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Solving inverse problems of radiative heat transfer and phase change in semitransparent medium by using Improved Quantum Particle Swarm Optimization

机译:用改进的量子粒子群算法求解半透明介质的辐射换热和相变反问题

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摘要

In the present study, the Quantum Particle Swarm Optimization (QPSO) algorithm is applied to solve the inverse problems of radiative heat transfer and phase change in laser heating semitransparent medium. To increase the efficiency and the accuracy of the original QPSO algorithm, an Improved Quantum Particle Swarm Optimization (IQPSO) algorithm is developed based on the original QPSO algorithm. To illustrate the performance of the proposed IQPSO algorithm, the Stefan number or/and conduction to radiation number of the one-dimensional semitransparent phase change medium are retrieved by measuring the transient boundary temperatures. The Finite Volume Method approximation is treated as the forward model and the sensitivity and measurement error are also analyzed. By the IQPSO algorithm presented, the thermophysical parameters can be estimated accurately, even with noisy data. In conclusion, the IQPSO algorithm is demonstrated to be more effective and robust compared with the Basic Particle Swarm Optimization and QPSO algorithms through function estimation and parameter estimation, it is thus has the potential to be implemented in various fields of inverse heat transfer problems.
机译:在本研究中,量子粒子群算法(QPSO)被用于解决激光加热半透明介质中的辐射传热和相变的逆问题。为了提高原始QPSO算法的效率和准确性,在原始QPSO算法的基础上开发了一种改进的量子粒子群算法(IQPSO)。为了说明所提出的IQPSO算法的性能,通过测量瞬态边界温度来检索一维半透明相变介质的Stefan数或/和对辐射的传导数。将有限体积法近似作为正向模型,并分析了灵敏度和测量误差。通过提出的IQPSO算法,即使有嘈杂的数据也可以准确估算热物理参数。综上所述,通过函数估计和参数估计,与基本粒子群优化和QPSO算法相比,IQPSO算法被证明是更有效,更健壮的,因此有潜力在逆传热问题的各个领域得到实现。

著录项

  • 来源
  • 作者单位

    Key Laboratory of Energy Thermal Conversion and Control of Ministry of Education, School of Energy and Environment, Southeast University, Nanjing 210096, PR China;

    School of Energy Science and Engineering, Harbin Institute of Technology, 92 West Dazhi Street, Harbin 150001, PR China;

    School of Energy Science and Engineering, Harbin Institute of Technology, 92 West Dazhi Street, Harbin 150001, PR China;

    School of Energy Science and Engineering, Harbin Institute of Technology, 92 West Dazhi Street, Harbin 150001, PR China;

    School of Energy Science and Engineering, Harbin Institute of Technology, 92 West Dazhi Street, Harbin 150001, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Quantum Particle Swarm Optimization; Radiative heat transfer; Phase change; Laser heating; Finite Volume Method;

    机译:量子粒子群优化;辐射换热;相变激光加热;有限体积法;

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