Time of Resource Allocation Decision Model Based on Multi-Objective Optimization in School Information Technology Promotion

Aiming at the allocation of teaching resources for school affairs scheduling, a decision-making model for school affairs scheduling is designed based on a multi-objective optimization model.The "conflict detection and repair" module is added after the "initial population generation" operation in the traditional genetic algorithm, which decouples the scheduling model and meets the needs of scheduling decision-making.The designed method is compared with the standard genetic algorithm and stochastic two-point crossover genetic algorithm on the data set, and then the efficiency of resource allocation for school scheduling is improved by solving an example problem.The average faculty satisfaction with scheduling is 2.8, which is about 17% higher than the second place NPGA.Applying the algorithms to a college scheduling project, the feasible solutions of the algorithms in this paper satisfy all the various constraints, and the results of the three-stage style algorithm in the selfselected course scheduling mode yield better solutions than the baseline algorithm based on the course set in any of the arithmetic cases.This paper provides an informative solution path for the allocation of school scheduling resources, which can satisfy the course allocation needs of the three parties: teachers, students and schools.

Publication Details

Journal
Journal of Combinatorial Mathematics and Combinatorial Computing
Published
2025-04-16
DOI
https://doi.org/10.61091/jcmcc127b-436
Primary Topic
Web Applications and Data Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Time of Resource Allocation Decision Model Based on Multi-Objective Optimization in School Information Technology Promotion

Journal of Combinatorial Mathematics and Combinatorial Computing
Web Applications and Data Management
article

Time of Resource Allocation Decision Model Based on Multi-Objective Optimization in School Information Technology Promotion

article en

Abstract

Aiming at the allocation of teaching resources for school affairs scheduling, a decision-making model for school affairs scheduling is designed based on a multi-objective optimization model.The "conflict detection and repair" module is added after the "initial population generation" operation in the traditional genetic algorithm, which decouples the scheduling model and meets the needs of scheduling decision-making.The designed method is compared with the standard genetic algorithm and stochastic two-point crossover genetic algorithm on the data set, and then the efficiency of resource allocation for school scheduling is improved by solving an example problem.The average faculty satisfaction with scheduling is 2.8, which is about 17% higher than the second place NPGA.Applying the algorithms to a college scheduling project, the feasible solutions of the algorithms in this paper satisfy all the various constraints, and the results of the three-stage style algorithm in the selfselected course scheduling mode yield better solutions than the baseline algorithm based on the course set in any of the arithmetic cases.This paper provides an informative solution path for the allocation of school scheduling resources, which can satisfy the course allocation needs of the three parties: teachers, students and schools.

Journal of Combinatorial Mathematics and Combinatorial ComputingVol. 127b
Openalex Percentile: Top 89%
Web Applications and Data Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Time of Resource Allocation Decision Model Based on Multi-Objective Optimization in School Information Technology Promotion · Journal of Combinatorial Mathematics and Combinatorial Computing (2025) | TGRS Research Map | TGRS