Numerical Manifold Method for Nonlinear Steady-state Heat Conduction Problems

ZHANG Li-mei, YIN Yue-ping, ZHENG Hong, ZHU Sai-nan, WEI Yun-jie, ZHANG Nan, YANG Long

Journal of Changjiang River Scientific Research Institute ›› 2026, Vol. 43 ›› Issue (2) : 181-191.

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Journal of Changjiang River Scientific Research Institute ›› 2026, Vol. 43 ›› Issue (2) : 181-191. DOI: 10.11988/ckyyb.20241284
Hydraulic Structure and Material

Numerical Manifold Method for Nonlinear Steady-state Heat Conduction Problems

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Abstract

[Objective] This study addresses the numerical modeling of nonlinear steady-state heat conduction processes where the thermal conductivity varies with temperature. The governing equation for such problems is a second-order quasi-linear partial differential equation, whose nonlinear nature makes analytical solutions extremely challenging, thus necessitating efficient numerical approaches. This work employs the Numerical Manifold Method (NMM) based on quadrilateral mesh covers to analyze and solve two-dimensional nonlinear steady-state heat conduction problems. [Methods] Within the NMM over traditional methods framework, a discrete formulation suitable for nonlinear steady-state heat conduction was established by incorporating three typical boundary conditions: Dirichlet, Neumann, and Robin. The classical Newton-Raphson iterative algorithm was adopted to solve the resulting nonlinear system of equations. A complete numerical solution procedure was implemented on the MATLAB platform to ensure algorithm stability and computational efficiency. To systematically verify the accuracy and robustness of the proposed NMM in handling nonlinear heat conduction, a series of representative numerical examples were designed and conducted. These examples covered various scenarios, including continuous homogeneous materials, discontinuous media containing circular holes, and heterogeneous materials. The simulation results were compared against analytical solutions, existing literature data, or Finite Element Method (FEM) solutions. [Results] 1) Compared to the traditional Finite Element Method (FEM), NMM demonstrates significant theoretical and practical advantages when simulating problem domains with complex geometries or internal discontinuities. This advantage primarily stems from its distinctive numerical characteristics: in NMM, the interpolation subdomains are independent of the subdomains used for numerical integration, whereas in FEM they coincide entirely on the same mesh. Furthermore, FEM is prone to mesh distortion when handling complex boundaries, which can degrade accuracy and impair computational efficiency. Leveraging its physical cover system, NMM can accurately describe complex geometric boundaries. At material interfaces, the different heat conduction behaviors across materials are naturally captured through physical covers and local functions without introducing additional interface conditions, thereby simplifying the computational process and enhancing efficiency. 2) The proposed NMM not only achieves high accuracy in temperature field and heat flux distribution across all examples but also exhibits excellent stability and convergence when dealing with discontinuous interfaces and complex geometries, fully validating the method’s effectiveness and reliability for nonlinear steady-state heat conduction problems. [Conclusion] This study successfully applies NMM to solve two-dimensional nonlinear steady-state heat conduction problems. Through comprehensive comparative analysis and numerical validation, the unique advantages of this method in handling complex engineering thermal problems are highlighted. It provides a novel solution for the numerical simulation of nonlinear heat conduction problems and extends the application scope of NMM in the field of computational thermal physics.

Key words

nonlinear steady-state heat conduction / numerical manifold method / Newton-Raphson iterative algorithm / two-dimensional / temperature field

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ZHANG Li-mei , YIN Yue-ping , ZHENG Hong , et al . Numerical Manifold Method for Nonlinear Steady-state Heat Conduction Problems[J]. Journal of Changjiang River Scientific Research Institute. 2026, 43(2): 181-191 https://doi.org/10.11988/ckyyb.20241284

