2020
DOI: 10.1016/j.jechem.2019.08.008
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Rational design on separators and liquid electrolytes for safer lithium-ion batteries

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Cited by 213 publications
(89 citation statements)
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References 103 publications
(121 reference statements)
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“…There are still many important energy materials-related issues to explore assisted by ML, such as: (i) The efficient catalysts for nitrogen fixation reaction [152], (ii) catalytic efficiency of artificial photosynthesis [153], (iii) the degradation mechanism and life prediction of lithium-ion battery [154], (iv) prediction of key parameters for battery nail penetration test [155], and (v) agreed test criteria for flexible electronics and wearable devices [156]. All in all, high efficient/stable green energy materials need to be realized with the support of emerging artificial intelligence technologies.…”
Section: Discussionmentioning
confidence: 99%
“…There are still many important energy materials-related issues to explore assisted by ML, such as: (i) The efficient catalysts for nitrogen fixation reaction [152], (ii) catalytic efficiency of artificial photosynthesis [153], (iii) the degradation mechanism and life prediction of lithium-ion battery [154], (iv) prediction of key parameters for battery nail penetration test [155], and (v) agreed test criteria for flexible electronics and wearable devices [156]. All in all, high efficient/stable green energy materials need to be realized with the support of emerging artificial intelligence technologies.…”
Section: Discussionmentioning
confidence: 99%
“…In the past few decades, society has witnessed the invention of self-powered medical implant devices, wireless electronics, electric vehicles, and many other applications that are powered by batteries with different shapes and sizes. Traditional batteries using organic liquid electrolytes have demonstrated the benefits of high ionic conductivity and excellent wettability with electrodes (Zhang, 2007;He et al, 2019), but suffer from potential safety issues such as high flammability, poor thermal stability, and liquid leakage (Strauss et al, 2020;Yin et al, 2020;Yuan and Liu, 2020). To tackle the inherent safety shortcomings of traditional batteries while meeting high demands on electrochemical performances, batteries using the solid-state electrolyte (SSE) has demonstrated a promising choice to be the better alternatives.…”
Section: Introductionmentioning
confidence: 99%
“…simulated the deformation of two kinds of separator prepared by PE and PP under compressive strain based on the real microstructure of the separator acquired with focused ion beam SEM tomography. Besides, the air permeability, the thermal shrinkage and the thermal shutdown properties are also important parameters for LIB separators 37–39 …”
Section: Introductionmentioning
confidence: 99%