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Exact analytical solution to three-dimensional phase change heat transfer problems in biological tissues subject to freezing
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作者 李方方 刘静 乐恺 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2009年第1期63-72,共10页
Analytically solving a three-dimensional (3-D) bioheat transfer problem with phase change during a freezing process is extremely difficult but theoretically important. The moving heat source model and the Green func... Analytically solving a three-dimensional (3-D) bioheat transfer problem with phase change during a freezing process is extremely difficult but theoretically important. The moving heat source model and the Green function method are introduced to deal with the cryopreservation process of in vitro biomaterials. Exact solutions for the 3-D temperature transients of tissues under various boundary conditions, such as totally convective cooling, totally fixed temperature cooling and a hybrid between them on tissue surfaces, are obtained. Furthermore, the cryosurgical process in living tissues subject to freezing by a single or multiple cryoprobes is also analytically solved. A closed-form analytical solution to the bioheat phase change process is derived by considering contributions from blood perfusion heat transfer, metabolic heat generation, and heat sink of a cryoprobe. The present method is expected to have significant value for analytically solving complex bioheat transfer problems with phase change. 展开更多
关键词 three-dimensional phase change heat transfer problem CRYOSURGERY CRYOPRESERVATION moving heat source model bioheat transfer Green's function analytical solution
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SOLVING 2-D NONLINEAR COUPLED HEAT AND MOISTURE TRANSFER PROBLEMS VIA A SELF-ADAPTIVE PRECISE ALGORITHM IN TIME DOMAIN
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作者 杨海天 刘岩 邬瑞锋 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2005年第7期848-854,共7页
A self-adaptive precise algorithm in the time domain was employed to solve 2-D nonlinear coupled heat and moisture transfer problems. By expanding variables at a discretized time interval, the variations of variables ... A self-adaptive precise algorithm in the time domain was employed to solve 2-D nonlinear coupled heat and moisture transfer problems. By expanding variables at a discretized time interval, the variations of variables can be described more precisely,and a nonlinear coupled initial and boundary value problem was converted into a series of recurrent linear boundary value problems which are solved by FE technique. In the computation, no additional assumption and the nonlinear iteration are required, and a criterion for self-adaptive computation is proposed to maintain sufficient computing accuracy for the change sizes of time steps. In the numerical comparison, the variations of material properties with temperature, moisture content, and both temperature and moisture content are taken into account, respectively. Satisfactory results have been obtained, indicating that the proposed approach is capable of dealing with complex nonlinear problems. 展开更多
关键词 finite element nonlinear transfer problem time stepping self-adaptive computation
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A Mathematical Model to Solve Bio-Heat Transfer Problems through a Bio-Heat Transfer Equation with Quadratic Temperature-Dependent Blood Perfusion under a Constant Spatial Heating on Skin Surface 被引量:1
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作者 Emmanuel Kengne Idir Mellal +1 位作者 Mariem Ben Hamouda Ahmed Lakhssassi 《Journal of Biomedical Science and Engineering》 2014年第9期721-730,共10页