References

[1]
林绍忠, 明峥嵘, 祁勇峰. 用数值流形法分析温度场及温度应力[J]. raybet体育在线 院报, 2007, 24(5): 72-75.
Abstract
应用有限元法进行大体积混凝土结构的温度应力仿真分析时,为获得满意的计算精度,往往需要剖分比较密集的网格,计算工作量大。鉴于数值流形法具有自适应分析和网格剖分方便等优点,推导了基于高阶流形法的温度场及温度应力计算公式,公式中的被积函数均是多项式基底的乘积,可以直接采用单纯形积分法进行精确积分。在此基础上,开发了相应计算程序,为大体积混凝土结构的温度应力仿真计算开辟了新的途径。算例表明,在粗网格情况下,通过提高覆盖函数的阶数,数值流形法可迅速提高计算精度。
(LIN Shao-zhong, MING Zheng-rong, QI Yong-feng. Thermal Field and Thermal Stress Analysis Based on Numerical Manifold Method[J]. Journal of Yangtze River Scientific Research Institute, 2007, 24(5): 72-75.(in Chinese))
To obtain satisfied results with a high precision in the thermal stress analysis simulating construction process of mass concrete structures by using FEM, the refined finite element mesh is necessary and thus much computation is required. Being convenient in adaptive analysis and in mesh division, the numerical manifold method (NMM) is introduced to compute thermal field and thermal stresses and the formulae based on high-order NMM are derived. According to the derived formulae, in which all integrands are only the product of polynomial bases and convenient for implementation of the simplex integration, a program is developed and verified by examples, providing a new approach for the thermal stress analysis of mass concrete structures. Examples show that the NMM can rapidly improve the results by raising the order of cover function on a coarse mesh.
[2]
任继勋, 佳琳, 阳建新, 等. 渗流条件下地下水含盐量对基坑坑底冻结温度场影响的数值模拟[J]. raybet体育在线 院报, 2024, 41(1): 151-158, 166.
(REN Ji-xun, JIA Lin, YANG Jian-xin, et al. Numerical Simulation on the Effect of Groundwater Salinity on Freezing Temperature Field at the Bottom of Foundation Pit under Seepage Conditions[J]. Journal of Changjiang River Scientific Research Institute, 2024, 41(1): 151-158, 166.(in Chinese))
[3]
郭平业, 卜墨华, 张鹏, 等. 高地温隧道灾变机制与灾害防控研究进展[J]. 岩石力学与工程学报, 2023, 42(7): 1561-1581.
(GUO Ping-ye, BU Mo-hua, ZHANG Peng, et al. Review on Catastrophe Mechanism and Disaster Countermeasure of High Geotemperature Tunnels[J]. Chinese Journal of Rock Mechanics and Engineering, 2023, 42(7): 1561-1581.(in Chinese))
[4]
江文豪, 冯晨, 李江山. 饱和黏土一维非线性固结与热传导耦合模型[J]. 岩石力学与工程学报, 2023, 42(10): 2588-2600.
(JIANG Wen-hao, FENG Chen, LI Jiang-shan. Coupled Model for One-dimensional Nonlinear Consolidation and Heat Conduction in Saturated Clay[J]. Chinese Journal of Rock Mechanics and Engineering, 2023, 42(10): 2588-2600.(in Chinese))
[5]
史策. 热传导方程有限差分法的MATLAB实现[J]. 咸阳师范学院学报, 2009, 24(4): 27-29, 36.
(SHI Ce. Heat Conduction Equation Finite Difference Method to Achieve the MATLAB[J]. Journal of Xianyang Normal University, 2009, 24(4): 27-29, 36.(in Chinese))
[6]
ANNASABI Z, ERCHIQUI F. Robust Kirchhoff Transformation Using B-spline for Finite Element Analysis of the Non-linear Heat Conduction[J]. International Communications in Heat and Mass Transfer, 2021, 120: 104985.
[7]
FENG W Z, GAO X W. An Interface Integral Equation Method for Solving Transient Heat Conduction in Multi-medium Materials with Variable Thermal Properties[J]. International Journal of Heat and Mass Transfer, 2016, 98: 227-239.
[8]
王峰, 林皋, 郑保敬, 等. 非线性热传导问题的基于滑动Kriging插值的MLPG法[J]. 大连理工大学学报, 2014, 54(3): 339-344.
