scholar
- [6] Hhne S, Tiberius V., Powered by Blockchain: Forecasting blockchain use in the electricity market, International Journal of Energy Sector Management 14 (6) (2020) 1221–1238.Google Scholar
- [7] Cheremisin V.T., Nezevak V.L., Prospects for the use of electricity accumulation systems at the Moscow Central Circle, Bulletin of Scientific Research Results (2) (2020) 33–44.Google Scholar
- [8] Wd A, Mk B., The use of IT systems in the power industry on the example of the Polish Electricity Distribution System Operator, Procedia Computer Science 192 (2021) 4900–4912.Google Scholar
- [9] Deke A, Faloni T., Enhancing Electricity Generation with the use of KMnO 4 as an electron acceptor in Microbial Fuel Cell, Jordan Journal of Biological Sciences 14 (1) (2021) 91–95.Google Scholar
- [10] Zeng A, Liu S, Yu Y., Comparative study of data driven methods in building electricity use prediction, Energy and Buildings 194 (JUL.) (2019) 289–300.Google Scholar
- [11] Al-Haija Q A. A Stochastic Estimation Framework for Yearly Evolution of Worldwide Electricity Consumption. Forecasting, 2021, 3(2):256-266.Google Scholar
- [12] Murshed M., Electricity conservation opportunities within private university campuses in Bangladesh, Energy & Environment 31 (2) (2020) 256–274.Google Scholar
- [13] Winston K., Growing EIM is changing use of pipeline system: pipe officials, Platts Energy Trader, 2019, pp. 16–17.Google Scholar
- [14] Albuquerque C C, Oliveira L, Alencar D., Study of the Availability of Alternative Electricity in Communities of Costa do Parú - PA, International Journal for Innovation Education and Research 7 (10) (2019) 441–451.Google Scholar
Cited By
View all
Index Terms
Effectiveness of the Implementation of a Data Mining Algorithm-Based Peak Restriction Method
Applied computing
Computing methodologies
Information systems
Information systems applications
Data mining
Theory of computation
Design and analysis of algorithms
Index terms have been assigned to the content through auto-classification.
Recommendations
- A Data Mining-Based Wind Power Forecasting Method: Results for Wind Power Plants in Turkey
DaWaK 2013: Proceedings of the 15th International Conference on Data Warehousing and Knowledge Discovery - Volume 8057
With the huge technological and industrial developments in recent years, the electricity demand of all countries has been increasing day by day. In order to supply the electricity needs, countries have been looking for ways of benefitting from their ...
Read More
- Data Association Rules Mining Method Based on Improved Apriori Algorithm
ICBDR '20: Proceedings of the 4th International Conference on Big Data Research
In the existing data mining technology, there are some shortcomings in association rule mining methods. In this paper, aiming at the problem that the mining efficiency of Apriori algorithm is not high when dealing with large database, the genetic ...
Read More
- Genetic algorithm-based optimized association rule mining for multi-relational data
The multi relational data mining is one of the latest topics in data mining to find the relational patterns. In this paper, we have presented an algorithm for multi-relational rule mining using association rule mining and the optimization process. As a ...
Read More
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in
Full Access
Get this Article
- Information
- Contributors
Published in
Procedia Computer Science Volume 228, Issue C
2023
1310 pages
ISSN:1877-0509
EISSN:1877-0509
Issue’s Table of Contents
Copyright © 2023
Sponsors
In-Cooperation
Publisher
Elsevier Science Publishers B. V.
Netherlands
Publication History
- Published: 27 February 2024
Author Tags
- Peak Restriction Method
- Implementation Effectiveness
- DM Algorithm
- Effectiveness Analysis
Qualifiers
- research-article
Conference
Funding Sources
Other Metrics
View Article Metrics
- Bibliometrics
- Citations0
Article Metrics
- View Citations
Total Citations
Total Downloads
- Downloads (Last 12 months)0
- Downloads (Last 6 weeks)0
Other Metrics
View Author Metrics
Cited By
This publication has not been cited yet
Digital Edition
View this article in digital edition.
View Digital Edition
- Figures
- Other
Close Figure Viewer
Browse AllReturn
Caption
View Issue’s Table of Contents