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Journal ArticleDOI

Recursive-Least-Squares-Based Real-Time Estimation of Supercapacitor Parameters

Noam Reichbach, +1 more
- 11 Feb 2016 - 
- Vol. 31, Iss: 2, pp 810-812
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TLDR
In this paper, a recursive-least-squares identification algorithm for real-time estimation of supercapacitor equivalent capacitance and resistance is proposed, which allows calculating the device instantaneous state of energy used as a fuel gauge instead of the commonly adopted state of charge.
Abstract
The letter suggests utilizing a recursive-least-squares identification algorithm for real-time estimation of supercapacitor equivalent capacitance and resistance. Estimation is required since both parameters are subject to age, temperature, and terminal-voltage-based variations in addition to typical 20% tolerance of manufacturer provided values. The proposed approach allows calculating the device instantaneous state of energy used as a fuel gauge instead of the commonly adopted state of charge. Experimental results are given to verify the feasibility of the proposed method.

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Citations
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Modeling and state-of-charge prediction of lithium-ion battery and ultracapacitor hybrids with a co-estimator

TL;DR: In this article, a co-estimator is proposed to estimate the model parameters and state-of-charge simultaneously, and the extended Kalman filter is employed for parameter updating.
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Online Parameter Estimation for Supercapacitor State-of-Energy and State-of-Health Determination in Vehicular Applications

TL;DR: For the first time, unscented Kalman filter (UKF) is used for online parameter and state estimation of the supercapacitor and the proposed method provides better estimation accuracy over Kalman Filter (KF) and extended KF algorithms since the linearization errors during the filtering process are avoided.
Journal ArticleDOI

Supercapacitor technology and its applications: a review

TL;DR: In this article, the authors summarized recent research and development in the field of supercapacitor technology and gave a brief insight into the design, characteristics and applications of the supercapACitor.
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Estimation of Supercapacitor Charge Capacity Bounds Considering Charge Redistribution

TL;DR: An analysis of a physics-based $RC$ ladder circuit model for supercapacitors reveals the theoretical bounds and provides guidelines for designing experiments to estimate the bounds and provide guidelines for optimizing the super capacitor charging and discharging policies for different applications.
Journal ArticleDOI

Supercapacitor management system: A comprehensive review of modeling, estimation, balancing, and protection techniques

TL;DR: In this article, the authors provide an overview of the key technologies, functionalities, and requirements for supercapacitor management systems (SMSs), including issues related to the modeling, estimation, control, and protection of the super-capacitors.
References
More filters
Book

Adaptive Filter Theory

Simon Haykin
TL;DR: In this paper, the authors propose a recursive least square adaptive filter (RLF) based on the Kalman filter, which is used as the unifying base for RLS Filters.
Journal ArticleDOI

Aging and failure mode of electrochemical double layer capacitors during accelerated constant load tests

TL;DR: In this article, double layer capacitors of the BCAP0350 type were tested under constant load conditions at different voltages and temperatures, and the aging of the capacitors was monitored during the test in terms of capacitance, internal resistance and leakage current.
Journal ArticleDOI

Characterization methods and modelling of ultracapacitors for use as peak power sources

TL;DR: In this article, a methodology to characterize ultracapacitors and to model their electrical behavior is proposed, where current levels, frequency intervals, and voltage ranges are adapted to ultracAPacitors testing.
Journal ArticleDOI

Ageing behaviour of electrochemical double layer capacitors: Part II. Lifetime simulation model for dynamic applications

TL;DR: In this paper, a holistic simulation model that combines electrical and thermal simulation of electrochemical double-layer capacitor (EDLC) modules with an ageing model is presented, which allows analysing self-accelerating degradation effects caused by elevated voltages and temperatures.
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