NDLI: Remaining useful life estimation of lithium-ion battery using exemplar-based conditional particle filter

Content Provider	IEEE Xplore Digital Library
Author	Zhenbao Liu Gaoyuan Sun Shuhui Bu Chao Zhang
Copyright Year	2015
Description	Author affiliation: Northwestern Polytech. Univ., Xi'an, China (Zhenbao Liu; Gaoyuan Sun; Shuhui Bu; Chao Zhang)
Abstract	Since lithium-ion batteries have been used in a wide range of fields, such as transportation industry, household appliances, and national defence industry. In order to avoid the unnecessary loss resulting from its sudden failure, it is necessary to timely predict the remaining useful life (RUL) of lithium-ion battery. In this paper, we present a novel remaining useful life estimation method for lithium-ion batteries, which depends on exemplar-based conditional particle filter (EC-PF). Differently from traditional particle filter, in the update phase, exemplar-based conditional particle filter combines historical data of multiple batteries with filtering stage of a single battery to compute the weights with respect to particles. This method can make the weights of particles more accurate, which results in improving the prediction accuracy. To verify the effectiveness and efficiency of the proposed method, a public data set is selected for validating prediction accuracy of RUL of battery. The results show that the proposed method improves the performance of the traditional particle filter method.
Starting Page	1
Ending Page	8
File Size	1055434
Page Count	8
File Format	PDF
e-ISBN	9781479918942
DOI	10.1109/ICPHM.2015.7245046
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2015-06-22
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	remaining useful life estimation Monte Carlo methods Computational modeling Estimation Training data weight computation Batteries Mathematical model Proposals lithium-ion battery historical data exemplars
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in