Data-driven state-of-health estimation for lithium-ion battery based on aging features
X Li, L Ju, G Geng, Q Jiang - Energy, 2023 - Elsevier
Reliable state-of-health (SOH) estimation is crucial to the safe operation of lithium-ion
battery. Data-driven SOH estimation becomes a hot research topic with the booming of high …
battery. Data-driven SOH estimation becomes a hot research topic with the booming of high …
State of health estimation for lithium-ion batteries based on healthy features and long short-term memory
Precise estimation of state of health (SOH) are of great importance for proper operation of
lithium-ion batteries equipped in electric vehicles. For real applications, it is however difficult …
lithium-ion batteries equipped in electric vehicles. For real applications, it is however difficult …
Data-driven battery state-of-health estimation and prediction using IC based features and coupled model
Accurate estimation and prediction of the lithium-ion battery state of health (SOH) play a vital
role in improving the reliability and safety of battery operations. However, the complexity of …
role in improving the reliability and safety of battery operations. However, the complexity of …
A fast state-of-health estimation method using single linear feature for lithium-ion batteries
Data-driven methods are commonly used for state of health (SOH) estimation, which is
essential to battery energy management. However, complex machine learning models, data …
essential to battery energy management. However, complex machine learning models, data …
State of health estimation of lithium-ion battery with automatic feature extraction and self-attention learning mechanism
Accurate state of health (SOH) estimation is significantly important to ensure the safe and
reliable operation of lithium-ion battery. Most existing data-driven estimation methods are …
reliable operation of lithium-ion battery. Most existing data-driven estimation methods are …
Data-driven transfer-stacking-based state of health estimation for lithium-ion batteries
State-of-health (SOH) of lithium-ion batteries plays a vital role in the safe and reliable
operation of electric vehicles. However, most of the existing SOH estimation methods still …
operation of electric vehicles. However, most of the existing SOH estimation methods still …
Optimized multi-source fusion based state of health estimation for lithium-ion battery in fast charge applications
Knowing the health state of the batteries would enhance the energy storage system's
reliability and safety, especially for fast charge applications. Here we propose a synergetic …
reliability and safety, especially for fast charge applications. Here we propose a synergetic …
Feature parameter extraction and intelligent estimation of the State-of-Health of lithium-ion batteries
Y Deng, H Ying, E Jiaqiang, H Zhu, K Wei, J Chen… - Energy, 2019 - Elsevier
In order to provide an accurate State-Of-Health (SOH) estimation, a novel estimation method
is proposed in this paper. In this work, some battery SOH relate features are selected …
is proposed in this paper. In this work, some battery SOH relate features are selected …
State-of-health estimation of lithium-ion batteries by fusing an open circuit voltage model and incremental capacity analysis
The state of health (SOH) is a vital parameter enabling the reliability and life diagnostic of
lithium-ion batteries. A novel fusion-based SOH estimator is proposed in this study, which …
lithium-ion batteries. A novel fusion-based SOH estimator is proposed in this study, which …
Constant current charging time based fast state-of-health estimation for lithium-ion batteries
The state of health (SOH) estimation is critical for a battery management system's safe
operation. Considering feature extraction, time-consuming, model/calculation complexity …
operation. Considering feature extraction, time-consuming, model/calculation complexity …
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