DOE OSTI · 3020289
Achieving high rate performance in hybrid pristine-recycled cathodes using model-informed electrode designs
Abstract
Direct recycling lithium-ion battery cathodes, a process that retains the engineered oxide structures from end-of-life materials, presents a cost-effective and energy-efficient alternative to other battery recycling methods. However, while direct-recycled cathodes have demonstrated performance comparable to that of pristine materials at low cycling rates, their high-rate performance remains uncertain. Morphology changes in cathode particles, a main mode of degradation, directly impact rate performance by limiting surface kinetics and solid-phase diffusion. If direct recycling processes do not sufficiently restore pristine-like morphologies, the recycled materials may retain structural defects that hinder high-rate performance. The present work uses a physics-based pseudo-2D model to simulate hybrid electrodes with pristine and artificially “aged/recycled” NMC materials to investigate potential impacts of incorporating performance-limited aged cathode materials into cells. The study highlights how differences in transport and kinetic properties can influence rate capabilities in mixed electrodes — particularly in high-loading cells in high-demand applications. However, model results also reveal a possible mitigation strategy via dual-layer electrode architectures with lower-performing materials positioned near the current collector. Simulations of 4.0 mAh cm −2 cells cycled at 4C using a dual-layer architecture provided approximately 5%–30% more capacity in constant-current protocols compared to homogeneously blended electrode architectures with the same loadings and mixed-material compositions. These findings highlight the importance of strategic electrode design in minimizing potential performance losses and facilitating the integration of recycled materials into high-performance batteries, advancing sustainable and cost-effective battery manufacturing.
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Randall, Corey R. [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000152672253), McKalip, Nick [National Laboratory of the Rockies (NLR), Golden, CO (United States); Univ. of Colorado, Boulder, CO (United States)] (ORCID:0000000210690303), Fink, Kae E. [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000193634632), Verma, Ankit [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000276108574), Singh, Avtar [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000340438595), Mallarapu, Anudeep [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000338614748), Weddle, Peter J. [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000216000756), Colclasure, Andrew M. [National Laboratory of the Rockies (NLR), Golden, CO (United States)] (ORCID:0000000295745106). 2026-02-09. Achieving high rate performance in hybrid pristine-recycled cathodes using model-informed electrode designs. https://doi.org/10.1016/j.electacta.2026.148385
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