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Data resource scheduling strategy based on improved sparrow search algorithm

delete2025-09-29
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PRE
AI
B
Bin Zhuge
T
Tingting Pan
Q
Qianye Ren
Z
Zitian Zhang
L
Ligang Dong
X
Xian Jiang *
DOI:10.1007/s10586-025-05536-1delete
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摘要

摘要

En 中文
为系统性地引导大量东向数据向西方有序计算,我们提出了基于改进麻雀搜索算法的数据资源调度(ISSA-DRS)方法。该策略利用Tent混沌映射进行种群初始化,并引入t分布变异扰动发现者的位置,从而增强算法的全局搜索和局部调整性能。考虑到存储容量和总传输延迟等约束条件,我们建立目标函数以优化数据资源调度并最大化效率。通过将其与华为软件精英挑战赛效益仿真裁判系统结合,我们验证了改进麻雀搜索算法(ISSA)在数据资源调度中的性能。实验表明,ISSA在数据资源调度中表现更优,且在实验环境中延迟更低。与经典调度算法相比,ISSA的效果提升了5.02%-22.19%。
Keyword:
East data west computing
Improved sparrow search algorithm
Data resource scheduling

期刊

C
Cluster Computing
IF:
0
论文数:
691
被引数:
1

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