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Joint container orchestrating and request routing for serverless edge computing-based simulation applications

delete2025-08-08
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PRE
AI
Y
Yong Peng
张
张苗 (Miao Zhang) *
Z
Zhi Zhou
H
Hao Huang
DOI:10.1016/j.jnca.2025.104284delete
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Abstract

Abstract

En 中文
Serverless edge computing dynamically invokes functions based on events, enabling on-demand code execution at the network edge and minimizing infrastructure management overhead. This computing paradigm is naturally suitable for event-driven distributed simulation applications, which involves frequent event interactions and stringent latency constraints. When running on top of geographically dispersed edge clouds, container orchestration and request routing have a significant impact on the performance of serverless edge computing -based simulations. In this paper, we propose an online orchestration framework for cross-edge serverless computing-based-simulations, which aims to minimize the resource cost and carbon emission under performance (i.e., latency) constraint, via jointly optimizing the container retention and requesting routing on-the-fly. This long-term cost minimization problem is difficult since it is NP-hard and involves future uncertain information. To simultaneously address these dual challenges, we carefully combine an online optimization technique with an approximate optimization method in a joint optimization framework. This framework first temporally decomposes the long-term time-coupling problem into a series of one-shot fractional problem via Lyapunov optimization, and then applies randomized dependent scheme to round the fractional solution to a near-optimal integral solution. The resulting online algorithm achieves an outstanding performance, as verified by extensive trace-driven simulations.
Keywords:
serverless edge computing
container orchestration
request routing
event-driven simulation
online optimization

Journal

Journal of Network and Computer Applications cover
Journal of Network and Computer Applications
IF:
8
Papers:
3.7K
Citations:
1.1W

Organization

N
National University of Defense Technology
Scholars:
3.3K
Papers: 1.0K
Citations: 8.2K
S
sun yat-sen university
Scholars:
1.9W
Papers: 6.4K
Citations: 14
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