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Mathematical Modeling of Lithium-ion Batteries and Improving Mathematics Learning Experience for Engineering Students

机译:锂离子电池的数学建模和提高工科学生的数学学习经验

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摘要

Increase in the world's energy consumption along with the environmental impacts of conventional sources of energy (gas, petroleum, and coal) makes the shift to clean energy sources unavoidable. To address the energy needs of the world, using clean energy sources would not provide the sufficient answer to the world's energy issues if it is not accompanied by developing energy storage systems that are capable of storing energy efficiently. Lithium-ion batteries are the main energy storage devices that are developed to satisfy the ever-growing energy needs of the modern world. However, there are still important features of Li-ion battery systems (such as the battery microstructural effects) that need to be studied to a broader extent. In this regard, some of the battery microstructural phenomena, such as the formation of solid electrolyte interface, is believed to be the main reason behind battery degradation and drop in performance. Previous studies have focused on the experimental and computational investigation of micro- and macro- structural features of the Li-ion battery; however, further study is needed to focus on incorporating the effects of microscale features of the Li-ion batteries into the total response of the battery system. In the present work, the details of developing a multiscale mathematical model for a Li-ion battery system is explained, and a multiscale model for the battery system is developed by employing variational multiscale modeling method. The developed model is capable of considering the effects of the battery microstructural features (e.g., the random shape of the active material particles) on the total battery performance. In the developed multiscale framework, the microstructural effects are accounted for in the governing equations of the battery macroscale with the help of Green's function and variational formulation. This part of the present work provides a clear framework for understanding the details and process of developing a multiscale mathematical model for a Li-ion battery system.;Learning mathematics is essential in engineering education and practice. With increasing number of students and emergence of online/distance learning programs, it is critical to look for new approaches in teaching mathematics that different in content development and design. Special consideration should be in place in designing an online program for teaching mathematics to ensure students' success and satisfaction in the engineering curriculum. Previous investigations studied the effects of enrolling in online programs on students' achievement. However, more implementations of such educational frameworks are needed to recognize their shortcomings and enhance the quality of online learning programs. In addition, the idea of the blended classroom should be put into practice to a further extent to ensure the high-quality development of online instructional content. In this work, an online learning program was provided for engineering students enrolled in an introductory engineering mechanics course. Online interactive instructional modules were developed and implemented in the targeted engineering course to cover prerequisite mathematical concepts of the course. Students with access to the developed online learning modules demonstrated improvement in their learning and recommended employing such modules to teach fundamental concepts in other courses. This part of the work improves the understanding of the development process of the online learning modules and their implementation in lecture-based classrooms.
机译:世界能源消耗的增加以及常规能源(天然气,石油和煤炭)对环境的影响,不可避免地会转向清洁能源。为了解决世界的能源需求,如果没有发展能够有效存储能量的储能系统,使用清洁能源将无法为解决世界的能源问题提供足够的答案。锂离子电池是主要的储能设备,其开发目的是满足现代世界不断增长的能源需求。但是,锂离子电池系统仍有重要的特征(例如电池的微结构效应)需要进一步研究。在这方面,一些电池的微观结构现象,例如固体电解质界面的形成,被认为是电池退化和性能下降的主要原因。先前的研究集中在锂离子电池微观和宏观结构特征的实验和计算研究上。然而,需要进一步研究以集中于将锂离子电池的微观特征的影响纳入电池系统的整体响应中。在本工作中,解释了开发用于锂离子电池系统的多尺度数学模型的细节,并通过采用变分多尺度建模方法来开发了用于电池系统的多尺度模型。开发的模型能够考虑电池微结构特征(例如,活性材料颗粒的随机形状)对电池整体性能的影响。在发达的多尺度框架中,借助格林函数和变分公式,微观结构效应在电池宏观尺度的控制方程中得到考虑。本工作的这一部分为了解锂离子电池系统多尺度数学模型的开发细节和过程提供了一个清晰的框架。学习数学对于工程教育和实践至关重要。随着学生人数的增加和在线/远程学习计划的出现,寻找在内容开发和设计上有所不同的数学教学新方法至关重要。在设计用于数学教学的在线程序时,应特别考虑以确保学生对工程课程的成功和满意。先前的调查研究了在线课程注册对学生成绩的影响。但是,需要更多此类教育框架的实现,以认识到它们的缺点并提高在线学习计划的质量。此外,混合课堂的想法应进一步付诸实践,以确保在线教学内容的高质量发展。在这项工作中,为注册工程力学入门课程的工程专业学生提供了一个在线学习程序。在目标工程课程中开发并实施了在线交互式教学模块,以涵盖该课程的必备数学概念。有权使用已开发的在线学习模块的学生表现出学习上的进步,并建议使用这些模块来教授其他课程的基本概念。这部分工作增进了对在线学习模块的开发过程及其在基于演讲的教室中的实现的理解。

著录项

  • 作者

    Moradi, Mohammadmoein.;

  • 作者单位

    University of Kansas.;

  • 授予单位 University of Kansas.;
  • 学科 Mechanical engineering.;Mathematics.;Energy.
  • 学位 M.S.
  • 年度 2018
  • 页码 116 p.
  • 总页数 116
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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