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Generic-distributed framework for cloud services marketplace based on unified ontology.
1Department of Computer Science and System Engineering, College of Engineering (A), Andhra University, India.
This study introduces a cloud services marketplace framework to automate service discovery. It uses gene science and semantic similarity algorithms, improving efficiency for cloud providers and consumers.
Area of Science:
- Computer Science
- Cloud Computing
- Service-Oriented Architecture
Background:
- Cloud computing offers on-demand resources via a pay-as-you-use model.
- Current search engines struggle to efficiently discover adequate cloud services.
- A gap exists between cloud service providers and consumers in the marketplace.
Purpose of the Study:
- To present a generic, distrusted framework for an automated cloud services marketplace.
- To facilitate the discovery and selection of cloud services.
- To bridge the gap between cloud service providers and consumers.
Main Methods:
- Developed a generic framework for cloud service discovery and selection.
- Implemented two matching algorithms: dominant/recessive attributes and semantic similarity.
- Created a unified cloud service ontology for modeling services.
Main Results:
- The semantic similarity approach reduced execution time by 20% with comparable recall.
- The dominant and recessive attributes approach reduced execution time by 57% but with lower recall.
- The framework enables cloud services to be traded as utilities.
Conclusions:
- The proposed framework effectively automates cloud service discovery and selection.
- Different matching algorithms offer trade-offs between execution time and recall.
- This work represents a novel approach to a cloud services marketplace.
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