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Ramani Kannan

2 papers indexed

crossrefMachines2026-01-07Cited by 2

Cooperative Control and Energy Management for Autonomous Hybrid Electric Vehicles Using Machine Learning

Jewaliddin Shaik, Sri Phani Krishna Karri, Anugula Rajamallaiah, Kishore Bingi, Ramani Kannan

The growing deployment of connected and autonomous vehicles (CAVs) requires coordinated control strategies that jointly address safety, mobility, and energy efficiency. This paper presents a novel two-stage cooperative control framework for autonomous hybrid electric vehicle (HEV…

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crossrefWorld Electric Vehicle Journal2025-05-24Cited by 6

Optimizing State of Charge Estimation in Lithium–Ion Batteries via Wavelet Denoising and Regression-Based Machine Learning Approaches

Mohammed Isam Al-Hiyali, Ramani Kannan, Hussein Shutari

Accurate state of charge (SOC) estimation is key for the efficient management of lithium–ion (Li-ion) batteries, yet is often compromised by noise levels in measurement data. This study introduces a new approach that uses wavelet denoising with a machine learning regression model…

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