Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Interpretable Battery Cycle Life Range Prediction Using Early
  Degradation Data at Cell Level   Battery cycle life prediction using early degradation data has many potential
applications throughout the battery product life cycle. Various data-driven
methods have been proposed for point prediction of battery cycle life with
minimum knowledge of the battery degradation mechanisms. However, management of
batteries at end-of-life with lower economic and technical risk requires
prediction of cycle life with quantified uncertainty, which is still lacking.
The interpretability (i.e., the reason for high prediction accuracy) of these
advanced data-driven methods is also worthy of investigation. Here, a
physics-informed Quantile Regression Forest (QRF) model is introduced to make
cycle life range prediction with uncertainty quantified as the length of the
prediction interval, in addition to point predictions with high accuracy. The
hyperparameters of the QRF model are tuned with a proposed area-based
performance evaluation metric so that the coverage probabilities associated
with the prediction intervals are calibrated. The interpretability of the final
QRF model is explored with two global model-agnostic methods, namely
permutation importance, and partial dependence plot. The final QRF model
facilitates dual-criteria decision-making to select the high-cycle-life
charging protocol with consideration of both point predictions and uncertainty
associated with the prediction.

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The categories of this paper are: astro-ph
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The categories of this paper are: nlin
27
The categories of this paper are: comp-gas
23
The categories of this paper are: solv-int
4
The categories of this paper are: cond-mat
28
The categories of this paper are: alg-geom
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The categories of this paper are: dg-ga
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The categories of this paper are: chem-ph
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The categories of this paper are: supr-con
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The categories of this paper are: q-fin
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The categories of this paper are: nucl-ex
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The categories of this paper are: hep-ph
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The categories of this paper are: patt-sol
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The categories of this paper are: bayes-an
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The categories of this paper are: gr-qc
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The categories of this paper are: quant-ph