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@article{180675,
author = {Renuka Deshpande and Prof. Pratibha Adkar},
title = {Techniques and application of soft computing},
journal = {International Journal of Innovative Research in Technology},
year = {2025},
volume = {12},
number = {1},
pages = {1901-1907},
issn = {2349-6002},
url = {https://ijirt.org/article?manuscript=180675},
abstract = {This paper presents a comprehensive
analysis of soft computing techniques and their various
applications across multiple domains. Soft computing
represents a collection of computational methodologies
that aim to solve complex real-world problems through
approximation and partial truth where traditional
computing approaches face limitations. This research
explores the fundamental techniques including fuzzy
logic, neural networks, evolutionary algorithms, and
probabilistic reasoning, examining their theoretical
foundations and practical implementations. Through a
systematic literature review and analysis of case
studies, this paper demonstrates how soft computing
approaches
effectively
address
uncertainty,
imprecision, and nonlinearity in diverse applications
ranging from control systems and pattern recognition
to decision support systems and optimization problems.
The research also proposes a novel integrated
framework that combines multiple soft computing
techniques to enhance problemsolving capabilities. The
findings highlight the growing significance of soft
computing in the age of big data and complex systems,
revealing promising directions for future research and
development.},
keywords = {Soft Computing, Fuzzy Logic, Neural Networks, Evolutionary Algorithms, Learning, Computational Intelligence},
month = {June},
}
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