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一种高等教育招生容量的广义国家规划方法:一种具有新型差分进化算法的非线性整数目标规划模型。

A Generalized National Planning Approach for Admission Capacity in Higher Education: A Nonlinear Integer Goal Programming Model with a Novel Differential Evolution Algorithm.

作者信息

El-Qulity Said Ali, Mohamed Ali Wagdy

机构信息

Department of Industrial Engineering, Faculty of Engineering, King Abdulaziz University, P.O. Box 80200, Jeddah 21589, Saudi Arabia.

Department of Operations Research, Institute of Statistical Studies and Research, Cairo University, Giza 12613, Egypt.

出版信息

Comput Intell Neurosci. 2016;2016:5207362. doi: 10.1155/2016/5207362. Epub 2015 Dec 24.

Abstract

This paper proposes a nonlinear integer goal programming model (NIGPM) for solving the general problem of admission capacity planning in a country as a whole. The work aims to satisfy most of the required key objectives of a country related to the enrollment problem for higher education. The system general outlines are developed along with the solution methodology for application to the time horizon in a given plan. The up-to-date data for Saudi Arabia is used as a case study and a novel evolutionary algorithm based on modified differential evolution (DE) algorithm is used to solve the complexity of the NIGPM generated for different goal priorities. The experimental results presented in this paper show their effectiveness in solving the admission capacity for higher education in terms of final solution quality and robustness.

摘要

本文提出了一种非线性整数目标规划模型(NIGPM),用于解决整个国家招生容量规划的一般问题。这项工作旨在满足一个国家与高等教育招生问题相关的大多数关键目标要求。同时制定了系统概述以及应用于给定计划时间范围的求解方法。以沙特阿拉伯的最新数据为例进行研究,并使用一种基于改进差分进化(DE)算法的新型进化算法来解决针对不同目标优先级生成的NIGPM的复杂性问题。本文给出的实验结果表明,该算法在最终解质量和鲁棒性方面对于解决高等教育招生容量问题是有效的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ef02/4707021/0d0ac861611e/CIN2016-5207362.001.jpg

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本文引用的文献

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A linear programming approach for placement of applicants to academic programs.
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