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Adaptive Equivalent Consumption Minimization Strategy (A-ECMS) for the HEVs with a Near-Optimal Equivalent Factor Considering Driving Conditions

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TLDR
In this paper, the equivalent consumption minimization strategy (ECMS) has been considered as a practical energy management strategy for the hybrid electric vehicles (HEVs) because it can be implemented in real time while providing satisfactory performance.
Abstract
The equivalent consumption minimization strategy (ECMS) has been considered as a practical energy management strategy for the hybrid electric vehicles (HEVs) because it can be implemented in real time while providing satisfactory performance. However, it is still challenging to adjust an equivalent factor (EF) to its own optimal value in real time because the EF is fundamentally affected by the current driving condition. Although many adaptive ECMSs (A-ECMSs) have been developed to adjust the EF based on a charge-sustaining condition, they do not adequately respond to a change in the driving conditions. In this study, a novel ECMS for the HEVs is proposed to provide the near-optimal performance by considering actual driving conditions. First, the near-optimal condition for the EF is defined to consider a driving condition. Based on it, an iterative scheme is presented to numerically obtain the near-optimal EF. Then, the convergence analysis of the iterative scheme is conducted with practical considerations to implementing the proposed method into real-world applications. Simulation results show that the proposed strategy has better adaptability to changes in the driving conditions with a smaller loss of optimality than conventional A-ECMS which relies only on the charge-sustaining condition. The proposed strategy is also experimentally validated under real-world driving conditions.

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Journal ArticleDOI

An efficient multi-objective hierarchical energy management strategy for plug-in hybrid electric vehicle in connected scenario

TL;DR: In this article , a multi-objective hierarchical EMS with less computational burden is proposed by incorporating resistance network triggered motion planning and alternating direction method of multipliers (ADMM) based convex torque optimization.
Journal ArticleDOI

Adaptive equivalent consumption minimization strategy and its fast implementation of energy management for fuel cell electric vehicles

TL;DR: In this paper , an equivalent factor predictor based on a neural network is proposed, which can predict the equivalent factor in real time by considering various operating conditions and vehicle states, and the proposed method saves 2 to 3 orders of magnitude in computation time compared with the traditional equivalent consumption minimum strategy.
Journal ArticleDOI

Effects analysis of light-duty diesel truck hybrid conversion depending on driving style

TL;DR: An effects analysis of the hybrid conversion of a light-duty diesel truck depending on driving style reveals that the fuel economy of the converted truck can be further improved when visual feedback is provided to the unaware driver for correcting driving styles, and can be utilized to improve the performance of hybrid electric vehicles for various driving styles.
Journal ArticleDOI

A Robust Design of the Model-Free-Adaptive-Control-Based Energy Management for Plug-in Hybrid Electric Vehicle

TL;DR: In this article , a robust design approach based on the Design for Six Sigma (DFSS) was proposed to promote the robustness of the previous model-free-adaptive-control-based energy management strategy (EMS) for the plug-in hybrid electric vehicles (PHEVs) in real-time application.
Journal ArticleDOI

Adaptive Equivalent Fuel Consumption Minimization Based Energy Management Strategy for Extended-Range Electric Vehicle

TL;DR: In this paper , an adaptive equivalent fuel consumption minimization strategy (A-ECMS)-based energy management strategy is proposed for the extended-range electric vehicle, which utilizes Pontryagin's minimum principle (PMP) to design the EMS.
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