(WANG Feng, LIN Gao, ZHENG Bao-jing, et al. MLPG Method Based on Moving Kriging Interpolation for Solving Nonlinear Heat Conduction Problems[J]. Journal of Dalian University of Technology, 2014, 54(3): 339-344.(in Chinese))
[9]
吴泽艳, 郑保敬, 叶永, 等. 非线性热传导方程MLPG/RBF-FD无网格数值模拟[J]. 工程热物理学报, 2022, 43(1): 164-172.
(WU Ze-yan, ZHENG Bao-jing, YE Yong, et al. Numerical Simulation for the Nonlinear Heat Conduction Equations Based on MLPG/RBF-FD Meshless Method[J]. Journal of Engineering Thermophysics, 2022, 43(1): 164-172.(in Chinese))
[10]
李庆华, 冯子超, 陈莘莘, 等. 稳态非线性热传导问题的比例边界有限元法[J]. 华东交通大学学报, 2023, 40(6): 110-114.
(LI Qing-hua, FENG Zi-chao, CHEN Shen-shen, et al. Scaled Boundary Finite Element Method for Steady-state Nonlinear Heat Conduction Problem[J]. Journal of East China Jiaotong University, 2023, 40(6): 110-114.(in Chinese))
[11]
ZHANG L, GUO F, ZHENG H. The MLS-based Numerical Manifold Method for Nonlinear Transient Heat Conduction Problems in Functionally Graded Materials[J]. International Communications in Heat and Mass Transfer, 2022, 139: 106428.
[12]
李腊梅, 冯春. 一种非连续介质中热传导过程的数值模拟方法[J]. 工程力学, 2016, 33(1):25-31,46.
(LI La-mei, FENG Chun. A Numerical Simulation Method for Heat Conduction in Discontinuous Media[J]. Engineering Mechanics, 2016, 33(1): 25-31, 46.(in Chinese))
[13]
刘承论, 秦忠诚. 三维非稳态热传导问题的边界元法[J]. 岩石力学与工程学报, 2004, 23(18):3168-3173.
(LIU Cheng-lun, QIN Zhong-cheng. Boundary Element Method for 3D non-steady Heat Conduction[J]. Chinese Journal of Rock Mechanics and Engineering, 2004, 23(18): 3168-3173.(in Chinese))
[14]
梁钰, 郑保敬, 高效伟, 等. 基于POD模型降阶法的非线性瞬态热传导分析[J]. 中国科学:物理学力学天文学, 2018, 48(12):36-45.
(LIANG Yu, ZHENG Bao-jing, GAO Xiao-wei, et al. Reduced Order Model Analysis Method via Proper Orthogonal Decomposition for Nonlinear Transient Heat Conduction Problems[J]. Scientia Sinica (Physica, Mechanica & Astronomica), 2018, 48(12): 36-45.(in Chinese))
[15]
SUVIN V, OOI E T, SONG C, et al. Temperature-dependent Nonlinear Transient Heat Conduction Using the Scaled Boundary Finite Element Method[J]. International Journal of Heat and Mass Transfer, 2025, 243: 126780.
[16]
MIERZWICZAK M, CHEN W, FU Z J. The Singular Boundary Method for Steady-state Nonlinear Heat Conduction Problem with Temperature-dependent Thermal Conductivity[J]. International Journal of Heat and Mass Transfer, 2015, 91: 205-217.
[17]
YANG K, FENG W Z, WANG J, et al. RIBEM for 2D and 3D Nonlinear Heat Conduction with Temperature Dependent Conductivity[J]. Engineering Analysis with Boundary Elements, 2018, 87: 1-8.
[18]
KHOSRAVIFARD A, HEMATIYAN M R, MARIN L. Nonlinear Transient Heat Conduction Analysis of Functionally Graded Materials in the Presence of Heat Sources Using an Improved Meshless Radial Point Interpolation Method[J]. Applied Mathematical Modelling, 2011, 35(9): 4157-4174.
[19]
SHI G H. Manifold Method of Material Analysis[C]// U.S. Army Research Office. Transactions of the Ninth Army Conference on Applied Mathematics and Computing. Minneapolis, Minnesota, U.S.A, June 18-21,1991: 51-76.
[20]
ZHANG L, KONG H, ZHENG H. Numerical Manifold Method for Steady-state Nonlinear Heat Conduction Using Kirchhoff Transformation[J]. Science China Technological Sciences, 2024, 67(4): 992-1006.
[21]
贾真, 杨冬梅, 郑宏. 数值流形法渗流分析中处理弱不连续界面的新方法[J]. raybet体育在线 院报, 2024, 41(12): 133-137, 154.
Abstract
