A survey of fuzzy clustering validity evaluation methods

HY Wang, JS Wang, G Wang - Information Sciences, 2022 - Elsevier
As an unsupervised learning method, clustering does not need to know prior knowledge of
the datasets in advance. How determining the optimal number of clusters becomes an …

An extensive survey on superpixel segmentation: A research perspective

BV Kumar - Archives of Computational Methods in Engineering, 2023 - Springer
Several Superpixel segmentation techniques have recently been developed. Superpixels
combine perceptually similar pixels to form visually significant entities, lowering the amount …

Faults Detection for Photovoltaic Field Based on K‐Means, Elbow, and Average Silhouette Techniques through the Segmentation of a Thermal Image

A Et-Taleby, M Boussetta… - International Journal of …, 2020 - Wiley Online Library
Clustering or grouping is among the most important image processing methods that aim to
split an image into different groups. Examining the literature, many clustering algorithms …

An Extended Approach to Predict Retinopathy in Diabetic Patients Using the Genetic Algorithm and Fuzzy C‐Means

SJ Ghoushchi, R Ranjbarzadeh… - BioMed Research …, 2021 - Wiley Online Library
The present study is developed a new approach using a computer diagnostic method to
diagnosing diabetic diseases with the use of fluorescein images. In doing so, this study …

A novel clustering validity function of FCM clustering algorithm

LF Zhu, JS Wang, HY Wang - IEEE Access, 2019 - ieeexplore.ieee.org
Cluster analysis refers to the process of grouping a collection of physical or abstract objects
into multiple classes of similar objects. Determining the optimal classification number of a …

Hybrid genetic algorithm-self organizing map network for decision support system: An application in combined mode conduction-radiation heat transfer in porous …

MDMA Ansari, KB Sahu, S Chaudhuri… - … Heat Transfer, Part B …, 2023 - Taylor & Francis
Abstract Hybrid Genetic Algorithm (GA)-Self organizing map (SOM) network is explored for
the first time in determination of regime of operation of heat transfer in porous medium …

Decision support system for porous ceramic matrix-based burner by hybrid genetic algorithm-supervised kohonen Map: A comparative assessment of performance of …

S Acharya, VK Mishra, S Chaudhuri, JK Patel… - Arabian Journal for …, 2024 - Springer
Abstract Hybrid Genetic Algorithm (GA)-supervised Kohonen (SK) map is explored for the
decision support system in the operation of porous ceramic matrix (PCM)-based burners …

Intelligent object recognition in underwater images using evolutionary-based Gaussian mixture model and shape matching

S Kannan - Signal, Image and Video Processing, 2020 - Springer
Object recognition in underwater images becomes a challenging task because of its poor
visibility conditions. Marine scientists often prefer automation tools for object recognition as …

Improvement of collaborative filtering recommendation algorithm based on intuitionistic fuzzy reasoning under missing data

Y Zhang, Y Wang, S Wang - IEEE Access, 2020 - ieeexplore.ieee.org
Commodity recommendation plays an essential role in the marketing field in the Internet era,
and collaborative filtering, as a powerful technique of commodity recommendation, has been …

A Centralized Task Allocation Algorithm for a Multi-Robot Inspection Mission With Sensing Specifications

H Chakraa, E Leclercq, F Guérin, D Lefebvre - IEEE Access, 2023 - ieeexplore.ieee.org
Recently, considerable attention has focused on enhancing the security and safety of
industries with high-risk level activities in order to protect the equipment and environment. In …