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Remaining Capacity Estimation for Lithium-Ion Batteries Based on ...
Efficient and accurate prediction of battery remaining capacity can guarantee the safety and reliability of electric vehicles (EVs). However, battery capacity is difficult to measure …
Data-driven capacity estimation of commercial lithium-ion …
A method based on the remaining electrical charge with a threshold according to the incremental capacity ... P. et al. Capacity estimation for lithium-ion battery using …
Remaining Discharge Capacity Online Estimation for Lithium-Ion ...
In this paper, the remaining discharge capacity is defined to describe how much capacity can be discharged when discharge cut-off voltage is reached. It takes State of Charge (SOC), …
Prediction of the remaining useful life of lithium-ion battery …
6 · Gou B, Xu Y, Feng X. State-of-health estimation and remaining-useful-life prediction for lithium-ion battery using a hybrid data-driven method. IEEE Trans Veh Technol 2020; 69(10): …
Online capacity estimation of lithium-ion batteries with deep …
The focus of this work is the development of a deep learning approach for remaining capacity estimation from available sensor data of battery operation, and this dataset …
Real-Time Lithium Battery Aging Prediction Based on Capacity Estimation ...
However, battery capacity cannot be measured directly, and thus, there is an urgent need to develop methods for estimating battery capacity in real time. By analyzing the historical data of …
A Method of Remaining Capacity Estimation for …
Combining particle filter (PF) with sample entropy feature of discharge voltage, a method of remaining capacity estimation for lithium-ion battery is proposed. The sample entropy calculated from discharge voltage …
Remaining Capacity Estimation of Lithium-ion Batteries based on …
Finally, the screened features are adopted as input to train a support vector regression model for estimating the lithium-ion batteries remaining capacity. Test and verify the proposed method …
Remaining capacity estimation for lithium-ion batteries via co ...
Presently, lithium-ion battery''s remaining capacity can be determined by specially designed experiment or proper estimation, and accurate capacity information can not …
A data-driven remaining capacity estimation approach for lithium …
This work presents a data-driven capacity estimation approach for lithium-ion batteries based on charging HF extraction and optimization. The charge HFs with high …
A deep belief network approach to remaining capacity estimation …
To date, a substantial amount of research has been conducted in the field of remaining capacity estimation for lithium-ion batteries. This research can generally be divided …
Remaining Capacity Estimation for Lithium-Ion Batteries Based …
Efficient and accurate prediction of battery remaining capacity can guarantee the safety and reliability of electric vehicles (EVs). However, battery capacity is difficult to measure …
Prediction of the remaining useful life of lithium-ion battery based …
6 · Gou B, Xu Y, Feng X. State-of-health estimation and remaining-useful-life prediction for lithium-ion battery using a hybrid data-driven method. IEEE Trans Veh Technol 2020; 69(10): …
Remaining Capacity Estimation of Lithium-ion Batteries based …
Finally, the screened features are adopted as input to train a support vector regression model for estimating the lithium-ion batteries remaining capacity. Test and verify the proposed method …
Online estimation of lithium-ion battery remaining discharge capacity …
DOI: 10.1016/J.JPOWSOUR.2014.10.132 Corpus ID: 94809776; Online estimation of lithium-ion battery remaining discharge capacity through differential voltage …
Remaining capacity estimation of lithium-ion batteries based …
Based on the extracted aging feature, a data-driven remaining capacity estimation model is established by using a classical machining learning technique named support vector …
A Method of Remaining Capacity Estimation for Lithium-Ion Battery …
Combining particle filter (PF) with sample entropy feature of discharge voltage, a method of remaining capacity estimation for lithium-ion battery is proposed. The sample …
A remaining capacity estimation approach of lithium-ion …
This work presents a remaining capacity estimation method for lithium-ion batteries based on partial charging curve and health feature fusion. The CCHFs and CVHFs …
Remaining Discharge Capacity Online Estimation for Lithium …
In this paper, the remaining discharge capacity is defined to describe how much capacity can be discharged when discharge cut-off voltage is reached. It takes State of Charge (SOC), …
Fast Remaining Capacity Estimation for Lithium‐ion …
This method requires new batteries'' capacity degradation data from aging tests and the corresponding pulse test data. The pulse and corresponding capacity data are collected in three ways, including pulse tests …
Online Capacity Estimation for Lithium-Ion Batteries in Partial ...
Abstract. Employed extensively for lithium-ion battery health assessment and capacity estimation, incremental capacity analysis (ICA) traditionally requires substantial time …
A Method of Remaining Capacity Estimation for Lithium-Ion Battery …
Methods of battery capacity estimation are proposed based on the following two ideas. One method is feature-based. In one sense, as variations of voltage, current, and …
Remaining capacity estimation of lithium-ion batteries based on …
Based on the extracted aging feature, a data-driven remaining capacity estimation model is established by using a classical machining learning technique named support vector …
A novel variable activation function-long short-term memory …
Capacity estimation of lithium-ion batteries is significant to achieving the effective establishment of the prognostics and health management (PHM) system of lithium …
Fast Remaining Capacity Estimation for Lithium‐ion …
The new strategy of combining short pulse tests with machine-learning algorithms could further open window for efficiently forecasting lithium-ion battery remaining capacity. 1 Introduction By 2050, electric vehicles (EVs) …
Fast Remaining Capacity Estimation for Lithium‐ion Batteries …
The new strategy of combining short pulse tests with machine-learning algorithms could further open window for efficiently forecasting lithium-ion battery remaining …
Comprehensive Review of Lithium-Ion Battery State of Charge Estimation …
The state of charge (SoC) is a critical parameter in lithium-ion batteries and their alternatives. It determines the battery''s remaining energy capacity and influences its …