Table 3 RMSEs of battery available capacity estimation using zero-shot learning (ZSL) and transfer learning (TL) on dataset #2 and dataset #3

From: Data-driven available capacity estimation of lithium-ion batteries based on fragmented charge capacity

Dataset

Input feature combinations

Methods

TL

ZSL

Cell #2 in dataset #2

Segments 3, 9

0.020

0.304

Segments 3, 8

0.022

0.213

Cell #4 in dataset #2

Segments 3, 9

0.034

0.266

Segments 3, 8

0.016

0.170

Cell #2 in dataset #3

Segments 3, 9

0.019

0.242

Segments 3, 8

0.024

0.215

Cell #3 in dataset #3

Segments 3, 9

0.019

0.250

Segments 3, 8

0.027

0.222

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