数值流形法采用数学覆盖和物理覆盖的双覆盖系统,具有灵活处理边界问题、高效进行网格划分以及便捷提高近似精度等优点,是一种很有前景的数值方法。不同于传统数值流形法根据界面来切割数学覆盖形成物理覆盖的做法,数值流形法基于弱不连续物理覆盖,在流行单元中利用折射定律构造出一种新的权函数,以此建立局部近似,并将其应用在稳定渗流问题中。通过对典型算例的计算分析,结果表明该方法在解决不连续界面问题中具有准确性和便利性。
(JIA Zhen, YANG Dong-mei, ZHENG Hong. A New Method to Deal with Weak Discontinuous Interface in Seepage Analysis Based on Numerical Manifold Method[J]. Journal of Changjiang River Scientific Research Institute, 2024, 41(12): 133-137, 154.(in Chinese))
[22]
李伟, 郑宏, 王海龙, 等. 求解断裂问题的新型无网格数值流形法[J]. 岩石力学与工程学报, 2020, 39(增刊1): 2655-2664.
(LI Wei, ZHENG Hong, WANG Hai-long, et al. A New Meshless Numerical Manifold Method for Solving Fracture Problems[J]. Chinese Journal of Rock Mechanics and Engineering, 2020, 39(Supp.1): 2655-2664.(in Chinese))
[23]
王方义, 郑宏. 无界域问题的数值流形法[J]. raybet体育在线 院报, 2023, 40(7): 110-117.
Abstract
数值流形法自被提出以来,在结构分析、渗流分析、裂纹扩展等多个方面都取得了众多应用。但这些问题的计算区域大多是有限区域,即所谓的内问题。对于地下和地表结构、波传导等一系列问题,需要考虑场变量在远场的行为,该类问题被称为无界域问题或外问题。基于数值流形法,构造了适用于无界域问题的有限元覆盖及其权函数,根据所求场变量在无穷处的渐进性质来构造局部逼近,以此反映解在趋于无限时的行为。不同于有限单元法中无限单元的形函数,本方法中权函数仅需满足单位分解,局部逼近反映场变量在片上的局部性质,这使得对场变量的逼近更加合理。经算例验证,结果表明:该方法构造方式合理,能够使用较少的计算单元,获得准确的计算结果。
(WANG Fang-yi, ZHENG Hong. Numerical Manifold Method for Unbounded Domain Problems[J]. Journal of Changjiang River Scientific Research Institute, 2023, 40(7): 110-117.(in Chinese))
[24]
陈远强, 郑宏, 陈涛. 基于数值流形法的重力坝抗滑稳定性分析[J]. raybet体育在线 院报, 2016, 33(9): 133-137.
Abstract
作为一种新的数值方法,数值流形法在重力坝抗滑稳定性方面的研究较少。首先给出了水压及扬压力的荷载矩阵、安全系数的求解方法,然后采用数值流形法分析了重力坝沿建基面及深层双斜面的抗滑稳定性,得出了安全系数,并与有限元接触分析的结果进行了对比。分析结果表明采用数值流形法和有限元接触分析法得到的安全系数基本一致,从而验证了数值流形法在重力坝抗滑稳定分析中的可行性。
(CHEN Yuan-qiang, ZHENG Hong, CHEN Tao. Analysis of Anti-sliding Stability of Gravity Dam Using Numerical Manifold Method[J]. Journal of Yangtze River Scientific Research Institute, 2016, 33(9): 133-137.(in Chinese))
The Numerical Manifold Method (NMM), as a new numerical method, has seldom been utilized in the anti'sliding stability analysis of gravity dam. In this study, the load matrix of water pressure and uplift pressure, as well as the solution of safety factor were given. Furthermore, NMM was adopted to analyze the anti'sliding stability of the foundation planes of gravity dam and the deeply laid double inclined planes, the safety factor was thus calculated, and was further compared with the corre sponding results obtained by the contact analysis in finite element method (FEM). The results demonstrated that the safety factors calculated by the above two methods, namely the NMM and FEM, were fundamentally consistent, which verified the feasibility of applying NMM to the anti sliding stability analysis of gravity dam.
[25]
胡国栋, 张慧华, 谭育新. 功能梯度材料稳态热传导问题的数值流形方法研究[J]. 应用力学学报, 2017, 34(2): 311-317, 406.
(HU Guo-dong, ZHANG Hui-hua, TAN Yu-xin. Numerical Manifold Study of Steady Heat Conduction Problems in Functionally Graded Materials[J]. Chinese Journal of Applied Mechanics, 2017, 34(2): 311-317, 406.(in Chinese))
[26]
TAN F, TONG D, LIANG J, et al. Two-dimensional Numerical Manifold Method for Heat Conduction Problems[J]. Engineering Analysis with Boundary Elements, 2022,137:119-138.
[27]
WANG K, TANG C, QIAN X, et al. Numerical Manifold Method with Local Mesh Refinement for Thermo-mechanical Coupling Analysis in Rocks[J]. Computers and Geotechnics, 2025, 179: 107009.
