journal article·2026-04Open access

Investigation of binder-jetted gyroid lattice sand molds for thermal dissipation and solidification control

Jian Huang, Haoqin Yang, Zhongde Shan, Dandan Yan, Haoming Shi, Tianxiong Hu, Dongdong Gu

Materials & Design· Volume 264

Abstract

• Gyroid lattice sand molds enable controllable cooling for regulated solidification in sand casting. • Compressive performance is governed by coupled effects of lattice geometry and effective material fraction. • Forced convection increased cooling rates to over 1.0 °C/s in Gyroid lattice molds. • Optimized 20–2.0 mold improved cooling by 35% and reduced grain size by 42% in EV31A castings. Precise control of cooling during sand casting remains challenging, as conventional dense and hollow sand molds provide limited regulation of local cooling rates. This study develops Gyroid lattice sand molds with controllable thermal dissipation, enabling regulation of cooling rates and subsequent control of solidification behavior in EV31A magnesium alloy castings. Using binder jetting, Gyroid lattice molds with different unit cell sizes and mid-surface offsets were fabricated, and their manufacturability, compressive performance, cooling behavior, and solidification response were evaluated under adiabatic, natural, and forced convection conditions. Results show that larger unit cell sizes increase pore scale and reduce effective material fraction, leading to intensified stress concentration and reduced compressive strength, whereas increasing mid-surface offset improves material continuity and redistributes stress, enhancing load-bearing capacity. Cooling performance is strongly correlated with pore size and cavity throat diameter, and the optimized 20–2.0 configuration achieves cooling rates above 1.0 °C/s under forced convection. Solidification experiments further demonstrate a ∼35% increase in cooling rate and a ∼42% reduction in grain size, confirming the effectiveness of Gyroid lattice molds for cooling regulation and microstructural refinement. Gyroid lattice sand molds offer a promising pathway for lightweight, functional, and cooling-controllable mold design in advanced sand casting applications
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Materials Engineering and Processing · Aluminum Alloy Microstructure Properties · Magnesium Alloys: Properties and Applications

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (38)

Show source-provided references
1. Shan · 2017
2. 3D printing for rapid sand casting—a review10.1016/j.jmapro.2017.07.017 ↗
3. Research on forming method of additive manufacturing of frozen sand mold
4. Progress and challenges of binder jet 3D printing of sand molds for advanced casting
5. Compensated printing and characterization of droplet binder migration during sand mold 3D printing10.1016/j.jmapro.2023.10.073 ↗
6. 3D sand mould printing: a review and a new approach10.1108/RPJ-05-2016-0088 ↗
7. Case studies on integrating 3D sand-printing technology into sand-casting foundry production10.1007/s40962-019-00340-1 ↗
8. Comparative study of sand mold fabrication using additive manufacturing and conventional processes10.1007/s00170-018-2020-z ↗
9. Recent developments in binder jetting metal additive manufacturing: materials and process characteristics10.1080/00325899.2019.1669299 ↗
10. Effects of hollow sand mold on microstructure and mechanical properties of low-pressure aluminum alloy castings10.1016/j.jmrt.2023.12.270 ↗
11. Formation mechanisms of porosity defects in sand-cast Al–Li alloys10.1016/j.jmrt.2022.06.148 ↗
12. Additive manufacturing-driven mold design for castings
13. Controlled cooling of aluminum alloy castings using 3D-printed rib-reinforced shell molds10.1007/s41230-018-7252-x ↗
14. Effects of hollow structures in sand molds manufactured using 3D printing10.1016/j.jmatprotec.2017.12.031 ↗
15. Cooling control of castings using skeletal sand mold design10.1007/s41230-021-0150-7 ↗
16. Advances in digital multi-material composite sand-mold binder-jetting forming technology and equipment
17. Schwarz · 1890
18. A.H. Schoen, Infinite periodic minimal surfaces without self-intersections, NASA Technical Report TM-1970-C98, 1970.
19. C. Yan, L. Hao, L. Yang, et al., Metal alloys uniform TPMS structures, in: Triply Periodic Minimal Surface Lattices Additively Manufactured by Selective Laser Melting, Academic Press, 2021, pp. 39–130.10.1016/B978-0-12-824438-8.00003-0 ↗
20. Mechanical properties of architected interpenetrating phase composites10.1016/j.compstruct.2017.05.026 ↗
21. Numerical study on thermo-fluid anisotropy in TPMS lattices10.1016/j.ijheatmasstransfer.2023.124541 ↗
22. Numerical analysis of Schwartz-D based heat exchangers10.1016/j.ijheatmasstransfer.2021.121415 ↗
23. Effects of porosity grading in TPMS lattices embedded with phase change materials10.1016/j.ijheatmasstransfer.2021.122111 ↗
24. Porous gyroid heat sinks: Effects of cell size, porosity, and material
25. Convective heat transfer enhancement via Gyroid TPMS lattice control10.1016/j.applthermaleng.2023.120797 ↗
26. Forced convection CFD of TPMS-based heat sinks
27. Convective heat transfer analysis of Diamond, Gyroid, and IWP TPMS lattices10.1016/j.ijheatmasstransfer.2022.123642 ↗
28. Flow and heat transfer in TPMS structures and hybrid lattices
29. Gyroid TPMS heat sinks for electronic cooling10.1016/j.enconman.2024.118918 ↗
30. Frozen sand mold casting for thin-walled aluminum alloy components
31. Mechanical enhancement of Voronoi-based architected metamaterials
32. Integrated manufacturing of multi-material sand molds via binder jetting10.1108/RPJ-05-2024-0205 ↗
33. Experimental and digital investigation of 3D printed sandwich sand molds
34. Thermal erosion of 3D printed sand molds: theory and experiments
35. Design and mechanical characterization of solid and highly porous 3D printed poly(propylene fumarate) scaffolds10.1007/s40964-017-0021-3 ↗
36. Tao · 2019
37. Hua · 2005
38. Numerical simulation of directional solidification with multi-shell molds10.1016/j.jmrt.2022.06.037 ↗