Adaptive Neuro-Fuzzy Black-Box Modeling Based on Instrumental Variable Evolving Algorithm
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Control, Automation and Electrical Systems"
DOI: 10.1007/s40313-016-0285-8
Abstract: In this paper, an online identification algorithm for instrumental variable-based evolving neuro-fuzzy modeling applied to dynamic systems in noisy environment is proposed. The adopted methodology is based on neuro-fuzzy inference system with Takagi–Sugeno evolving structure,… read more here.
Keywords: neuro fuzzy; instrumental variable; adaptive neuro; black box ... See more keywords
Online Black-Box Modeling for the IoT Digital Twins Through Machine Learning
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3275447
Abstract: Many applications involving physical systems, such as system control or fault detection, call for a behavioral, black-box, or digital twin of the real system. By observing input-output pairs, a nonlinear system’s black-box twinning model can… read more here.
Keywords: system; black box; box; real time ... See more keywords
Gray-Box Modeling for Distribution Systems With Inverter-Based Resources: Integrating Physics-Based and Data-Driven Approaches
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Industry Applications"
DOI: 10.1109/tia.2024.3392710
Abstract: In this paper, we develop a novel gray-box modeling approach for distribution systems with inverter-based resources (IBRs). The proposed gray-box modeling method aims to improve estimation accuracy by taking advantages of both physics-based (white-box) and… read more here.
Keywords: box modeling; physics based; gray box; model ... See more keywords
Artificial Intelligence Aided Black-Box Modeling of Three-Phase Single-Stage Photovoltaic Inverter Systems
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Industry Applications"
DOI: 10.1109/tia.2025.3532415
Abstract: With the increasing penetration of solar energy in distribution systems, the precise modeling and appropriate control of photovoltaic (PV) generation systems are becoming increasingly significant. However, the modeling and system identification of inverter-based resources (IBRs)… read more here.
Keywords: box modeling; three phase; black box; single stage ... See more keywords
Artificial Neural Network-Based Nonlinear Black-Box Modeling of Synchronous Generators
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3187740
Abstract: This article deals with the black-box modeling of synchronous generators based on artificial neural networks (ANN). The ANN is applied to define the relationship between the excitation and terminal generator voltage values, and the Levenberg–Marquardt… read more here.
Keywords: synchronous generators; black box; modeling synchronous; artificial neural ... See more keywords
A Grey Box Modeling Method for Fast Predicting Buoyancy-Driven Natural Ventilation Rates through Multi-Opening Atriums
Sign Up to like & getrecommendations! Published in 2019 at "Sustainability"
DOI: 10.3390/su11123239
Abstract: The utilization of buoyancy-driven natural ventilation in atrium buildings during transitional seasons helps create a healthy and comfortable indoor environment by bringing fresh air indoors. Among other factors, the air flow rate is a key… read more here.
Keywords: ventilation; buoyancy driven; grey box; modeling method ... See more keywords