Fault Location in distribution systems with distributed generation using Support Vector Machines and smart meters


Abstract:

In this paper the fault location is presented in distribution systems with distributed generation using Support Vector Machines and information provided by smart meters located on the system. Different types of faults that can occur in a distribution system are simulated for fault resistances 5 to 30 Ohms in steps of 5 Ohms. Support Vector Machines were trained with effective voltage values measured at the substation in distributed generation and smart meters. The results show that the accuracy in locating all types of failure is higher than 87%, demonstrating a fortress in this tool.

Año de publicación:

2016

Keywords:

  • SUPPORT VECTOR MACHINES
  • Smart Meters
  • Fault resistance
  • distributed generation
  • fault location

Fuente:

scopusscopus

Tipo de documento:

Conference Object

Estado:

Acceso restringido

Áreas de conocimiento:

  • Aprendizaje automático

Áreas temáticas:

  • Física aplicada