Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/115996
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Title: Solid-phase upcycling toward the production of ultrahigh-loading single-atom catalysts
Authors: Lian, G
Du, Z
Wang, Y
Xiao, Y 
Su, M
Wu, C
Huang, Y
Lin, Y
Xiong, J
Chen, Y
Xi, S
Tu, W
Zou, Z
Chen, Z
Issue Date: Aug-2025
Source: Aggregate, Aug. 2025, v. 6, no. 8, e70052
Abstract: The recovery of valuable transition metals from deactivated catalysts is crucial for alleviating the challenges of resource scarcity and environmental pollution. Guided by AI-powered big data analysis, we identified an important research gap in the sustainable recovery of early transition metals and proposed a solid-phase upcycling strategy to transform waste catalysts into highly valuable single-atom catalysts (SACs). This involves a heat-induced redispersion of metal aggregates into single atoms on the polycrystalline carbon nitride (PCN) support, producing highly active M1-PCN SACs up to 20 wt% (M = Cu, Fe, Co, and Ni). Subsequent techno-economic analysis confirms a two-thirds reduction in production cost and greenhouse gas emissions compared to conventional hydrometallurgical and pyrometallurgical processes, thus paving a new path in the development of sustainable technologies for metal recovery.
Keywords: Big-data analysis
Dynamic aggregation
Single-atom catalysts
Solid-phase upcycling
Spent catalyst recovery
Techno-economic analysis
Publisher: John Wiley & Sons, Inc.
Journal: Aggregate 
ISSN: 2766-8541
EISSN: 2692-4560
DOI: 10.1002/agt2.70052
Rights: This is an open access article under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
© 2025 The Author(s). Aggregate published by SCUT, AIEI and John Wiley & Sons Australia, Ltd.
The following publication G. Lian, Z. Du, Y. Wang, et al. “ Solid-Phase Upcycling Toward the Production of Ultrahigh-Loading Single-Atom Catalysts.” Aggregate 6, no. 8 (2025): 6, e70052 is available at https://doi.org/10.1002/agt2.70052.
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