Contingency Analysis of Power System using Big Data Analytic Techniques

被引：2

作者：

Angadi, Ravi, V ^{[1
]}

Daram, Suresh Babu ^{[2
]}

Venkataramu, P. S. ^{[3
]}

机构：

[1] Presidency Univ, Dept EEE, Bengaluru, Karantaka, India

[2] Sree Vidyanikethan Engn Coll, Ctr Energy, Dept EEE, Tirupati, AP, India

[3] Presidency Univ, Bengaluru, Karantaka, India

来源：

PROCEEDINGS OF THE 2020 5TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND SECURITY (ICCCS-2020) | 2020年

关键词：

Contingency; Line Outage; Line Voltage Stability Index; Big Data; Data Analytics; Classification and Machine Learning; VOLTAGE;

D O I：

10.1109/icccs49678.2020.9276796

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper introduce the application of Big Data Analytic Technique to predict the severity of various Single Transmission line outages. The severity of the outage is assessed by computing the Line Voltage Stability Index (LVSI) and is used for ranking purpose under different loading condition. This results in generation of large volume of data. The data obtained from the simulations for various scenarios is processed and applied to machine learning to predict the rank and severity condition of the line. The severity is predicted for various test systems to ascertain the suitability of the technique applied and the results of the study conducted on the IEEE 30 Bus system are presented with the analysis needed. The MATLAB and the WEKA software are used for simulation purpose.

引用

页数：7

共 20 条

[1]

Abdulrazzaq Ali Abdulwahhab, 2015, INT RES J ENG TECHNO, V02, P180

[2]

Angadi Ravi V, 2020, 2 INT C DESIGN MANUF, V184, P1

[3]

Bhargava N., 2013, INT J ADV RES COMPUT, V3, P1114

[4]

Chu CC, 2000, 2000 IEEE POWER ENGINEERING SOCIETY SUMMER MEETING, CONFERENCE PROCEEDINGS, VOLS 1-4, P225, DOI 10.1109/PESS.2000.867507

[5]

Daram SB, 2016, 2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), P2589, DOI 10.1109/ICEEOT.2016.7755161

[6]

Daram Suresh Babu, 2016, INT J ELECT POWER SY, V2, P12

[7]

Jain Manish, 2007, 9 IASTED INT C POW E, P69

[8]

Maimon OZ., 2014, DATA MINING DECISION

[9]

Pandey Anand Kishor, 2016, 2016 International Conference on Signal Processing and Communication (ICSC), P219, DOI 10.1109/ICSPCom.2016.7980579

[10] Online determination of voltage stability weak areas for situational awareness improvement [J].

Perez-Londono, S. M. ;

Olivar-Tost, G. ;

Mora-Florez, J. J. .

ELECTRIC POWER SYSTEMS RESEARCH, 2017, 145 :112-121

← 1 2 →