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دسته بندی:
داده های بزرگ - big data
سال انتشار:
2018
عنوان انگلیسی مقاله:
Fast and Parallel Trust Computing Scheme Based on Big Data Analysis For Collaboration Cloud Service
ترجمه فارسی عنوان مقاله:
طرح محاسبات سریع و موازنه اعتماد بر اساس تجزیه و تحلیل داده های بزرگ برای همکاری خدمات ابر
منبع:
IEEE - IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, VOL: 13, NO: 8, AUGUST 2018
نویسنده:
Xiaoyong Li، Jie Yuan, Huadong Ma, Wenbin Yao
چکیده انگلیسی:
Providing high trustworthy service is the most
fundamental task for any cloud computing platform. Users are
willing to deliver their computing tasks and the most sensitive
data to cloud data centers, which is based on the trust relationship
established between users and cloud service providers. However,
with the development of collaboration cloud computing, how
to provider fast response for a large number of users’ service
requests becomes a challenging problem. In order to quickly
provide highly trustworthy services, the service platform must
efficiently and quickly reply tens of millions of service requests,
and automatically match-make tens of thousands of service
resources. In this context, lightweight and fast (high-speed, lowoverhead) trust computing schemes become the fundamental
demand for implementing a trustworthy and collaborative cloud
service. In this paper, we propose an innovative and parallel trust
computing scheme based on big data analysis for the trustworthy
cloud service environment. First, a distributed and modular
perceiving architecture for large-scale virtual machines’ service
behavior is proposed relying on distributed monitoring agents.
Then, an adaptive, lightweight, and parallel trust computing
scheme is proposed for big monitored data. To the best of
our knowledge, this paper is the first to use a blocked and
parallel computing mechanism, the speed of trust calculation is
greatly accelerated, which makes this trust computing scheme
very suitable for a large-scale cloud computing environment.
Performance analysis and experimental results verify feasibility
and effectiveness of the proposed scheme
Index Terms: Cloud computing, service behavior monitoring,trust computing, big data analysis
قیمت: رایگان
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