Review of control techniques for HVAC systems—Nonlinearity approaches based on Fuzzy cognitive maps

F Behrooz, N Mariun, MH Marhaban, MA Mohd Radzi… - Energies, 2018 - mdpi.com
Heating, Ventilating, and Air Conditioning (HVAC) systems are the major energy-consuming
devices in buildings. Nowadays, due to the high demand for HVAC system installation in …

A novel dynamic predictive control model for variable air volume air conditioning systems using deep learning

L Lei, Z Li - Journal of Building Engineering, 2024 - Elsevier
Abstract Model-based predictive control has proven effective for managing indoor
temperature and humidity in variable air volume (VAV) air conditioning systems. However …

The synchronization of K-valued Fuzzy cognitive maps

C Luo, X Wang - Fuzzy Sets and Systems, 2024 - Elsevier
Fuzzy cognitive maps (FCMs) with the abilities of knowledge representation and causal
reasoning have been widely applied in the control-related fields of multi-agent systems …

Fuzzy cognitive map based PI controller design

A Denizci, S Karadeniz, C Ulu - … Solutions: Proceedings of the INFUS 2020 …, 2021 - Springer
Fuzzy cognitive maps (FCMs) are often used in applications such as politics, health,
engineering and information technologies. In control applications, FCMs are generally used …

Designing intelligent MIMO nonlinear controller based on fuzzy cognitive map method for energy reduction of the buildings

F Behrooz, R Yusof, N Mariun, U Khairuddin… - Energies, 2019 - mdpi.com
Designing a suitable controller for air-conditioning systems to reduce energy consumption
and simultaneously meet the requirements of the system is very challenging. Important …

Stabilization of inverted pendulum system using fuzzy cognitive map based PD controllers

A Denizci, C Ulu - Avrupa Bilim ve Teknoloji Dergisi, 2020 - dergipark.org.tr
Soft computing techniques are frequently used in modeling and control applications of
nonlinear systems. However, the fuzzy cognitive map method, which is one of the soft …

A design of a hybrid non-linear control algorithm

F Behrooz, N Mariun, MH Marhaban, MA Mohd Radzi… - Energies, 2017 - mdpi.com
One of the high energy consuming devices in the buildings is the air-conditioning system.
Designing a proper controller to consider the thermal comfort and simultaneously control the …

Hybrid Nonlinear Controller Design for Air Conditioning System

F Behrooz, R Yusof… - 2019 12th Asian Control …, 2019 - ieeexplore.ieee.org
In this study, a nonlinear, intelligent and robust controller with a simple algorithm has been
applied to the airconditioning system. The hybrid control algorithm is based on Fuzzy …