REFERENCES

1. Shaqsi AZ, Sopian K, Al-hinai A. Review of energy storage services, applications, limitations, and benefits. Energy Rep 2020;6:288-306.

2. Obama B. The irreversible momentum of clean energy. Science 2017;355:126-9.

3. Liu Y, Wu X. Review of vanadium-based electrode materials for rechargeable aqueous zinc ion batteries. J Energy Chem 2021;56:223-37.

4. Shu ZX, Mcmillan RS, Murray JJ. Electrochemical intercalation of lithium into graphite. J Electrochem Soc 1993;140:922-7.

5. Li W, Sun X, Yu Y. Si-, Ge-, Sn-based anode materials for lithium-ion batteries: from structure design to electrochemical performance. Small Methods 2017;1:1600037.

6. Wan F, Zhang Y, Zhang L, et al. Reversible oxygen redox chemistry in aqueous zinc-ion batteries. Angew Chem Int Ed Engl 2019;58:7062-7.

7. Zhou T, Zhu L, Xie L, et al. Cathode materials for aqueous zinc-ion batteries: a mini review. J Colloid Interface Sci 2022;605:828-50.

8. Zuo Y, Wang K, Pei P, et al. Zinc dendrite growth and inhibition strategies. Mater Today Energy 2021;20:100692.

9. Lu W, Xie C, Zhang H, Li X. Inhibition of zinc dendrite growth in zinc-based batteries. ChemSusChem 2018;11:3996-4006.

10. Naskar S, Ojha M, Gazi TR, Ghosal P, Deepa M. Dendrite growth inhibition in a V₆O₁₃ nanorods based non-aqueous Zn-ion battery by a scalable polycarbazole@Carbon nanotubes overlayer. Compos Part B Eng 2023;252:110516.

11. Huang K, Du J, Hu J, et al. Suppressing lithium dendrites by coating MoS₂ with different layer spacings: a multiscale simulation study. Chem Eng Sci 2021;244:116795.

12. Yang S, Du H, Li Y, et al. Advances in the structure design of substrate materials for zinc anode of aqueous zinc ion batteries. Green Energy Environ 2023;8:1531-52.

13. Meyer N, Xu H, Wax JF. Universality of the shear viscosity of alkali metals. Phys Rev B 2017;96:094201.

14. Yang S, Chen A, Tang Z, et al. Regulating the electrochemical reduction kinetics by the steric hindrance effect for a robust Zn metal anode. Energy Environ Sci 2024;17:1095-106.

15. Geng M, Northwood DO. Development of advanced rechargeable Ni/MH and Ni/Zn batteries. Int J Hydrogen Energ 2003;28:633-6.

16. Chang M, Chen F, Fang N. Analysis of membraneless fuel cell using laminar flow in a Y-shaped microchannel. J Power Sources 2006;159:810-6.

17. Wilcox G, Mitchell P. Electrolyte additives for zinc-anoded secondary cells I. Brighteners, levellers and complexants. J Power Sources 1989;28:345-59.

18. Tao H, Lian C, Liu H. Multiscale modeling of electrolytes in porous electrode: from equilibrium structure to non-equilibrium transport. Green Energy Environ 2020;5:303-21.

19. Parker JF, Chervin CN, Nelson ES, Rolison DR, Long JW. Wiring zinc in three dimensions re-writes battery performance - dendrite-free cycling. Energy Environ Sci 2014;7:1117-24.

20. Liu J, Guan C, Zhou C, et al. A flexible quasi-solid-state nickel-zinc battery with high energy and power densities based on 3D electrode design. Adv Mater 2016;28:8732-9.

21. Banik SJ, Akolkar R. Suppressing dendrite growth during zinc electrodeposition by PEG-200 additive. J Electrochem Soc 2013;160:D519-23.

22. Wang J, Zhang L, Zhang C, Zhang J. Effects of bismuth ion and tetrabutylammonium bromide on the dendritic growth of zinc in alkaline zincate solutions. J Power Sources 2001;102:139-43.

23. Mansfeld F, Gilman S. The effect of lead ions on the dissolution and deposition characteristics of a zinc single crystal in 6N KOH. J Electrochem Soc 1970;117:588.

24. Wang SB, Ran Q, Yao RQ, et al. Lamella-nanostructured eutectic zinc-aluminum alloys as reversible and dendrite-free anodes for aqueous rechargeable batteries. Nat Commun 2020;11:1634.

25. Qi Z, Xiong T, Yu ZG, et al. Suppressing zinc dendrite growth in aqueous battery via Zn-Al alloying with spatially confined zinc reservoirs. J Power Sources 2023;558:232628.

26. Peng Y, Lai C, Zhang M, et al. Zn-Sn alloy anode with repressible dendrite grown and meliorative corrosion resistance for Zn-air battery. J Power Sources 2022;526:231173.

27. Xue R, Kong J, Wu Y, et al. Highly reversible zinc metal anodes enabled by a three-dimensional silver host for aqueous batteries. J Mater Chem A 2022;10:10043-50.

28. Tao H, Hou Z, Zhang L, Yang X, Fan L. Manipulating alloying reaction to achieve the stable and dendrite-free zinc metal anodes. Chem Eng J 2022;450:138048.

29. Fayette M, Chang HJ, Li X, Reed D. High-performance InZn alloy anodes toward practical aqueous zinc batteries. ACS Energy Lett 2022;7:1888-95.

30. Sun K, Xiao Z, Shen Y, et al. MOF-derived Se doped MnS/Ti₃C₂T_x as cathode and Zn-Ti₃C₂T_x membrane as anode for rocking-chair zinc-ion battery. Nano Res 2024;17:2781-9.

