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A New Model for Predicting Component-Based Software Reliability Using Soft Computing

delete2019-01-01
delete18
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OA
AI
C
Chander Diwaker
P
Pradeep Tomar
A
Arun Solanki
A
Anand Nayyar
N
N. Z. Jhanjhi *
A
Azween Abdullah
M
Mahadevan Supramaniam
DOI:10.1109/ACCESS.2019.2946862delete
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摘要

摘要

En 中文
Software engineering is the process of developing software by utilizing applications of computer engineering. In the present day, predicting the reliability of the software system become a recent issue and an attractive issue for the research area in the field of software engineering. Different techniques have been applied to estimate and predict the reliability of a system. To make new software from the beginning is a difficult task. Component-Based Software Engineering (CBSE) helps in minimizing these efforts in making new software because it utilizes factors like reusability, component dependency, and component interaction that results in decreasing complexity of the system. Soft computing may be applied to estimate reliability. A new model is proposed to estimate the reliability of Component-based Software (CBS) using series and parallel reliability models and later on, the proposed component-based software reliability model is evaluated using two soft computing techniques- Fuzzy Logic and PSO. The experimental results conclude that the proposed reliability model has a lower error rate in predicting CBSE reliability as compared to reliability prediction utilizing fuzzy logic and PSO.
Keyword:
Software reliability
Fuzzy logic
Computational modeling
Predictive models
Software
Mathematical model
CBSE
CBS
CBSR
factors of CBSR metrics
reusability
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IEEE Access
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3.6
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9.8W
被引数:
29.4W

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