Simulation and Prediction of Fungal Community Evolution Based on RBF Neural Network

Author:

Cai Xiao-Wei1ORCID,Bao Ya-Qian1ORCID,Hu Ming-Feng1ORCID,Liu Jia-Bao2ORCID,Zhu Jia-Ming1ORCID

Affiliation:

1. School of Statistics and Applied Mathematics, Anhui University of Finance and Economics, Bengbu 233030, China

2. School of Mathematics and Physics, Anhui Jianzhu University, Hefei 230601, China

Abstract

Simulation and prediction of the scale change of fungal community. First, using the experimental data of a variety of fungal decomposition activities, a mathematical model of the decomposition rate and the relationship between the bacterial species was established, thereby revealing the internal mechanism of fungal decomposition activity in a complex environment. Second, based on the linear regression method and the principle of biodiversity, a model of fungal decomposition rate was constructed, and it was concluded that the interaction between mycelial elongation and moisture resistance could increase the fungal decomposition rate. Third, the differential equations are used to quantify the competitive relationship between different bacterial species, divide the boundaries of superior and inferior species, and simulate the long-term and short-term evolution trends of the community under the same initial environment. And an empirical analysis is made by taking the sudden change of the atmosphere affecting the evolution of the colony as an example. Finally, starting from summer, combining soil temperature, humidity, and fungal species data in five different environments such as arid and semiarid, a three-dimensional model and RBF neural network are introduced to predict community evolution. The study concluded that under given conditions, different strains are in short-term competition, and in the long-term, mutually beneficial symbiosis. Biodiversity is important for the biological regulation of nature.

Funder

Anhui University

Publisher

Hindawi Limited

Subject

Applied Mathematics,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Modelling and Simulation,General Medicine

Reference45 articles.

1. Protein: the store and transmitter of another type of information in biology——a reinterpretation of knowledge related to prion biology;G. H. Yu;Advances in Biochemistry and Biophysics,2005

2. Rhizosphere soil fungal community structure of healthy potato and Verticillium wilt plants and their utilization characteristics of carbon sources;W. S. Zhao;Chinese Agricultural Sciences,2021

3. Infrared spectroscopy study on the influence of microorganisms on the structural characteristics of humus after adding wheat straw to black soil;S. Wang;Spectroscopy and Spectral Analysis,2012

4. Diversity of soil fungal communities in artificial and natural spruce forests and characteristics of bacterial community network relationships;Y. J. Liu;Journal of Applied Ecology,2021

5. The emerging cross-disciplinary studies of landscape ecology and biodiversity in China

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