Open Access

Strategies for optimal allocation of cloud computing resources for innovation and entrepreneurship education in industry-teaching integration environment

Xiaoxia Jin

Xiaoxia Jin

Employment Guidance Center of Xinxiang Vocational and Technical CollegeXinxiang, China
Search for this author on
Sciendo|Google Scholar
Jin, Xiaoxia
  
Sep 26, 2025
Strategies for optimal allocation of cloud computing resources for innovation and entrepreneurship education in industry-teaching integration environment's Cover Image
About this article
Previous Article
Next Article
Cite
Download Cover
Published Online: Sep 26, 2025
Received: Jan 05, 2025
Accepted: Apr 19, 2025
DOI: https://doi.org/10.2478/amns-2025-1078
Keywords
© 2025 Xiaoxia Jin, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

The structure diagram of the platform framework
The structure diagram of the platform framework

Figure 2.

Comparison of execution times when the number of tasks is different
Comparison of execution times when the number of tasks is different

Figure 3.

Comparison of execution costs when the number of tasks is different
Comparison of execution costs when the number of tasks is different

Figure 4.

Comparison of load values when the number of tasks is different
Comparison of load values when the number of tasks is different

Figure 5.

Resource load situation
Resource load situation

Figure 6.

Standard deviation of distribution results
Standard deviation of distribution results

Figure 7.

Comparison of task execution time span
Comparison of task execution time span

Time-consuming of resource allocation scheduling

Algorithm Time-consuming of resource allocation scheduling(ms)
GAAA 83.6
ACO 92.8
HGAACO 73.6

Hardware environment

Hardware environment
Software environment CPU Memory
Windows 7, jdk1.8.0,CloudSim3.0.2 Intel(R) Core(TM) i5-4590@3.30GHz 4G
Language:
English
Publication timeframe:
1 times per year
Journal Subjects:
Life Sciences, Life Sciences, other, Mathematics, Applied Mathematics, General Mathematics, Physics, Physics, other
Journal RSS Feed