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Journal ArticleDOI

Development and Validation of a Battery Model Useful for Discharging and Charging Power Control and Lifetime Estimation

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TLDR
In this paper, a partially linearized (in battery power) input-output battery model was developed for lead-acid batteries in a hybrid electric vehicle, which can be extended to different battery types, such as lithium-ion, nickel-metal hydride, and alkaline.
Abstract
Accurate information on battery state-of-charge, expected battery lifetime, and expected battery cycle life is essential for many practical applications. In this paper, we develop a nonchemically based partially linearized (in battery power) input-output battery model, initially developed for lead-acid batteries in a hybrid electric vehicle. We show that with properly tuned parameter values, the model can be extended to different battery types, such as lithium-ion, nickel-metal hydride, and alkaline. The validation results of the model against measured data in terms of power and efficiency at different temperatures are then presented. The model is incorporated with the recovery effect for accurate lifetime estimation. The obtained lifetime estimation results using the proposed model are similar to the ones predicted by the Rakhmatov and Virudhula battery model on a given set of typical loads at room temperature. A possible incorporation of the cycling effect, which determines the battery cycle life, in terms of the maximum available energy approximated at charge/discharge nominal power level is also suggested. The usage of the proposed model is computationally inexpensive, hence implementable in many applications, such as low-power system design, real-time energy management in distributed sensor network, etc.

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Journal ArticleDOI

Lithium iron phosphate based battery: Assessment of the aging parameters and development of cycle life model

TL;DR: In this article, the impact of the working temperature on the battery performance over its lifetime was analyzed and a cycle life model was developed to predict the battery cycleability accurately, which revealed that the cycle life of the battery degrades the more the charge current rate increases.
Journal ArticleDOI

Control Strategies for Microgrids With Distributed Energy Storage Systems: An Overview

TL;DR: The range of services distributed ES systems can provide, and the control challenges they introduce are reviewed, and multi-agent control with agents satisfying Wooldridge’s definition of intelligence is proposed as a promising direction for future research.
Journal ArticleDOI

State of Charge Estimation of Lithium-Ion Batteries in Electric Drive Vehicles Using Extended Kalman Filtering

TL;DR: A more accurate battery state of charge (SOC) estimation method for electric drive vehicles is developed based on a nonlinear battery model and an extended Kalman filter supported by experimental data.
Journal ArticleDOI

A comprehensive review on estimation strategies used in hybrid and battery electric vehicles

TL;DR: In this article, the authors present a comprehensive review on various estimation strategies used in hybrid and battery electric vehicles for the first time in the literature, and different methodologies used in each estimation strategy are elaborated.
Journal ArticleDOI

Estimation of Battery State of Health Using Probabilistic Neural Network

TL;DR: The proposed method can accurately estimate the SOH of the battery in a short period, and the average error of the prediction is 0.28% and the standard deviation is 1.15%.
References
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Proceedings ArticleDOI

Wireless sensor networks for habitat monitoring

TL;DR: An in-depth study of applying wireless sensor networks to real-world habitat monitoring and an instance of the architecture for monitoring seabird nesting environment and behavior is presented.
Journal ArticleDOI

Modeling of Galvanostatic Charge and Discharge of the Lithium/Polymer/Insertion Cell

TL;DR: In this article, the galvanostatic charge and discharge of a lithium anode/solid polymer separator/insertion cathode cell is modeled using concentrated solution theory, which is general enough to include a wide range of polymeric separator materials, lithium salts, and composite insertion cathodes.
Journal ArticleDOI

Simulation and Optimization of the Dual Lithium Ion Insertion Cell

TL;DR: In this article, the galvanostatic charge and discharge of a dual lithium ion insertion (rocking chair) cell are modeled with concentrated solution theory, and the insertion of lithium into and out of active electrode material is simulated using superposition, greatly simplifying the numerical calculations.
Journal ArticleDOI

Power management strategy for a parallel hybrid electric truck

TL;DR: The design procedure starts by defining a cost function, such as minimizing a combination of fuel consumption and selected emission species over a driving cycle, and dynamic programming is utilized to find the optimal control actions including the gear-shifting sequence and the power split between the engine and motor while subject to a battery SOC-sustaining constraint.
Journal ArticleDOI

Battery modeling for energy aware system design

TL;DR: Research in battery-aware optimization is now moving from stand-alone devices to networks of wireless devices, specifically, ad hoc and distributed sensor networks.
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