We consider the one-dimensional bio-heat transfer equation with quadratic temperature-dependent blood perfusion, which governs the temperature distribution inside biological tissues. Using an extended mapping method w... We consider the one-dimensional bio-heat transfer equation with quadratic temperature-dependent blood perfusion, which governs the temperature distribution inside biological tissues. Using an extended mapping method with symbolic computation, we obtain the exact analytical thermal traveling wave solution, which describes the non-uniform temperature distribution inside the bodies. The found exact solution is used to investigate the temperature distribution in the tissues. It is found that the surrounding medium with higher temperature does not necessarily imply that the tissue will quickly (after a short duration of heating process) reach the desired temperature. It is also found that increased perfusion causes a decline in local temperature. 展开更多
关键词 Bio-Heat transfer problemS Pennes Bio-Heat Model TEMPERATURE-DEPENDENT Blood PERFUSION Thermal Therapy Extended Mapping Method
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A Finite Volume Method Preserving Maximum Principle for the Conjugate Heat Transfer Problems with General Interface Conditions
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作者 Huifang Zhou Zhiqiang Sheng Guangwei Yuan 《Journal of Computational Mathematics》 SCIE CSCD 2023年第3期345-369,共25页
In this paper,we present a unified finite volume method preserving discrete maximum principle(DMP)for the conjugate heat transfer problems with general interface conditions.We prove the existence of the numerical solu... In this paper,we present a unified finite volume method preserving discrete maximum principle(DMP)for the conjugate heat transfer problems with general interface conditions.We prove the existence of the numerical solution and the DMP-preserving property.Numerical experiments show that the nonlinear iteration numbers of the scheme in[24]increase rapidly when the interfacial coefficients decrease to zero.In contrast,the nonlinear iteration numbers of the unified scheme do not increase when the interfacial coefficients decrease to zero,which reveals that the unified scheme is more robust than the scheme in[24].The accuracy and DMP-preserving property of the scheme are also veri ed in the numerical experiments. 展开更多
关键词 Conjugate heat transfer problems General interface conditions Finite volume scheme Discrete maximum principle
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Multi-Modes Multiscale Approach of Heat Transfer Problems in Heterogeneous Solids with Uncertain Thermal Conductivity
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作者 Shan Zhang Zihao Yang Xiaofei Guan 《Advances in Applied Mathematics and Mechanics》 SCIE 2023年第1期69-93,共25页
Stochastic temperature distribution should be carefully inspected in the thermal-failure design of heterogeneous solids with unexpected random energy excitations.Stochastic multiscale modeling for these problems invol... Stochastic temperature distribution should be carefully inspected in the thermal-failure design of heterogeneous solids with unexpected random energy excitations.Stochastic multiscale modeling for these problems involve multiscale and highdimensional uncertain thermal parameters,which remains limitation of prohibitive computation.In this paper,we propose a multi-modes based constrained energy minimization generalized multiscale finite element method(MCEM-GMsFEM),which can transform the original stochastic multiscale model into a series of recursive multiscale models sharing the same deterministic material parameters by multiscale analysis.Thus,MCEM-GMsFEM reveals an inherent low-dimensional representation in random space,and is designed to effectively reduce the complexity of repeated computation of discretized multiscale systems.In addition,the convergence analysis is established,and the optimal error estimates are derived.Finally,several typical random fluctuations on multiscale thermal conductivity are considered to validate the theoretical results in the numerical examples.The numerical results indicate that the multi-modes multiscale approach is a robust integrated method with the excellent performance. 展开更多
