Investigation of deterioration process of organic coating using 1-dimention som network combined with EIS

Xia Zhao*, Jia Wang, Tao Kong, Wei Zhang, Yan hua Wang, Guo yun Pan

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

2 Citations (Scopus)

Abstract

In this paper, the EIS characteristic of organic coatings tested under cyclic wet-dry conditions was analyzed. The changing rate of impedance was selected as the training sample for 1-Dimention SOM (Self-Organizing Feature Map) neural network. Each sample corresponds to a certain activation level of the neuron in the output layer. According to the speciality of 1 -D SOM network, the changing trend of the activation level can generally reflected the coating degradation process. Combined with the characteristic of EIS plots,the entire deterioration process can be divided into three stages i. e. medium penetration into coatings, corrosion initiation under coatings and the corrosion extension which causes coating delamina-tion.

Original languageEnglish
Pages (from-to)276-278
Number of pages3
JournalCorrosion Science and Protection Technology
Volume20
Issue number4
Publication statusPublished - 2008
Externally publishedYes

Keywords

  • Activation level
  • Changing rate of impedance
  • Degradation
  • EIS
  • Neural network

Fingerprint

Dive into the research topics of 'Investigation of deterioration process of organic coating using 1-dimention som network combined with EIS'. Together they form a unique fingerprint.

Cite this