4.5 Article

Dynamic Scheduling Algorithm in Cyber Mimic Defense Architecture of Volunteer Computing

Journal

ACM TRANSACTIONS ON INTERNET TECHNOLOGY
Volume 21, Issue 3, Pages -

Publisher

ASSOC COMPUTING MACHINERY
DOI: 10.1145/3408291

Keywords

Volunteer computing; Cyber Mimic Defense; Dynamic Scheduling; Time Threshold; Task Threshold; Multi-level Queue

Funding

  1. 4th project Research on the Key Technology of Endogenous Security Switches of the National Key R&D Program New Network Equipment Based on Independent Programmable Chips [2020YFB1804604, 2020YFB1804600]
  2. 2020 Industrial Internet Innovation and Development Project from Ministry of Industry and Information Technology of China
  3. Jiangsu province key research and development programs: social development project [BE2017739]
  4. 2018 Jiangsu Province Major Technical Research Project Information Security Simulation System
  5. Fundamental Research Fund for the Central Universities [30918012204, 30920041112, 30919011282]
  6. National Natural Science Foundation of China [61702264, 61761136003]
  7. Postdoctoral Science Foundation of China [2019M651835]
  8. Jiangsu Province Modern Education Technology Research Project [84365]
  9. National Vocational Education Teacher Enterprise Practice Base Integration of Industry and Education Special Project (Study on Evaluation Standard of Artificial Intelligence Vocational Skilled Level)
  10. Japan Society for the Promotion of Science (JSPS) [JP18K18044, JP21K17736]
  11. 2019 Industrial Internet Innovation and Development Project from Ministry of Industry and Information Technology of China

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Volunteer computing utilizes public computers for distributed scientific computing and has been successful in various fields. Cyber Mimic Defense (CMD) defends against security issues in volunteer computing through its dynamic, heterogeneous, and redundant characteristics. The dynamic scheduling algorithm ensures the security and reliability of CMD by dynamically changing the centralized executor of services.
Volunteer computing uses computers volunteered by the general public to do distributed scientific computing. Volunteer computing is being used in high-energy physics, molecular biology, medicine, astrophysics, climate study, and other areas. These projects have attained unprecedented computing power. However, with the development of information technology, the traditional defense system cannot deal with the unknown security problems of volunteer computing. At the same time, Cyber Mimic Defense (CMD) can defend the unknown attack behavior through its three characteristics: dynamic, heterogeneous, and redundant. As an important part of the CMD, the dynamic scheduling algorithm realizes the dynamic change of the service centralized executor, which can enusre the security and reliability of CMD of volunteer computing. Aiming at the problems of passive scheduling and large scheduling granularity existing in the existing scheduling algorithms, this article first proposes a scheduling algorithm based on time threshold and task threshold and realizes the dynamic randomness of mimic defense from two different dimensions; finally, combining time threshold and random threshold, a dynamic scheduling algorithm based on multi-level queue is proposed. The experiment shows that the dynamic scheduling algorithm based on multi-level queue can take both security and reliability into account, has better dynamic heterogeneous redundancy characteristics, and can effectively prevent the transformation rule of heterogeneous executors from being mastered by attackers.

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