关键词 Stochastic multiscale heat transfer problems uncertainty quantification MCEMGMsFEM multimodes expansion
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Efficient Inverse Analysis for Solving a Coupled Conduction,Convection and Radiation Problem Involving Non⁃gray Participating Media
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作者 HE Zheng CAO Zhenkun +2 位作者 CHENG Xiang CUI Miao LIU Kun 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2024年第5期621-631,共11页
The presence of non-gray radiative properties in a reheating furnace’s medium that absorbs,emits,and involves non-gray creates more complex radiative heat transfer problems.Furthermore,it adds difficulty to solving t... The presence of non-gray radiative properties in a reheating furnace’s medium that absorbs,emits,and involves non-gray creates more complex radiative heat transfer problems.Furthermore,it adds difficulty to solving the coupled conduction,convection,and radiation problem,leading to suboptimal efficiency that fails to meet real-time control demands.To overcome this difficulty,comparable gray radiative properties of non-gray media are proposed and estimated by solving an inverse problem.However,the required iteration numbers by using a least-squares method are too many and resulted in a very low inverse efficiency.It is necessary to present an efficient method for the equivalence.The Levenberg-Marquardt algorithm is utilized to solve the inverse problem of coupled heat transfer,and the gray-equivalent radiative characteristics are successfully recovered.It is our intention that the issue of low inverse efficiency,which has been observed when the least-squares method is employed,will be resolved.To enhance the performance of the Levenberg-Marquardt algorithm,a modification is implemented for determining the damping factor.Detailed investigations are also conducted to evaluate its accuracy,stability of convergence,efficiency,and robustness of the algorithm.Subsequently,a comparison is made between the results achieved using each method. 展开更多
关键词 inverse problem coupled heat transfer problem Levenberg-Marquardt algorithm
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The Major Problems and the Governmental Role in Chinese Rural Land Transfer 被引量:8
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作者 ZHANG Cen-cheng 《Asian Agricultural Research》 2011年第7期62-65,共4页
On the basis of clarifying and defining rural land transfer, the necessity of rural land transfer is analyzed. Land transfer is the necessity in terms of promoting agricultural scale operation and improving production... On the basis of clarifying and defining rural land transfer, the necessity of rural land transfer is analyzed. Land transfer is the necessity in terms of promoting agricultural scale operation and improving production efficiency; proving opportunities for narrowing urban and rural gap; realizing rural surplus labor transfer and facilitating urbanization. Major problems in the existing rural land transfer are analyzed:unclear laws and regulations and rural land transfer lacks relevant legal protection;rural social security system is imperfect and can not solve farmers' worries after land transfer; farmers and