xTune

Author:

Kim Minyoung1,Stehr Mark-Oliver1,Talcott Carolyn1,Dutt Nikil2,Venkatasubramanian Nalini2

Affiliation:

1. SRI International, CA

2. University of California, Irvine, CA

Abstract

Resource-limited mobile embedded systems can benefit greatly from dynamic adaptation of system parameters. We propose a novel approach that employs iterative tuning using lightweight formal verification at runtime with feedback for dynamic adaptation. One objective of this approach is to enable trade-off analysis across multiple layers (e.g., application, middleware, OS) and predict the possible property violations as the system evolves dynamically over time. Specifically, an executable formal specification is developed for each layer of the mobile system under consideration. The formal specification is then analyzed using statistical property checking and statistical quantitative analysis, to determine the impact of various resource management policies for achieving desired timing/QoS properties. Integration of formal analysis with dynamic behavior from system execution results in a feedback loop that enables model refinement and further optimization of policies and parameters. We demonstrate the applicability of this approach to the adaptive provisioning of resource-limited distributed real-time systems using a mobile multimedia case study.

Funder

National Science Foundation

Publisher

Association for Computing Machinery (ACM)

Subject

Hardware and Architecture,Software

Cited by 17 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. GOAL: Supporting General and Dynamic Adaptation in Computing Systems;Proceedings of the 2022 ACM SIGPLAN International Symposium on New Ideas, New Paradigms, and Reflections on Programming and Software;2022-11-29

2. Protecting adaptive sampling from information leakage on low-power sensors;Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems;2022-02-22

3. CLASA : a Cross-Layer Agent Security Architecture for networked embedded systems;2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS);2021-08-23

4. Power consumption management under a low-level performance constraint in the Xen hypervisor;ACM SIGBED Review;2020-07-27

5. CALOREE;ACM SIGPLAN Notices;2018-11-30

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