Výsledky vyhledávání - "Pranaya K. Terala"

Akademický článek

Electric Vehicle Battery State of Charge Estimation With an Ensemble Algorithm Using Central Difference Kalman Filter (CDKF) and Non-Linear Autoregressive With Exogenous Input (NARX)

Autor: Ayodeji S. Ogundana, Pranaya K. Terala, Migara Y. Amarasinghe, Xuanchen Xiang, Simon Y. Foo

Publikováno v: IEEE Access, Vol 12, Pp 33705-33719 (2024)

Conventional model-based probabilistic inference methods require increasingly complex models to improve Electric Vehicle (EV) battery State of Charge (SOC) estimation. Deep learning methods gained popularity in recent years with their model free esti

Externí odkaz: https://doaj.org/article/2460c60720a24d3d9e5da3971e6d42e1

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Akademický článek

State of Charge Estimation of Lithium-Ion Batteries Using Stacked Encoder–Decoder Bi-Directional LSTM for EV and HEV Applications

Autor: Pranaya K. Terala, Ayodeji S. Ogundana, Simon Y. Foo, Migara Y. Amarasinghe, Huanyu Zang

Publikováno v: Micromachines, Vol 13, Iss 9, p 1397 (2022)

Energy storage technologies are being used excessively in industrial applications and in automobiles. Battery state of charge (SOC) is an important metric to be monitored in these applications to ensure proper and safe functionality. Since SOC cannot

Externí odkaz: https://doaj.org/article/10444543829748efb1622f3ebc79dc71

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