Title: An innovative educational resource allocation method based on NSGA-II algorithm
Authors: Jing Chen
Addresses: Institute of Marxism, Zhejiang University of Water Resources and Electric Power, Hangzhou, 310000, Zhejiang, China
Abstract: Because the traditional allocation method of innovative education resources has some problems, such as the closeness of innovative education indicators, the utilisation efficiency of innovative education resources and the low efficiency of innovative education resources allocation, proposes an innovative educational resource allocation method based on NSGA-II algorithm. Firstly, the index system of innovative education resource allocation is established, and the weight of the index is calculated by using the analytic hierarchy process. Secondly, with the goal of optimal closeness, maximum resource utilisation efficiency and fastest resource allocation efficiency, a multi-objective function of innovative education resource allocation is established. Finally, NSGA-II algorithm is used to solve the objective function, and the obtained solution is the optimal strategy. The experiment results show that the proposed method has a high closeness of innovative education indicators and a high efficiency of innovative education resource utilisation, which improves the efficiency of innovative education resource allocation.
Keywords: NSGA-II algorithm; innovation education; resource allocation; index closeness; multi-objective function.
DOI: 10.1504/IJRIS.2024.139834
International Journal of Reasoning-based Intelligent Systems, 2024 Vol.16 No.3, pp.231 - 239
Received: 27 Dec 2022
Accepted: 14 Mar 2023
Published online: 08 Jul 2024 *