Please wait a minute...
浙江大学学报(工学版)  2026, Vol. 60 Issue (11): 2329-2337    DOI: 10.3785/j.issn.1008-973X.2026.11.002
机械工程     
三周期极小曲面多孔结构全参数化设计与关联模型
刘海宇1(),万琴1,许鑫1(),文兆隆1,杨海峰1,李洋2,*(),梅德庆2
1. 中国矿业大学 机电工程学院,江苏 徐州 221116
2. 浙江大学 机械工程学院,浙江 杭州 310058
Fully parametric design and parameter correlation models of triply periodic minimal surface porous structures
Haiyu LIU1(),Qin WAN1,Xin XU1(),Zhaolong WEN1,Haifeng YANG1,Yang LI2,*(),Deqing MEI2
1. College of Mechanical and Electrical Engineering, China University of Mining and Technology, Xuzhou 221116, China
2. College of Mechanical Engineering, Zhejiang University, Hangzhou 310058, China
 全文: PDF(6438 KB)   HTML
摘要:

构建Sheet构型三周期极小曲面(TPMS)多孔结构全参数调控方法,并建立设计参数与结构参数(孔隙率、比表面积)的数学关联模型. 采用隐式等值面函数构建Sheet构型TPMS多孔结构统一数学表达式,通过周期参数与曲率参数实现对结构孔隙率、几何形貌的定量精准调控;利用Network构型TPMS多孔结构与Sheet构型TPMS多孔结构的布尔差集几何转换关系,建立设计参数与结构参数的数学关联模型;确定5种典型曲面曲率参数的有效取值区间,规避结构断开、闭孔之类不可制造缺陷;采用三因素六水平正交试验完成模型精度验证. 研究结果表明,所建立的数学模型能够精准控制TPMS多孔结构的几何形貌,且孔隙率与比表面积的平均计算误差均小于0.3%.

关键词: 三周期极小曲面;  参数化设计;  多孔结构;  数学关联模型;  几何形貌    
Abstract:

A full parametric control method for sheet-type triply periodic minimal surface (TPMS) porous structures was developed, and mathematical correlation models relating design parameters to porosity and specific surface area were established. Implicit isosurface functions were used to unify the mathematical expression of sheet-type TPMS porous structures, achieving precise quantitative regulation of porosity and structural morphology via periodic and curvature parameters. Based on the geometric transformation of Boolean difference operations between network-type and sheet-type TPMS structures, mathematical correlation models were constructed. The valid curvature parameter ranges of five typical TPMS surfaces were determined to avoid unmanufacturable defects such as discontinuous frameworks and enclosed pores. Three-factor six-level orthogonal tests were conducted for model accuracy verification. The results show that the proposed models can accurately control the geometric morphology of TPMS porous structures, with the average calculation errors of porosity and specific surface area both below 0.3%.

Key words: triply periodic minimal surface    parametric design    porous structure    mathematical correlation model    geometric morphology
收稿日期: 2026-04-30 出版日期: 2026-10-16
CLC:  TH 123  
基金资助: 江苏省国家青年科学基金资助项目(BK20251641);中央高校基础科研基金资助项目(2025QN1051).
通讯作者: 李洋     E-mail: lhy@cumt.edu.cn;ts25050152p31ty@cumt.edu.cn;meyangli@zju.edu.cn
作者简介: 刘海宇(1997—),男,硕导,博士,从事超结构设计与增材制造研究. orcid.org/0000-0002-4797-9290. E-mail:lhy@cumt.edu.cn
服务  
把本文推荐给朋友
加入引用管理器
E-mail Alert
作者相关文章  
刘海宇
万琴
许鑫
文兆隆
杨海峰
李洋
梅德庆

引用本文:

刘海宇,万琴,许鑫,文兆隆,杨海峰,李洋,梅德庆. 三周期极小曲面多孔结构全参数化设计与关联模型[J]. 浙江大学学报(工学版), 2026, 60(11): 2329-2337.

Haiyu LIU,Qin WAN,Xin XU,Zhaolong WEN,Haifeng YANG,Yang LI,Deqing MEI. Fully parametric design and parameter correlation models of triply periodic minimal surface porous structures. Journal of ZheJiang University (Engineering Science), 2026, 60(11): 2329-2337.

