4.7 Article

A new-structure grey Verhulst model: Development and performance comparison

Journal

APPLIED MATHEMATICAL MODELLING
Volume 81, Issue -, Pages 522-537

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.apm.2020.01.014

Keywords

Grey system theory; Grey Verhulst model; Structure development; N_Verhulst; Performance comparison

Funding

  1. National Natural Science Foundation of China [71771033]
  2. Chongqing Natural Science Foundation [cstc2019jcyj-msxmX0003, cstc2019jcyj-msxmX0767]
  3. General Project of Humanities and Social Sciences Research of the Ministry of Education of China [19XJC630011]
  4. Science and Technology Research Program of Chongqing Municipal Educational Committee [KJ1703057, 19SKGH043]

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The structure defect of the traditional grey Verhulst model is a key factor leading to its unstable performance. A new-structure grey Verhulst model (N_Verhulst) was proposed by introducing a new non-homogeneous exponential function. The N_Verhulst model has a better structure and stronger modeling ability; Meanwhile, it overcomes the shortcomings of the traditional Verhulst model including parameter dislocation and unreasonable selection of initial values. Four typical cases were used to test the performance of N_Verhulst, and the simulation/prediction results of the new model were compared with the traditional Verhulst model and the Pearl model. Results showed that the N_Verhulst model had evidently superior performance to the traditional grey Verhulst model, which confirms that the structure development of the new model is reasonable and effective. (C) 2020 Elsevier Inc. All rights reserved.

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