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Academic Journal
Intelligent prediction and oriented design of high-hardness high-entropy ceramics
Anzhe Wang, Jicheng Liu, Linwei Guo, Kejie Qu, Haishen Xie, Yawei Li, Bin Du
Journal of Materials Research and Technology, Vol 36, Iss , Pp 6015-6023 (2025)
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| Title | Intelligent prediction and oriented design of high-hardness high-entropy ceramics |
|---|---|
| Authors | Anzhe Wang, Jicheng Liu, Linwei Guo, Kejie Qu, Haishen Xie, Yawei Li, Bin Du |
| Publication Year |
2025
|
| Source |
Journal of Materials Research and Technology, Vol 36, Iss , Pp 6015-6023 (2025)
|
| Description |
High-entropy ceramics are considered vital candidate materials for applications in rail transportation and advanced manufacturing due to their exceptional hardness and wear resistance. However, the intricate relationship between their composition and mechanical properties presents challenges for on-demand material design. This work utilizes machine learning and heuristic optimization algorithms to achieve accurate predictions of bulk high-entropy ceramics hardness (with validation set errors
|
| Document Type |
article
|
| Language |
English
|
| Publisher Information |
Elsevier, 2025.
|
| Subject Terms | |
