Software Effort Estimation using Satin Bowerbird Algorithm
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2017, Vol 5, Issue 7
Abstract
There are various non-linear optimization problems can be effectively solved by Meta-heuristic Algorithms. The Software effort estimation is an optimization problem so it can also be solved by the Meta-heuristic algorithm. There are more than one algorithm is available today for finding the optimized solution for the particular problem. So we used one of the Metaheuristic algorithm that is Satin Bowerbird Algorithm[4]. This algorithm is used for finding the optimized value of a and b which are used in the Boehm’s COCOMO[2][8] Model for finding the nearest result in terms of software effort estimation with the actual effort as given in the dataset. We also used 15 effort multiplier for finding the nearest result. In recent years, the researchers try to pay more attention on the software effort estimation. In this paper we collate the software effort estimation among three models, these are COCOMO Model[2][8], Genetic Algorithm and Satin Bowerbird Optimization Algorithm[4]. We also evaluate the Mean Magnitude Relative Error and Root Mean Square value at last and compare with these models.
Authors and Affiliations
Rishi Kishore, D. L. Gupta
Keywords
Related Articles
- EP ID EP24844
- DOI -
- Views 424
- Downloads 14
slugA Review on Artificial Intelligence Techniques Applied in End Milling
in today’s fast changing scenario in manufacturing industries, End milling machining is an operation which produces variety of shapes and surfaces with varying surface roughness. The application of effective optimizatio...
Implementing Java Distributed Objects with JDBC
Organizations rely on information to make effective business decisions and corporate intranets are changing the way organizations conduct business. As networking technologies continue to improve, with increasing bandwid...
Laboratory Automation Using Wireless Sensor Networks
The inclusion of internet communication within the loop of control is innovative comparing with the design methodologies of classical control system. In the proposed system, hazardous environment monitoring and control...
Conquences of A Fixed Point Theorem for Quasi- Contractions of D*-Metric Spaces
The main aim of this paper is to prove the consequences of existence of fixed point on λ-generalized contraction of self mapping functions on D*-metric space.
Mathematical Simulation for Comparison of Unreinforced Concrete and CFRP of I-Beam Using FEM
In present research we are we analyze the I beam using FEM software Ansys14.5 and comparing Unreinforced concrete and CFRP laminates Reinforced concrete components such as beams and columns are made strong in flexure th...