A two-phase topology optimization method for manufacturable functionally-graded lattice structures with casting process
- Authors
- Yi, Bing; Liu, Long; Wang, Tianci; Peng, Xiang; Yoon, Gil-Ho
- Issue Date
- Dec-2026
- Publisher
- ELSEVIER SCIENCE INC
- Keywords
- Minimal length scale; Two-phase; Functionally-graded lattice structure; Topology optimization
- Citation
- APPLIED MATHEMATICAL MODELLING, v.160, pp 1 - 14
- Pages
- 14
- Indexed
- SCIE
SCOPUS
- Journal Title
- APPLIED MATHEMATICAL MODELLING
- Volume
- 160
- Start Page
- 1
- End Page
- 14
- URI
- https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/213325
- DOI
- 10.1016/j.apm.2026.117097
- ISSN
- 0307-904X
1872-8480
- Abstract
- Topology optimization often yields intricate truss-like structures that are challenging to fabricate using conventional manufacturing methods. To deal with this issue, this paper proposes a two-phase topology optimization method to enhance the manufacturability of functionally-graded lattice structures with the casting process. Specifically, the minimal length scales of two phases, including void and solid phases are proposed to exactly align with the manufacturing constraints of the final product and its mold. Additionally, a penalty function is employed to eliminate grey elements, ensuring a clear, easily manufacturable solution for both the cast product and its mold. Finally, the two-phase-based topology optimization of both conventional continuous structures and functionally-graded lattice structures is formulated, and the product and its mold are optimized simultaneously via the Method of Moving Asymptotes (MMA). Numerical examples of both the conventional SIMP method and the integration of functionally-graded lattice structures are used to demonstrate the effectiveness of the proposed method in simultaneously optimizing both the product and casting. To validate the approach, a functionally-graded lattice structure was successfully cast using aluminum alloy, confirming the practical applicability of the method.
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