JOURNAL ARTICLE

Application Research of Data Mining Technology in Power Dispatching Management System

Abstract

In order to improve prediction accuracy of power load and guarantee safe power supply, this paper proposes a new power load prediction method based on particle swarm optimization optimizing and supporting vector machine(PSO-SVM). It is also applied in data analysis sub-system of power dispatching automation system, designs and completes a set of periodic data set and periodic association rule mining-based data analysis sub-system of dispatching automation system. After practical operation, system provides great help for dispatchers' maintenance schedule formulation, report establishment and accident prediction. In addition, it reduces the probability of accident occurrence to some extent and effectively analyzes as well as utilizes historical data.

Keywords:
Particle swarm optimization Automation Schedule Support vector machine Computer science Data mining Electric power system Association rule learning Data set Set (abstract data type) Process automation system Reliability engineering Power (physics) Engineering Machine learning Artificial intelligence

Metrics

4
Cited By
0.48
FWCI (Field Weighted Citation Impact)
7
Refs
0.73
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Power Systems and Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Power Systems Fault Detection
Physical Sciences →  Engineering →  Control and Systems Engineering
Smart Grid and Power Systems
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

Related Documents

JOURNAL ARTICLE

Design of Electric Power Dispatching Management System based on Data Mining

Yanli ChangYanping ChenLiruo LuMengqing Jia

Journal:   Advances in engineering research/Advances in Engineering Research Year: 2015
JOURNAL ARTICLE

Research and application progress of data mining technology in electric power system

Fangwei NingYan ShiYishu CAIWeiqing Xu

Journal:   Journal of Advanced Manufacturing Science and Technology Year: 2021 Vol: 1 (3)Pages: 2021007-2021007
JOURNAL ARTICLE

Research on Power System Dispatching Automation Technology Based on Big Data

Peishuang ZhangRui Geng

Journal:   IOP Conference Series Earth and Environmental Science Year: 2021 Vol: 692 (2)Pages: 022034-022034
© 2026 ScienceGate Book Chapters — All rights reserved.