链接本文:

https://www.zjujournals.com/eng/CN/10.3785/j.issn.1008-973X.2026.11.002    或    https://www.zjujournals.com/eng/CN/Y2026/V60/I11/2329

图 1  5种典型的TPMS曲面
TPMS函数公式
Primitive (P)$ \phi (x,y,z)=\cos\; ({\omega }_{x}x)+\cos\; ({\omega }_{y}y)+\cos\; ({\omega }_{z}z)=C $
Gyroid (G)$ \phi (x,y,z)=\sin\; ({\omega }_{x}x)\cos\; ({\omega }_{y}y)+\sin\; ({\omega }_{y}y)\cos\; ({\omega }_{z}z)+\sin\; ({\omega }_{z}z)\cos\; ({\omega }_{x}x)=C $
Diamond (D)$ \phi (x,y,z)=\cos\; ({\omega }_{x}x)\cos\; ({\omega }_{y}y)\cos\; ({\omega }_{z}z)+\sin\; ({\omega }_{x}x)\sin\; ({\omega }_{y}y)\sin\; ({\omega }_{z}z)=C $
I-Wrapped Package (IWP)$\phi(x, y, z)= 2[\cos\; (\omega_x x) \cos\; (\omega_y y)+\cos\; (\omega_y y) \cos\; (\omega_z z)+\cos\; (\omega_z z) \cos\; (\omega_x x)]-[\cos\; (2 \omega_x x)+\cos\; (2 \omega_y y)+\cos\; (2 \omega_z z)]=C $
Frenet-Rodrigues (FRD)$\phi(x, y, z)= 4 \cos\; (\omega_x x) \cos\; (\omega_y y) \cos\; (\omega_z z)-[\cos\; (2 \omega_x x) \cos\; (2 \omega_y y)+\cos\; (2 \omega_x x) \cos\; (2 \omega_z z)+\cos\; (2 \omega_y y) \cos\; (2 \omega_z z)]=C$
表 1  TPMS函数表达式
图 2  Network构型TPMS和Sheet构型TPMS多孔结构生成示意图
图 3  全参数Sheet-TPMS多孔结构生成示意图
图 4  Sheet-P多孔结构随着参数C、ω的变化情况
图 5  Network-TPMS和Sheet-TPMS多孔结构
图 6  不同曲率参数下的Network-P多孔结构
图 7  Network-TPMS多孔结构的孔隙率和比表面积与参数C或ω的关系
图 8  Network-TPMS多孔结构的结构参数计算
TPMS数学关联模型R2
P$ {\varphi }_{\rm{P}}=-0.286\;27C+0.5 $$ {R}^{2}=1.000 $
$ {S }_{{\rm{v}}{\text{-P}}}=(-0.062\;24{C}^{4}-0.177\;64{C}^{2}+1.175\;89)\cdot \omega $$ {R}^{2}=1.000 $
G$ {\varphi }_{{\mathrm{G}}}=-0.010\;45{C}^{3}-0.319\;85C+0.5 $$ {R}^{2}=1.000 $
$ {S }_{{\rm{v}}{\text{-G}}}=(-0.122\;99{C}^{6}+0.158\;89{C}^{4}-0.378\;96{C}^{2}+1.552\;62)\cdot \omega $$ {R}^{2}>0.999 $
D$ {\varphi }_{{\mathrm{D}}}=-0.029\;3{C}^{3}-0.578\;26C+0.5 $$ {R}^{2}=1.000 $
$ {S }_{{\rm{v}}{\text{-D}}}=(-3.225\;11{C}^{6}+0.605\;17{C}^{4}-1.309\;35{C}^{2}+1.921\;71)\cdot \omega $$ {R}^{2}=1.000 $
IWP$ {\varphi }_{{\mathrm{IWP}}}=-4.728\;57\times 10^{-4} \times {C}^{4}-0.001\;77{C}^{3}-0.003\;49{C}^{2}-0.129\;32C+0.530\;04 $$ {R}^{2}>0.999 $
$ {S }_{{\rm{v}}\text{-IWP}}=(-0.006\;86{C}^{4}-0.010\;5{C}^{3}-0.036\;03{C}^{2}+0.042\;46C+1.766\;96)\cdot \omega $$ {R}^{2}>0.999 $
FRD$ {\varphi }_{{\mathrm{FRD}}}=-0.004\;76{C}^{3}-0.018\;57{C}^{2}-0.213\;31C+0.567\;81.000 $$ {R}^{2}=1.000 $
$ {S }_{\text{v-FRD}}=(-0.083\;17{C}^{5}-0.137\;23{C}^{4}+0.016\;8{C}^{3}-0.225\;55{C}^{2}+0.059\;39C +2.425\;02)\cdot \omega $$ {R}^{2}=1.000 $
表 2  5种Network-TPMS多孔结构的孔隙率与比表面积的数学关联模型
TPMS数学关联模型(C2 > C1)
P$ {\varphi }_{\rm{P}}=1-0.286\;27({C}_{2}-{C}_{1}) $
$ {S }_{{\rm{v}}{\text{-P}}}=[-0.062\;24({C}_{1}^{4}+{C}_{2}^{4})-0.177\;64({C}_{1}^{2}+{C}_{2}^{2})+2.351\;78]\cdot \omega $
G$ {\varphi }_{{\mathrm{G}}}=1-0.319\;85({C}_{2}-{C}_{1})-0.010\;45({C}_{2}^{3}-{C}_{1}^{3}) $
