Towards systematic design of general type-2 fuzzy logic controllers: analysis, interpretation, and tuning

A Sakalli, T Kumbasar… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This article aims to provide a new perspective on how the deployment of general type-2
(GT2) fuzzy sets affects the mapping of a class of fuzzy logic controllers (FLCs). It is shown …

A type-2 fuzzy system-based approach for image data fusion to create building information models

H Leon-Garza, H Hagras, A Peña-Rios, A Conway… - Information …, 2022 - Elsevier
Abstract Building Information Modelling (BIM) is a standard digital process that fuses
buildings information from different sources into a 3D model during their lifecycle. For new …

Decentralized PID control design for magnetic levitation systems using extremum seeking

Q Chen, Y Tan, J Li, I Mareels - IEEE Access, 2017 - ieeexplore.ieee.org
A decentralized proportional-integral-differential (PID) control structure has been always the
first option for magnetic levitation systems due to its model-free nature as well as the …

A Type-2 Fuzzy-Based Explainable AI System for Predictive Maintenance Within the Water Pumping Industry

SJ Upasane, H Hagras, MH Anisi… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Industrial maintenance has undergone a paradigm shift due to the emergence of artificial
intelligence (AI), the Internet of things, and cloud computing. Rather than accepting the …

Hybrid deep learning type-2 fuzzy logic systems for explainable AI

R Chimatapu, H Hagras, M Kern… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
The recent years have witnessed a rapid rise in the use of Artificial Intelligence (AI) systems,
in particular Machine Learning (ML) models. The vast majority of AI systems employ black …

A big bang-big crunch type-2 fuzzy logic system for explainable semantic segmentation of trees in satellite images using hsv color space

H Leon-Garza, H Hagras, A Peña-Rios… - … on Fuzzy Systems …, 2020 - ieeexplore.ieee.org
In recent years, new sensor technologies have increased the accessibility of high-resolution
satellite images. The information in these images can help to improve activities like urban …

Tensor product-based model transformation for position control of magnetic levitation systems

LE Hedrea, CA Bojan-Dragos… - 2017 IEEE 26th …, 2017 - ieeexplore.ieee.org
This paper presents an application of the Tensor Product-based model transformation to the
real-time position control of magnetic levitation systems. Three cases that depend on the …

On the difference in control performance of interval type-2 fuzzy PI control system with different FOU shapes

CMT Yip, WW Tan, M Nie - Applied Soft Computing, 2019 - Elsevier
Interval type-2 fuzzy logic controllers (IT2-FLCs) have been attracting a lot of attention.
However, challenges in designing IT2-FLCs still remain. One of the main challenges is to …

Online fuzzy modulated adaptive PD control for cooperative aerial transportation of deformable linear objects

J Estevez, M Graña… - Integrated Computer …, 2017 - content.iospress.com
The aim of this work is to design robust control algorithms of aerial robots, ie quadrotors, for
team transportation of a deformable linear object (DLO). The DLO-robot attachment makes …

A fuzzy rule-based system using a patch-based approach for semantic segmentation in floor plans

H Leon-Garza, H Hagras, A Peña-Rios… - … on Fuzzy Systems …, 2021 - ieeexplore.ieee.org
Semantic segmentation models help with the extraction of information from images.
Currently, Convolutional Neural Networks (CNNs) are the state of the art for performing such …