Title: Study on dynamic allocation method of English teaching resources based on firefly algorithm

Authors: Hongyu Zhang

Addresses: English Department, Taiyuan University, Taiyuan, 030000, China

Abstract: To ensure the quality of English teaching, a dynamic allocation method of English teaching resources based on firefly algorithm is proposed. The resource integration module integrates and integrates distributed English teaching resources through a unified interface. The resource management module uses a dataset filling method based on shared knowledge to fill in missing data. The resource allocation module stores resources based on resource requirements, constructs a dynamic allocation model for English teaching resources, determines resource allocation objective functions and constraints, and uses an improved chaotic adaptive firefly algorithm to solve the objective function, output the dynamic allocation results of English teaching resources. The test results show that the data integrity of this method is above 94%; the degree of data matching and root mean square error are above 0.925 and below 0.022, respectively; the value index of assigned tasks is above 0.822; the balance of resources is above 93.5%.

Keywords: firefly algorithm; English teaching; dynamic allocation of resources; unified interface; missing data population; allocation model.

DOI: 10.1504/IJBIDM.2025.143937

International Journal of Business Intelligence and Data Mining, 2025 Vol.26 No.1/2, pp.218 - 235

Received: 06 Nov 2023
Accepted: 26 Sep 2024
Published online: 14 Jan 2025 *

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