Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
A Novel Loss of Excitation Protection Principle for Synchronous Condenser Based on Leading Rate Read chapter Read first chapter

2020 | OriginalPaper | Chapter

The Intelligent Early Warning System for the Gale-Induced Transmission Tower Fault Probability

Authors : Nailong Zhang, Huazhao Wang, Yang Liu, Jianjun Liu, Lujun Zhang

Published in: Proceedings of PURPLE MOUNTAIN FORUM 2019-International Forum on Smart Grid Protection and Control

Publisher: Springer Nature Singapore

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Gale is one of the important reasons causing transmission tower collapse. Therefore, precisely prediction and early warning of the gale which may cause the transmission tower fall down can decrease the loss to power grid at utmost. In this paper, non-linear stepwise regression (NLSR) method is used to forecast gale in the power grid. To avoid the single statistical method errors, the back-propagation (BP) artificial neural network is used to optimize the results intelligently. Further, we consider the gale-induced tower failure rate, and couple it to the forecast model. Finally, we establish an intelligent gale-induced transmission tower fault warning system to predict the probability of accident. The simulated result shows that the accuracy of the model in predicting gale-induced transmissions tower fault probability is good.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter Submodule IGBT Parameters Estimation Scheme in Modular Multilevel Converters with Reduced Voltage Sensors Based on Kalman Filter Algorithm
next chapter Optimal Allocation and Sizing of Shunt Capacitors in Unbalanced Radial Distribution Systems: A Comparative Study
Literature
1.
Zhang LD, Shi H, Zhang YJ (2010) Analysis of causes and prevention methods for power network accidents. Syst Prot Control 38(4):130–133
2.
Xing LW, Hu DY, Tang LL (2001) Development of typhoon disaster risk evaluations and early warning system integrating real-time rainfall data from the satellite. In: 19th international conference on Geoinformatics, pp 1–5
3.
Zhang Y, Zhao Y, Wang JL et al (2012) The influence of typhoon on the operations of power grid and countermeasures. South Power Syst Technol 6(1):42–45
4.
Xie Q, Zhang Y, Li J (2006) Investingation on tower collapses of 500 kV renshang 5237 transmission line caused by downburst. Power Syst Technol 30(10):59–63
5.
Wen SJ (2012) Research of wind disaster early warning method for overhead transmission lines. Chongqing university, Chongqing
6.
Chang H, Lin ZZ, Yang L et al (2018) Multi-dimensional critical line identification for regional power systems under typhoon. Autom Electr Power Syst 42(15):118–125
7.
Xu WJ, Dai Y, Jan YL et al (2012) Probabilistic forecasting of transmission line damage and tower collapse from storm disaster. Cent China Electr Power 25(3):77–81
8.
Yang FL, Zhang HJ, Yang JB et al (2014) Bearing capacity analysis and load values of transmission towers under thunderstorm downburst. Proc CSEE 34(24):4179–4186
9.
Gao Y, Yang JB (2015) Characteristics of airflow over typical micro-terrain and its application to design of overhead transmission and distribution lines. Electr Power 48(7):146–152
10.
Yu F, Ji HL, Xue Y et al (2010) Prediction method establishment of strong wind at the Luoyang airport using the Nonlinear regression. Meteorol Environ Sci 33(4):53–58
11.
Yu C, Lyu YJ, Duan RH et al (2018) A forecast method of icing flashover fault based on partial mutual information method and support vector machine. Autom Electr Power Syst 42(2):92–98
12.
Wu YJ, Xue YS, Xie YY et al (2016) Space-time impact of typhoon and rainstorm on power grid fault probability. Autom Electr Power Syst 40(2):20–29
13.
Chen QX (2002) Discussing into influence of topographic height difference on wind velocity. Shanxi Hydrotechnics 1:10–12
14.
Bao B, Cheng RL, Xiong XF et al (2014) A typhoon risk early warning method for power transmission line considering micro-terrain correction. Power Syst Prot Control 42(14):79–86
15.
Xiong TH, Liang SG, Zou LH (2009) Dominant failure modes of a transmission tower and its ultimate capacity under wind load. Eng Mechanics 26(12):100–104CrossRef
16.
Lou WJ, Sun BN, Ye Y (1999) Across-wind dynamic response of tall latticed towers. China Civil Eng J 32(6):67–71
17.
Cheng ZJ, Fu GH (2000) Research for the wind force on high-rise latticed tower. J Experimental Mechanics 15(1):51–55MathSciNet
18.
Xie YY, Xue SY, Wen FS et al (2013) Space-time evaluation for impact of ice disaster on transmission line fault probability. Autom Electr Power Syst 37(18):32–41
Metadata
Title
The Intelligent Early Warning System for the Gale-Induced Transmission Tower Fault Probability
Authors
Nailong Zhang
Huazhao Wang
Yang Liu
Jianjun Liu
Lujun Zhang
Copyright Year
2020
Publisher
Springer Nature Singapore
Book
Proceedings of PURPLE MOUNTAIN FORUM 2019-International Forum on Smart Grid Protection and Control

Print ISBN: 978-981-13-9778-3

Electronic ISBN: 978-981-13-9779-0

Copyright Year: 2020

DOI
https://doi.org/10.1007/978-981-13-9779-0_51