$ {S }_{{\rm{v}}{\text{-G}}}=[-0.122\;99({C}_{1}^{6}+{C}_{2}^{6})+0.158\;89({C}_{1}^{4}+{C}_{2}^{4})-0.378\;96({C}_{1}^{2}+{C}_{2}^{2})+3.105\;24]\cdot \omega $
D$ {\varphi }_{{\mathrm{D}}}=1-0.578\;26({C}_{2}-{C}_{1})-0.029\;3({C}_{2}^{3}-{C}_{1}^{3}) $
$ {S }_{{\rm{v}}{\text{-D}}}=[-3.225\;11({C}_{1}^{6}+{C}_{2}^{6})+0.605\;17({C}_{1}^{4}+{C}_{2}^{4})-1.309\;35({C}_{1}^{2}+{C}_{2}^{2})+3.843\;42]\cdot \omega $
IWP$ {\varphi }_{{\mathrm{IWP}}}=1-0.129\;32({C}_{2}-{C}_{1})-0.003\;49({C}_{2}^{2}-{C}_{1}^{2})-0.001\;77({C}_{2}^{3}-{C}_{1}^{3})-4.728\;57\times 10^{-4} \times ({C}_{2}^{4}-{C}_{1}^{4}) $
$ {S }_{{\rm{v}}\text{-IWP}}=[-0.006\;86({C}_{1}^{4}+{C}_{2}^{4})-0.010\;5({C}_{1}^{3}+{C}_{2}^{3})-0.036\;03({C}_{1}^{2}+{C}_{2}^{2})+0.042\;46({C}_{1}+{C}_{2}) +3.533\;92]\cdot \omega $
FRD$ {\varphi }_{{\mathrm{FRD}}}=1-0.213\;31({C}_{2}-{C}_{1})-0.018\;57({C}_{2}^{2}-{C}_{1}^{2})-0.004\;76({C}_{2}^{3}-{C}_{1}^{3}) $
${S }_{{\rm{v}}\text{-FRD}}=[-0.083\;17({C}_{1}^{5}+{C}_{2}^{5})-0.137\;23({C}_{1}^{4}+{C}_{2}^{4})+0.016\;8({C}_{1}^{3}+{C}_{2}^{3})-0.225\;55({C}_{1}^{2}+{C}_{2}^{2})+0.059\;39({C}_{1}+{C}_{2})+4.850\;04]\cdot \omega $
表 3  Sheet-TPMS多孔结构孔隙率与比表面积的数学关联模型
图 9  Sheet-G多孔结构的参数化生成和参数反向求解
图 10  结构参数拟合函数的误差
1 尹剑飞, 蔡力, 方鑫, 等 力学超材料研究进展与减振降噪应用[J]. 力学进展, 2022, 52 (3): 508- 586
YIN Jianfei, CAI Li, FANG Xin, et al Review on research progress of mechanical metamaterials and their applications in vibration and noise control[J]. Advances in Mechanics, 2022, 52 (3): 508- 586
doi: 10.6052/1000-0992-22-005
2 余学伟, 李琳慧, 张涛, 等 基于三周期极小曲面和体素距离场的复杂轮廓点阵结构建模[J]. 重庆大学学报, 2022, 45 (6): 75- 84
YU Xuewei, LI Linhui, ZHANG Tao, et al Modeling of complex contour lattice structure based on triply periodic minimal surface and voxel distance field[J]. Journal of Chongqing University, 2022, 45 (6): 75- 84
doi: 10.11835/j.issn.1000-582X.2021.115
3 李祥, 高芮宁, 熊胤泽, 等 基于TPMS结构的多孔钛制备与表征[J]. 稀有金属材料与工程, 2020, 49 (1): 325- 330
LI Xiang, GAO Ruining, XIONG Yinze, et al Fabrication and characterization of porous titanium based on TPMS structure[J]. Rare Metal Materials and Engineering, 2020, 49 (1): 325- 330
4 石志良, 王伟, 高杰 变形三周期极小曲面多孔结构参数化设计[J]. 计算机辅助设计与图形学学报, 2022, 34 (6): 970- 976
SHI Zhiliang, WANG Wei, GAO Jie Parametric design of porous scaffold with deformed triply periodic minimal surface[J]. Journal of Computer-Aided Design and Computer Graphics, 2022, 34 (6): 970- 976
doi: 10.3724/SP.J.1089.2022.19047
5 WAKJIRA Y, CIONI A, LEMU H G Current status of the application of additive-manufactured TPMS structure in bone tissue engineering[J]. Progress in Additive Manufacturing, 2025, 10 (2): 1085- 1102
doi: 10.1007/s40964-024-00714-w
6 闫鑫, 田李昊, 彭昊, 等 三周期极小曲面结构设计及应用综述[J]. 计算机辅助设计与图形学学报, 2023, 35 (3): 329- 340