local governments are restricted by traditional ideas and it is hard to carry out the land transfer policies; rural system construction is relatively backward and the rural land transfer market is immature. Countermeasures on the governmental behaviors in rural land transfer are put forward: stipulating relevant administrative laws and regulations and perfecting the political system of rural land transfer; perfecting rural social security system and solving farmers' worries after land transfer; changing the ideas and working style of local officials and leading farmers to form the scientific land transfer outlook;and vigorously promoting the construction of system and positively cultivating rural land transfer market. 展开更多
关键词 Rural land transfer Major problems Governmental behaviors China
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Inquiry into Problems of Farmers' Employment under the Condition of Land Transfer
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作者 JIN Li-fu,RAN Shuang-quan College of Humanities,Jiangsu University,Zhenjiang 212013,China 《Asian Agricultural Research》 2011年第5期22-27,共6页
This paper emphasizes the urgency of solving the problems of farmers' employment under the condition of land transfer,indicating that solving the problems of farmers' employment is the necessary requirement of... This paper emphasizes the urgency of solving the problems of farmers' employment under the condition of land transfer,indicating that solving the problems of farmers' employment is the necessary requirement of land transfer,the actual requirement of constructing well-off society comprehensively,and the objective requirement of transforming developmental model.The characteristics of the problems of farmers' employment under the condition of land transfer are as follows:the rural surplus labor forces increase,and the ubiquitous unemployment is urgent;the employment room of farmers is narrow,and the structural unemployment is serious;the ability of farmers' employment is poor,and recessive unemployment has a large proportion;the situation of farmers' employment is not so sanguine,and the policy unemployment is frequent.This paper points out the causes of farmers' employment problems under the situation of land transfer as follows:in terms of analysis of subjective factors,farmers' self-employment ability is yet to be underpinned;in terms of analysis of objective factors,the relevant mechanism of government is unsound.Finally,corresponding countermeasures and suggestions are put forward as follows:establish the mechanism of farmer traceability analysis under the condition of land transfer;strengthen the training of farmers' skills;reinforce the publicity and education of farmers' employment concept;promote the process of urbanization and construct the employment vehicle of farmers;adjust the industrial structure in rural areas and expand the internal employment in rural areas;improve macro regulation and improve the employment environment for farmers. 展开更多
关键词 LAND transfer FARMER The problemS of EMPLOYMENT Ch
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A Novel Finite Volume Scheme with Geometric Average Method for Radiative Heat Transfer Problems
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作者 Cunyun Nie Haiyuan Yu 《应用物理前沿(中英文版)》 2013年第4期32-44,共13页
关键词 有限体积格式 几何平均法 辐射换热 辐射传热 轴对称性 数值试验 有限体积法 调和平均数
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Transfer Matrix Approach for Two-State Scattering Problem with Arbitrary Coupling
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作者 Diwaker Aniruddha Chakraborty 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第7期5-8,共4页