31. Shen Y, Liu Y, Sun K, et al. Zincophilic Ti₃C₂Cl₂ MXene and anti-corrosive Cu NPs for synergistically regulated deposition of dendrite-free Zn metal anode. J Mater Sci Technol 2024;169:137-47.

32. Mcbreen J, Gannon E. The electrochemistry of metal oxide additives in pasted zinc electrodes. Electrochimica Acta 1981;26:1439-46.

33. Sun K, Shen Y, Min J, et al. MOF-derived Zn/Co co-doped MnO/C microspheres as cathode and Ti₃C₂@Zn as anode for aqueous zinc-ion full battery. Chem Eng J 2023;454:140394.

34. Cheng XB, Zhang R, Zhao CZ, Zhang Q. Toward safe lithium metal anode in rechargeable batteries: a review. Chem Rev 2017;117:10403-73.

35. Zheng X, Ahmad T, Chen W. Challenges and strategies on Zn electrodeposition for stable Zn-ion batteries. Energy Storage Mater 2021;39:365-94.

36. Zhao Q, Liu W, Chen Y, Chen L. Ultra-stable Zn metal batteries with dendrite-free Cu-Sn alloy induced high-quality composite Zn mesh. Chem Eng J 2022;450:137979.

37. Zhang Y, Howe JD, Ben-yoseph S, Wu Y, Liu N. Unveiling the origin of alloy-seeded and nondendritic growth of Zn for rechargeable aqueous Zn batteries. ACS Energy Lett 2021;6:404-12.

38. Chen Z, Yang Y. Data-driven design of eutectic high entropy alloys. J Mater Inf 2023;3:10.

39. Hu Y, Chen J, Wei Z, He Q, Zhao Y. Recent advances and applications of machine learning in electrocatalysis. J Mater Inf 2023;3:18.

40. Wang Y, Wagner N, Rondinelli JM. Symbolic regression in materials science. MRS Commun 2019;9:793-805.

41. Ouyang R, Curtarolo S, Ahmetcik E, Scheffler M, Ghiringhelli LM. SISSO: a compressed-sensing method for identifying the best low-dimensional descriptor in an immensity of offered candidates. Phys Rev Mater 2018;2:083802.

42. Weng B, Song Z, Zhu R, et al. Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts. Nat Commun 2020;11:3513.

43. Kresse G, Hafner J. Ab initio molecular dynamics for liquid metals. Phys Rev B Condens Matter 1993;47:558-61.

44. Kresse G, Hafner J. Ab initio molecular-dynamics simulation of the liquid-metal-amorphous-semiconductor transition in germanium. Phys Rev B Condens Matter 1994;49:14251-69.

45. Kresse G, Furthmüller J. Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set. Phys Rev B Condens Matter 1996;54:11169-86.

46. Kresse G, Furthmüller J. Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set. Comput Mater Sci 1996;6:15-50.

47. Perdew JP, Burke K, Wang Y. Generalized gradient approximation for the exchange-correlation hole of a many-electron system. Phys Rev B Condens Matter 1996;54:16533-9.

48. Zhou F, Cococcioni M, Marianetti CA, Morgan D, Ceder G. First-principles prediction of redox potentials in transition-metal compounds with LDA + U. Phys Rev B 2004;70:235121.

49. Monkhorst HJ, Pack JD. Special points for Brillouin-zone integrations. Phys Rev B 1976;13:5188-92.

50. Zheng J, Zhao Q, Tang T, et al. Reversible epitaxial electrodeposition of metals in battery anodes. Science 2019;366:645-8.

51. Cai Z, Wang J, Lu Z, et al. Ultrafast metal electrodeposition revealed by in situ optical imaging and theoretical modeling towards fast-charging Zn battery chemistry. Angew Chem Int Ed Engl 2022;61:e202116560.

52. Jain A, Ong SP, Hautier G, et al. Commentary: the materials project: a materials genome approach to accelerating materials innovation. APL Mater 2013;1:011002.

53. Wagner S, Kronberger G, Beham A, et al. Architecture and design of the heuristiclab optimization environment. In: Klempous R, Nikodem J, Jacak W, Chaczko Z, editors. Advanced methods and applications in computational intelligence. Heidelberg: Springer International Publishing; 2014. pp. 197-261.

54. Liu Z, Ren J, Wang F, et al. Tuning surface energy of Zn anodes via Sn heteroatom doping enabled by a codeposition for ultralong life span dendrite-free aqueous Zn-ion batteries. ACS Appl Mater Interfaces 2021;13:27085-95.

55. Jäckle M, Helmbrecht K, Smits M, Stottmeister D, Groß A. Self-diffusion barriers: possible descriptors for dendrite growth in batteries? Energy Environ Sci 2018;11:3400-7.

56. Huang K, Liu Y, Liu H. Understanding and predicting lithium crystal growth on perfect and defective interfaces: a kohn-sham density functional study. ACS Appl Mater Interfaces 2019;11:37239-46.

57. Kim HJ, Kim S, Kim S, et al. Gold-nanolayer-derived zincophilicity suppressing metallic zinc dendrites and its efficacy in improving electrochemical stability of aqueous zinc-ion batteries. Adv Mater 2024;36:e2308592.

58. Yu J, Xi S, Pan S, et al. Machine learning-guided design and development of metallic structural materials. J Mater Inf 2021;1:9.

59. Pei W, Zhang W, Yu X, et al. Computational design of spatially confined triatomic catalysts for nitrogen reduction reaction. J Mater Inf 2023;3:26.