YAN Xin, TIAN Lihao, PENG Hao, et al Design and applications of triply periodic minimal surfaces: a survey[J]. Journal of Computer-Aided Design and Computer Graphics, 2023, 35 (3): 329- 340
doi: 10.3724/SP.J.1089.2023.19359
7 FAN X J, TANG Q, FENG Q X, et al Design, mechanical properties and energy absorption capability of graded-thickness triply periodic minimal surface structures fabricated by selective laser melting[J]. International Journal of Mechanical Sciences, 2021, 204: 106586
doi: 10.1016/j.ijmecsci.2021.106586
8 NOVAK N, AL-KETAN O, KRSTULOVIĆ-OPARA L, et al Quasi-static and dynamic compressive behaviour of sheet TPMS cellular structures[J]. Composite Structures, 2021, 266: 113801
doi: 10.1016/j.compstruct.2021.113801
9 FENG J W, FU J Z, YAO X H, et al Triply periodic minimal surface (TPMS) porous structures: from multi-scale design, precise additive manufacturing to multidisciplinary applications[J]. International Journal of Extreme Manufacturing, 2022, 4 (2): 022001
doi: 10.1088/2631-7990/ac5be6
10 AL-KETAN O, ROWSHAN R, ABU AL-RUB R K Topology-mechanical property relationship of 3D printed strut, skeletal, and sheet based periodic metallic cellular materials[J]. Additive Manufacturing, 2018, 19: 167- 183
doi: 10.1016/j.addma.2017.12.006
11 RAJAGOPALAN S, ROBB R A Schwarz meets Schwann: design and fabrication of biomorphic and durataxic tissue engineering scaffolds[J]. Medical Image Analysis, 2006, 10 (5): 693- 712
doi: 10.1016/j.media.2006.06.001
12 WANG Y Periodic surface modeling for computer aided nano design[J]. Computer-Aided Design, 2007, 39 (3): 179- 189
doi: 10.1016/j.cad.2006.09.005
13 RATHORE S S, MEHTA B, KUMAR P, et al Flow characterization in triply periodic minimal surface (TPMS)-based porous geometries: part 1: hydrodynamics[J]. Transport in Porous Media, 2023, 146 (3): 669- 701
doi: 10.1007/s11242-022-01880-7
14 雷鸿源, 李静蓉, 徐志佳, 等 孔隙表征参数驱动的TPMS多孔结构建模[J]. 计算机辅助设计与图形学学报, 2020, 32 (1): 156- 163
LEI Hongyuan, LI Jingrong, XU Zhijia, et al TPMS-based porous structures modelling driven by pore characteristic parameters[J]. Journal of Computer-Aided Design and Computer Graphics, 2020, 32 (1): 156- 163
doi: 10.3724/SP.J.1089.2020.17893
15 SUN J Y, LI X H, MAO H W, et al Numerical analysis of the mechanism of porosity effect on the thermal-hydraulic performance of Gyroid-type TPMS structures in combined aero engines[J]. Applied Thermal Engineering, 2025, 264: 125453
doi: 10.1016/j.applthermaleng.2025.125453
16 CHENG Z L, XU R N, JIANG P X Morphology, flow and heat transfer in triply periodic minimal surface based porous structures[J]. International Journal of Heat and Mass Transfer, 2021, 170: 120902
doi: 10.1016/j.ijheatmasstransfer.2021.120902
[1] 施俊鹏, 龚景海, 李中立. 基于建筑信息模型的车辐式结构张拉仿真技术[J]. 浙江大学学报(工学版), 2018, 52(1): 89-96.
[2] 张宇弘 王界兵 汪乐宇 严晓浪. SOC参数自动配置设计方法与功耗优化[J]. J4, 2005, 39(11): 1740-1745.