The present work deals with the calculation of transition probability between two diabatic potentials coupled by any arbitrary coupling. The method presented in this work is applicable to any type of coupling while fo... The present work deals with the calculation of transition probability between two diabatic potentials coupled by any arbitrary coupling. The method presented in this work is applicable to any type of coupling while for numerical calculations we have assumed the arbitrary coupling as Gaussian coupling. This arbitrary coupling is expressed as a collection of Dirac delta functions and by the use of the transfer matrix technique the transition probability from one diabatic potential to another diabatic potential is calculated. We examine our approach by considering the case of two constant potentials coupled by Gaussian coupling as an arbitrary coupling. 展开更多
关键词 transfer Matrix Approach for Two-State Scattering problem with Arbitrary Coupling
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Negative Language Transfer in Chinese College Students’EFLWriting: Problems and Strategy
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作者 Liu Hongjian 《科技信息》 2010年第30期I0149-I0150,共2页
Negative language transfer is a common phenomenon in Chinese college students 'English writing. Influenced by our native language, Chinese college students tend to apply Chinese language rules to English writing. ... Negative language transfer is a common phenomenon in Chinese college students 'English writing. Influenced by our native language, Chinese college students tend to apply Chinese language rules to English writing. This paper primarily focuses on the negative language transfer in College English writing. It tries to illustrate and analyze the negative language transfer in college students'English writing in terms of lexicon, syntax, discourse, and pragmatics. Based on the above analysis, it proceeds to put forward some suggestions on how to teach English writing effectively and efficiently. 展开更多
关键词 英语学习 英语写作 母语干扰现象 汉语
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传热学反问题课程体系本研贯通式一体化建设 被引量:1
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作者 任亚涛 何明键 +2 位作者 高包海 齐宏 刘彬 《高教学刊》 2025年第2期44-47,共4页
本研贯通式一体化建设对于增强本研课程的有效衔接,促进学生的系统与长程培养具有重要作用。该文以哈尔滨工业大学能源动力类专业传热学反问题课程体系为研究对象,介绍其本研贯通式一体化建设的主要成果。从课程内容、实验平台、教材体... 本研贯通式一体化建设对于增强本研课程的有效衔接,促进学生的系统与长程培养具有重要作用。该文以哈尔滨工业大学能源动力类专业传热学反问题课程体系为研究对象,介绍其本研贯通式一体化建设的主要成果。从课程内容、实验平台、教材体系和教学团队建设等多个方面分析传热学反问题课程体系的建设成效。分析发现,传热学反问题课程体系的本研贯通式一体化建设有利于授课教师厘清本科生与研究生课程之间的侧重点,进一步增强本研课程的有效衔接,提高学生知识、能力、实践和创新的系统训练和长程培养成效。 展开更多
关键词 本研一体化 传热学反问题 传热学 虚拟仿真实验 新工科
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基于A*算法的摄动Lambert同伦迭代方法 被引量:1
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作者 谢聪 杨震 梁彦刚 《航空学报》 北大核心 2025年第4期188-199,共12页
摄动Lambert问题是航天器交会对接、在轨维修等任务的基础问题。由于摄动Lambert问题没有解析解,仅能通过迭代计算得出数值解,因此现有方法主要针对迭代收敛性与计算效率进行改进。在现有同伦迭代的基础上,引入通用图搜索A*算法思想,提... 摄动Lambert问题是航天器交会对接、在轨维修等任务的基础问题。由于摄动Lambert问题没有解析解,仅能通过迭代计算得出数值解,因此现有方法主要针对迭代收敛性与计算效率进行改进。在现有同伦迭代的基础上,引入通用图搜索A*算法思想,提出了剪枝同伦迭代方法。首先,将当前末位置偏差到初速度增益的状态转移矩阵梯度方向与目标方向结合得到迭代方向,设计了基于A*算法的同伦映射;其次,基于泰勒展开设计了线性摄动矩阵,实现了对末位置发散路径的剪枝,解决了牛顿打靶法、拟线性化等传统方法无法排除初速度发散的无效迭代问题。仿真结果表明,本方法在保证获得最优解的同时较现有同伦法提升25%以上的计算效率,具有更大的收敛范围;同时本方法具有良好的初值收敛特性,地月三体系统轨道转移案例较拟线性化方法提升30%以上计算效率。 展开更多
关键词 摄动Lambert问题 同伦迭代法 轨道转移 A*算法 三体问题
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联合运输模式下的地铁物流中转站选址研究
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作者 陶思宇 裴娆 +1 位作者 邓雨平 罗雪 《铁道运输与经济》 北大核心 2025年第8期125-134,共10页
近年来,经济快速增长、城市人口快速膨胀、土地资源紧张等现象导致城市物流需求不断增加。为缓解传统运输方式无法满足城市日益增长的物流需求的问题,合理降低城市物流运输成本,基于传统城市物流配送网路,提出地铁与传统运输方式联合运... 近年来,经济快速增长、城市人口快速膨胀、土地资源紧张等现象导致城市物流需求不断增加。为缓解传统运输方式无法满足城市日益增长的物流需求的问题,合理降低城市物流运输成本,基于传统城市物流配送网路,提出地铁与传统运输方式联合运输的新型城市物流配送模式。以地铁运输总成本和公路运输总成本之和最小化为目标,构建联合运输模式下的地铁物流中转站选址模型,同时设计自适应大邻域搜索算法对选址模型进行求解。最后以成都地铁网络为背景,分析服务范围对地铁物流中转站选址方案的影响及算法求解的稳定性。结果表明:相比于传统公路运输,联合运输模式总成本降低约26.8%,算法灵敏度误差未超过1%,利用本研究提出的联合运输模式进行城市物流活动更有优势。 展开更多