[28]
LI C L, GUO D L, ZHANG H H. The Numerical Manifold Method for Piezoelectric Materials with Hole Flaws under Electro-mechanical Loadings[J]. Engineering Analysis with Boundary Elements, 2025, 173: 106149.
[29]
ZHANG Y, ZHENG H, LIN S. Random Structure Modeling of Soil and Rock Mixture and Evaluation of Its Permeability Using Three-dimensional Numerical Manifold Method[J]. Computers and Geotechnics, 2025, 180: 107089.
[30]
苏海东, 颉志强, 龚亚琦, 等. 基于独立覆盖的流形法的收敛性及覆盖网格特性[J]. raybet体育在线 院报, 2016, 33(2):131-136.
Abstract
针对前期提出的基于部分重叠覆盖的数值流形方法,将其内涵范围缩小,仅研究其中的一种情况——基于独立覆盖的数值流形方法。从完备性和协调性2个方面讨论该方法的收敛性,特别强调其收敛性是基于各个独立覆盖的逼近而建立起来的,独立覆盖之间条形连接区域的尺寸要取小,并由此推断及用实例说明,覆盖网格可以具备“3个任意”的优良特性——任意形状、任意连接以及由此而来的可任意加密的能力,从而有望使数值计算的前处理工作大为简化。
(SU Hai-dong, XIE Zhi-qiang, GONG Ya-qi, et al. Characteristics of Convergence and Cover Mesh in Numerical Manifold Method Based on Independent Covers[J]. Journal of Yangtze River Scientific Research Institute, 2016, 33(2): 131-136.(in Chinese))
The scope of a numerical manifold method (NMM) based on partially overlapping covers is narrowed to a special case based on independent covers. Convergence of the new method is discussed from two aspects: completeness and coordination. The convergence of the method is due to the convergence of each independent cover. Results show that the size of the strips between independent covers should be small. Moreover, the cover meshes have three excellent features: arbitrary shape, arbitrary connection, and arbitrary refinement. Finally, some illustrations are given to verify these “arbitrary” features, and the method can be used to greatly simplify the pre-processing of numerical analysis.
[31]
WU W, WAN T, YANG Y, et al. Three-dimensional Numerical Manifold Formulation with Continuous Nodal Gradients for Dynamics of Elasto-plastic Porous Media[J]. Computer Methods in Applied Mechanics and Engineering, 2022, 388: 114203.
[32]
YANG Y, LI J, WU W. Modeling Wave Propagation Across Rock Masses Using an Enriched 3D Numerical Manifold Method[J]. Science China Technological Sciences, 2024, 67(3):835-852.
[33]
HU M, WANG Y, RUTQVIST J. On Continuous and Discontinuous Approaches for Modeling Groundwater Flow in Heterogeneous Media Using the Numerical Manifold Method: Model Development and Comparison[J]. Advances in Water Resources, 2015, 80: 17-29.
[34]
ZHENG H, LI W, DU X. Exact Imposition of Essential Boundary Condition and Material Interface Continuity in Galerkin-based Meshless Methods[J]. International Journal for Numerical Methods in Engineering, 2017, 110(7): 637-660.
[35]
YANG K, WANG J, DU J M, et al. Radial Integration Boundary Element Method for Nonlinear Heat Conduction Problems with Temperature-dependent Conductivity[J]. International Journal of Heat and Mass Transfer, 2017, 104: 1145-1151.
[36]
ZHANG L, YIN Y, ZHENG H, et al. Singularity Treatments in Transient Confined Seepage Using Numerical Manifold Method[J]. Engineering Analysis with Boundary Elements, 2025, 171: 106100.
[37]
YANG K, LI H Y, PENG H F, et al. New Interface Integration BEM for Solving Multi-medium Nonlinear Heat Transfer Problems[J]. Engineering Analysis with Boundary Elements, 2020, 117: 66-75.
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