Author

Farhan Akhtar

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Open access Aug 2026

Multi-Source Impedance and Discharge Feature Learning for Cross-Battery State-of-Health Estimation of Lithium-Ion Batteries

Accurate state-of-health (SOH) estimation is essential for the reliable operation of lithium-ion batteries. However, predicting SOH for previously unseen batteries remains challenging because degradation behavior varies among cells. This study proposes a multi-source feature-learning framework that combines electrochem...

Syed Adil Sardar, Farhan Akhtar, Wajid Ali et al. · Batteries · 0 citations

Review Open access Aug 2026

Machine Learning-Driven Design of Metal Oxide Gas Sensors: From Mechanisms to Intelligent Sensing: A Review

Recent progress in ML-assisted MO-GSs is summarized, covering sensor array design, feature engineering, and classification algorithms, including support vector machines (SVMs), random forests (RFs), and deep neural networks (DNNs).

Abdul Shakoor, Syed Adil Sardar, Farhan Akhtar et al. · Processes · 0 citations