Remaining Useful Life Prognosis of Supercapacitors Under Temperature and Voltage Aging Conditions

This paper presents a remaining useful life (RUL) prognosis model for supercapacitors considering the aging conditions. The proposed model uses the particle filter to predict the posterior values of the aging indicators, i.e., capacitance and resistance. Unlike other prognosis methods, the proposed...

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Published in:IEEE transactions on industrial electronics (1982) 2018-05, Vol.65 (5), p.4357-4367
Main Authors: El Mejdoubi, Asmae, Chaoui, Hicham, Sabor, Jalal, Gualous, Hamid
Format: Article
Language:English
Subjects:
Acquisitions & mergers
Aging
Calendar aging
Capacitance
electric double-layer capacitor
Electric potential
Engineering Sciences
Environmental Sciences
Initial conditions
Materials
Mathematical models
particle filter (PF)
Particle filters
Physics
Predictive models
Prognosis
Prognostics and health management
Reactive fluid environment
remaining useful life (RUL)
Resistance
Supercapacitors
Useful life
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cited_by cdi_FETCH-LOGICAL-c391t-c43863db57127267e7a621ca1ca03555e7653e85a86a4659b77ae5c11a4260263
cites cdi_FETCH-LOGICAL-c391t-c43863db57127267e7a621ca1ca03555e7653e85a86a4659b77ae5c11a4260263
container_end_page 4367
container_issue 5
container_start_page 4357
container_title IEEE transactions on industrial electronics (1982)
container_volume 65
creator El Mejdoubi, Asmae
Chaoui, Hicham
Sabor, Jalal
Gualous, Hamid
description This paper presents a remaining useful life (RUL) prognosis model for supercapacitors considering the aging conditions. The proposed model uses the particle filter to predict the posterior values of the aging indicators, i.e., capacitance and resistance. Unlike other prognosis methods, the proposed model predicts the RUL, considering the aging conditions such as temperature and voltage. In order to validate the proposed method, experiments have been carried out under different aging conditions. Results highlight the effectiveness of the approach in predicting capacitance and resistance, as well as the RUL for different initial conditions.
doi_str_mv 10.1109/TIE.2017.2767550
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source IEEE Electronic Library (IEL) Journals
subjects Acquisitions & mergers
Aging
Calendar aging
Capacitance
electric double-layer capacitor
Electric potential
Engineering Sciences
Environmental Sciences
Initial conditions
Materials
Mathematical models
particle filter (PF)
Particle filters
Physics
Predictive models
Prognosis
Prognostics and health management
Reactive fluid environment
remaining useful life (RUL)
Resistance
Supercapacitors
Useful life
title Remaining Useful Life Prognosis of Supercapacitors Under Temperature and Voltage Aging Conditions
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