Page 154 - Read Online

Zhang et al. J. Mater. Inf. 2026, 6, 11 Page 15 of 17

15. Wei, M.; Xu, J.; Zhu, J.; et al. Influence of size disorder parameter on the thermophysical properties of rare‐earth‐zirconate medium‐
entropy ceramics. J. Am. Ceram. Soc. 2023, 106, 2037-48. DOI
16. Wan, C.; Qu, Z.; Du, A.; Pan, W. Order–disorder transition and unconventional thermal conductivities of the (Sm 1-x Yb x ) 2 Zr 2 O 7 series. J.
Am. Ceram. Soc. 2011, 94, 592-6. DOI
17. Ren, S.; Zong, H. X.; Tao, X. F.; et al. Boson-peak-like anomaly caused by transverse phonon softening in strain glass. Nat. Commun.
2021, 12, 5755. DOI PubMed PMC
18. Wright, A. J.; Wang, Q.; Hu, C.; Yeh, Y.; Chen, R.; Luo, J. Single-phase duodenary high-entropy fluorite/pyrochlore oxides with an
order-disorder transition. Acta. Mater. 2021, 211, 116858. DOI
19. Teng, Z.; Tan, Y.; Zeng, S.; et al. Preparation and phase evolution of high-entropy oxides A 2 B 2 O 7 with multiple elements at A and B
sites. J. Eur. Ceram. Soc. 2021, 41, 3614-20. DOI
20. Ren, G.; Zhang, H.; Che, J.; et al. Oxygen ion diffusion in RE 3 TaO 7 : why long-range migration of O is prohibited in the
2-
defective-fluorite structure? Acta. Mater. 2024, 281, 120362. DOI
21. Wright, A. J.; Wang, Q.; Ko, S.; Chung, K. M.; Chen, R.; Luo, J. Size disorder as a descriptor for predicting reduced thermal
conductivity in medium- and high-entropy pyrochlore oxides. Scr. Mater. 2020, 181, 76-81. DOI
22. Toher, C.; Oses, C.; Esters, M.; et al. High-entropy ceramics: propelling applications through disorder. MRS. Bull. 2022, 47, 194-202.
DOI
23. Han, Y.; Liu, X.; Zhang, Q.; et al. Ultra-dense dislocations stabilized in high entropy oxide ceramics. Nat. Commun. 2022, 13, 2871. DOI
PubMed PMC
24. Yang, Y.; Song, Z.; Lu, G.; et al. Intrinsic toughening and stable crack propagation in hexagonal boron nitride. Nature 2021, 594, 57-61.
DOI PubMed
25. Lee, S.; Esfarjani, K.; Luo, T.; Zhou, J.; Tian, Z.; Chen, G. Resonant bonding leads to low lattice thermal conductivity. Nat. Commun.
2014, 5, 3525. DOI PubMed
26. Singh, P.; Vela, B.; Ouyang, G.; et al. A ductility metric for refractory-based multi-principal-element alloys. Acta. Mater. 2023, 257,
119104. DOI
27. Zhang, Y.; Ren, K.; Wang, W. Y.; et al. Discovering the ultralow thermal conductive A 2 B 2 O 7 -type high-entropy oxides through the
hybrid knowledge-assisted data-driven machine learning. J. Mater. Sci. Technol. 2024, 168, 131-42. DOI
28. Gu, H.; Rohmer, J.; Jetter, J.; et al. Exploding and weeping ceramics. Nature 2021, 599, 416-20. DOI PubMed
29. Braun, J. L.; Rost, C. M.; Lim, M.; et al. Charge-induced disorder controls the thermal conductivity of entropy-stabilized oxides. Adv.
Mater. 2018, 30, e1805004. DOI PubMed PMC
30. Sarkar, A.; Wang, Q.; Schiele, A.; et al. High-entropy oxides: fundamental aspects and electrochemical properties. Adv. Mater. 2019, 31,
e1806236. DOI PubMed
31. He, J.; Xia, Y.; Lin, W.; et al. Accelerated discovery and design of ultralow lattice thermal conductivity materials using chemical
bonding principles. Adv. Funct. Mater. 2022, 32, 2108532. DOI
32. Ritchie, R. O. The conflicts between strength and toughness. Nat. Mater. 2011, 10, 817-22. DOI PubMed
33. Sun, C.; Huang, Y.; Shen, Q.; et al. Embedding two-dimensional graphene array in ceramic matrix. Sci. Adv. 2020, 6, eabb1338. DOI
PubMed PMC
34. Ritchie, R. O. Toughening materials: enhancing resistance to fracture. Philos. Trans. A. Math. Phys. Eng. Sci. 2021, 379, 20200437. DOI
PubMed
35. Porz, L.; Klomp, A. J.; Fang, X.; et al. Dislocation-toughened ceramics. Mater. Horiz. 2021, 8, 1528-37. DOI PubMed
36. Han, J.; Kim, I.; Cho, N.; et al. Toward accurate machine learning-driven prediction of polymeric composites properties based on
experimental data. MGE. Adv. 2025, 3, e70027. DOI
37. Wang, W. Y.; Zhang, S.; Li, G.; et al. Artificial intelligence enabled smart design and manufacturing of advanced materials: the endless
frontier in AI era. MGE. Adv. 2024, 2, e56. DOI
+
38. Shang, Y.; Xiong, Z.; An, K.; Hauch, J. A.; Brabec, C. J.; Li, N. Materials genome engineering accelerates the research and development
of organic and perovskite photovoltaics. MGE. Adv. 2024, 2, e28. DOI
39. Wang, W. Y.; Yin, J.; Chai, Z.; et al. Big data-assisted digital twins for the smart design and manufacturing of advanced materials: from
atoms to products. J. Mater. Inf. 2022, 2, 1. DOI
40. Gao, X.; Wang, W. Y.; Chen, X.; et al. ProME: an integrated computational platform for material properties at extremes and its
application in multicomponent alloy design. MGE. Adv. 2025, 3, e70029. DOI
41. Divilov, S.; Eckert, H.; Hicks, D.; et al. Disordered enthalpy-entropy descriptor for high-entropy ceramics discovery. Nature 2024, 625,
66-73. DOI PubMed PMC