A novel approach to peak detection using sequential learning algorithm

B. N. Sumukha, R. Chandan Kumar, Skanda S. Bharadwaj, Koshy George

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Citations (Scopus)

Abstract

Peak detection is a facile wing of signal processing. Conventional peak detection algorithms detect peaks when the entire signal is made available to them. In contrast, we propose a method that is based on recognizing the fundamental shapes of a signal, and the overall method intuitive in nature. Towards this, we use a feedforward neural network that is trained using the online sequential learning algorithm which provides better convergence performance relative to the back propagation algorithm. Moreover, the training avoids complex pre-processing tasks and feature extraction. Most importantly, the entire signal is not required for the algorithm to detect the peaks.

Original languageEnglish
Title of host publicationProceedings of the 2016 2nd International Conference on Contemporary Computing and Informatics, IC3I 2016
EditorsV N Manjunatha Aradhya, S K Niranjan
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages862-867
Number of pages6
ISBN (Electronic)9781509052554
DOIs
Publication statusPublished - 2016
Externally publishedYes
Event2nd International Conference on Contemporary Computing and Informatics, IC3I 2016 - Noida, India
Duration: 14 Dec 201617 Dec 2016

Publication series

NameProceedings of the 2016 2nd International Conference on Contemporary Computing and Informatics, IC3I 2016

Conference

Conference2nd International Conference on Contemporary Computing and Informatics, IC3I 2016
Country/TerritoryIndia
CityNoida
Period14/12/1617/12/16

Keywords

  • artificial neural networks
  • online sequential learning
  • Peak detection

ASJC Scopus subject areas

  • Artificial Intelligence
  • Information Systems and Management
  • Health Informatics
  • Computer Networks and Communications
  • Computer Science Applications
  • Information Systems

Fingerprint

Dive into the research topics of 'A novel approach to peak detection using sequential learning algorithm'. Together they form a unique fingerprint.

Cite this