关键词 联合运输模式 地铁物流中转站 物流配送 选址问题 自适应大邻域搜索算法
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素养导向的迁移学习及其教学实现 被引量:2
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作者 慕婷婷 郭元祥 《天津师范大学学报(基础教育版)》 北大核心 2025年第2期1-6,共6页
核心素养内在地具有迁移性。素养导向的迁移学习是一种发展型学习形态,指学生在真实情境中以专家思维运用所学知识技能和态度观念,促进复杂问题解决以表现和发展素养能力。研究认为,习得、联结、迁移和转化构成了素养导向的迁移学习的... 核心素养内在地具有迁移性。素养导向的迁移学习是一种发展型学习形态,指学生在真实情境中以专家思维运用所学知识技能和态度观念,促进复杂问题解决以表现和发展素养能力。研究认为,习得、联结、迁移和转化构成了素养导向的迁移学习的内在机制,即以大概念深化学科知识理解而产生价值期待,经由真实情境感知发掘相似要素以生成迁移倾向,通过复杂问题解决完善知识结构以发生迁移行为,并借助元认知监控迁移过程优化心智模式以表现核心素养。教学中以迁移学习培育学生核心素养,需联结大概念牵引教学促进知识结构化,创设复杂问题情境提升迁移可能性,并提供个性化指导优化迁移学习经验。 展开更多
关键词 核心素养 迁移学习 大概念 复杂问题解决
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动态任务构建的多任务算法求解MOVRPTW问题
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作者 王宇东 武燕 《西安电子科技大学学报》 北大核心 2025年第3期242-256,共15页
带时间窗的多目标车辆路径问题(MOVRPTW)是一个重要且具有挑战性的物流问题。进化多任务算法(EMT)是一种通过任务间知识迁移提升算法寻优能力的新颖方法。文中提出一种动态构造辅助任务的方法,旨在增强任务间的知识迁移效果,从而提高原... 带时间窗的多目标车辆路径问题(MOVRPTW)是一个重要且具有挑战性的物流问题。进化多任务算法(EMT)是一种通过任务间知识迁移提升算法寻优能力的新颖方法。文中提出一种动态构造辅助任务的方法,旨在增强任务间的知识迁移效果,从而提高原始任务的寻优能力。文中采用动态更换辅助任务的思想改进多任务优化算法求解MOVRPTW问题,期望算法在任务间能持续提供有效的知识迁移。在算法的迭代过程中,当辅助任务不能提供有效迁移时,依据当前原始任务的非劣解的分布信息动态更换辅助任务以探索未搜索的方向,为提供更有效的知识迁移提供可能性。同时设计了从辅助任务到原始任务及原始任务到辅助任务的两种知识迁移方法来提高算法的的寻优能力。通过在大量标准测试算例上的仿真验证表明所提算法能够持续提供有效的知识迁移,显著提高EMT算法的寻优能力,为解决MOVRPTW问题提供了新的有效途径。 展开更多
关键词 动态辅助任务 进化多任务算法 知识迁移 MOVRPTW问题
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基于低阶导数物理信息神经网络的流动和传热反演问题研究
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作者 张贤 胡春 +2 位作者 崔永赫 王秋旺 赵存陆 《空气动力学学报》 北大核心 2025年第1期34-43,I0001,共11页
求解空气动力学领域中流动和传热反演问题对于飞行器设计和飞行环境控制至关重要。然而,传统数值方法在处理这类问题时,往往面临计算复杂性和数据依赖性的挑战。为解决此问题,基于物理信息神经网络(PINN),本文构建了低阶导数物理信息神... 求解空气动力学领域中流动和传热反演问题对于飞行器设计和飞行环境控制至关重要。然而,传统数值方法在处理这类问题时,往往面临计算复杂性和数据依赖性的挑战。为解决此问题,基于物理信息神经网络(PINN),本文构建了低阶导数物理信息神经网络(LPINN),其特点在于仅需有限的实验测量数据,即可有效地解决流动和传热的反演问题。为验证LPINN在反演问题上的应用效果,选择了两种典型的二维流动及传热案例(泊肃叶流动和顶盖驱动方腔流动)进行研究。结果表明,在缺乏明确边界条件的前提下,LPINN能利用稀疏的实验数据,准确预测整个计算区域内的流场和温度场,并能够较为精确地确定控制方程中的雷诺数和佩克莱数。对随机取点、均匀取点和基于先验知识取点3种不同的实验观测点选取方案进行了对比分析,发现基于先验知识取点方案在保证高反演精度的同时,其所需的实验观测点数量最少,这对提高反演问题的求解效率具有积极意义。此外,LPINN在处理反演问题时展现出对实验数据中噪声的高度鲁棒性。 展开更多
关键词 低阶导数 物理信息神经网络 流动与传热 反演问题
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基于钢包内壁损蚀边界反演的钢包温度预测
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作者 廖晨 李国军 魏琳扬 《冶金能源》 北大核心 2025年第2期49-54,共6页
钢包的内衬直接暴露在钢水中很容易受到腐蚀,带来潜在的安全隐患。为了降低这种风险,文章提出了基于钢包内壁损蚀边界反演的钢包温度预测模型。通过建立钢包的传热数学模型,利用导热反问题技术,并结合粒子群优化算法,以易于获得的钢包... 钢包的内衬直接暴露在钢水中很容易受到腐蚀,带来潜在的安全隐患。为了降低这种风险,文章提出了基于钢包内壁损蚀边界反演的钢包温度预测模型。通过建立钢包的传热数学模型,利用导热反问题技术,并结合粒子群优化算法,以易于获得的钢包包壳外壁测量温度作为输入量,对钢包内壁未知的损蚀边界进行反演。基于边界反演结果,可以进一步对钢包温度进行预测。数值模拟实验结果表明,该模型能够较为准确地对钢包内壁的损蚀边界形状进行反演,并准确预测钢包温度变化。对钢包运转工艺对反演及预测的影响进行了讨论,运转流程由装钢和烘烤保温交替变为连续装钢时,钢包内壁边界反演和温度预测的精度会进一步提高。 展开更多
关键词 钢包损蚀 温度预测模型 导热反问题 粒子群算法
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基于问题解决的高中生物学思维建模教学 被引量:1
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作者 陈淑芳 《生物学教学》 北大核心 2025年第2期25-28,共4页
基于“寒冷条件下生命活动调节”问题,引导学生运用科学思维方法,建构问题解决的思维模型;运用相关知识原理、生活经验,研析完善模型,拓展学生思维空间;运用模型解决生产生活实践问题,提高学生的迁移运用能力,发展科学思维。
关键词 问题解决 思维建模 迁移运用 科学思维
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从终端数据识别生物传热过程中空间热源的反问题
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作者 铁旭玮 杨柳 《应用数学和力学》 北大核心 2025年第7期904-915,共12页
研究探讨了重构生物体热波扩散模型中空间热源的反问题.与传统的抛物型生物传热模型不同,该文聚焦于更复杂、更实用的双曲型模型,特别适用于生物医学工程应用.首先,基于最优控制理论,将反问题转化为一个最优控制问题.为了克服全变差函... 研究探讨了重构生物体热波扩散模型中空间热源的反问题.与传统的抛物型生物传热模型不同,该文聚焦于更复杂、更实用的双曲型模型,特别适用于生物医学工程应用.首先,基于最优控制理论,将反问题转化为一个最优控制问题.为了克服全变差函数不可微性带来的控制问题唯一最优解难题,引入了一个精心设计的磨光全变差正则化项.然后,详细讨论了最优解的存在性及其必要条件.随后,在终端时刻较小的假设条件下,利用Sobolev嵌入理论证明了最优解的唯一性和稳定性.最后,基于必要条件设计了一种梯度型优化算法,并通过数值算例验证了算法的有效性. 展开更多
关键词 反问题 生物传热 空间热源 梯度型算法 数值算例
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