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Fuzzy Neural Networks (FNNs) are effective machine learning models for classification tasks, commonly based on the Takagi-Sugeno-Kang (TSK) fuzzy system. However, when faced with high-dimensional data, especially with noise, FNNs encounter…

机器学习 · 计算机科学 2024-10-18 Yingtao Ren , Yu-Cheng Chang , Thomas Do , Zehong Cao , Chin-Teng Lin

This research proposes a robust adaptive fuzzy sliding mode control (AFSMC) approach to enhance the trajectory tracking performance of cylindrical robotic manipulators, extensively utilized in applications such as CNC and 3D printing. The…

机器人学 · 计算机科学 2025-08-08 Van Cuong Pham , Minh Hai Tran , Phuc Anh Nguyen , Ngoc Son Vu , Nga Nguyen Thi

This paper carries out the mathematical modeling, simulation, and control law design for a quadrotor with variable-pitch propellers. The use of variable-pitch propeller for thrust variation instead of RPM regulation facilitates generation…

系统与控制 · 计算机科学 2017-09-20 Namrata Gupta , Mangal Kothari , Abhishek

This paper presents a new adaptive sliding mode control (SMC) framework for quadrotors that achieves robust and agile flight under tight computational constraints. The proposed controller addresses key limitations of prior SMC formulations,…

机器人学 · 计算机科学 2025-08-12 Amin Yazdanshenas , Reza Faieghi

In this paper, an adaptive super-twisting controller is designed for an agile maneuvering quadrotor unmanned aerial vehicle to achieve accurate trajectory tracking in the presence of external disturbances. A cascaded control architecture is…

系统与控制 · 电气工程与系统科学 2023-09-15 D. M. K. K. Venkateswara Rao , Hamed Habibi , Jose Luis Sanchez-Lopez , Prathyush P. Menon , Christopher Edwards , Holger Voos

This paper investigates optimal takeoff trajectory planning for a quadrotor modeled with vertical-plane rigid body dynamics in an uncertain, one-dimensional wind-field. The wind-field varies horizontally and propagates across an operating…

系统与控制 · 电气工程与系统科学 2024-02-05 Nicholas Kakavitsas , Artur Wolek

A new fuzzy method is developed using triangular/trapezoidal fuzzy numbers for evaluating a group's mean performance, when qualitative grades instead of numerical scores are used for assessing its members' individual performance. Also, a…

人工智能 · 计算机科学 2020-11-24 Michael Voskoglou

Controlling of a flapping flight is one of the recent research topics related to the field of Flapping Wing Micro Air Vehicle (FW MAV). In this work, an adaptive control system for a four-wing FW MAV is proposed, inspired by its advanced…

机器人学 · 计算机科学 2018-08-21 Md Meftahul Ferdaus , Sreenatha G. Anavatti , Matthew A. Garratt , Mahardhika Pratama

In this paper, we propose a new approach to the attitude control of quadrotors, by which angular velocity measurements or a model-based observer reconstructing the angular velocity are not needed. The proposed approach is based on recent…

最优化与控制 · 数学 2021-01-14 Ahmed G. Ghallab , Ian R. Petersen

This paper proposes a global iterative sliding mode control approach for high-precision contouring tasks of a flexure-linked biaxial gantry system. For such high-precision contouring tasks, it is the typical situation that the involved…

系统与控制 · 电气工程与系统科学 2022-01-28 Wenxin Wang , Jun Ma , Zilong Cheng , Xiaocong Li , Clarence W de Silva , Tong Heng Lee

This paper presents a geometric adaptive control scheme for a quadrotor unmanned aerial vehicle, where the effects of unknown, unstructured disturbances are mitigated by a multilayer neural network that is adjusted online. The stability of…

最优化与控制 · 数学 2019-03-07 Mahdis Bisheban , Taeyoung Lee

This paper studies the stochastic optimal control problem for systems with unknown dynamics. First, an open-loop deterministic trajectory optimization problem is solved without knowing the explicit form of the dynamical system. Next, a…

系统与控制 · 计算机科学 2017-05-30 Dan Yu , Mohammadhussein Rafieisakhaei , Suman Chakravorty

Stably inverting a dynamic system model is the foundation of numerous servo designs. Existing inversion techniques have provided accurate model approximations that are often highly effective in feedforward controls. However, when the…

系统与控制 · 计算机科学 2019-11-19 Dan Wang , Xu Chen

Transformers have achieved remarkable progress in time series forecasting, yet their reliance on deterministic dot-product attention limits their capacity to model uncertainty and nonlinear dependencies across multivariate temporal…

机器学习 · 计算机科学 2026-03-24 Bulent Haznedar , Levent Karacan

Though control algorithms for multirotor Unmanned Air Vehicle (UAV) are well understood, the configuration, parameter estimation, and tuning of flight control algorithms takes quite some time and resources. In previous work, we have shown…

机器人学 · 计算机科学 2025-03-18 Till M. Blaha , Ewoud J. J. Smeur , Bart D. W. Remes , Coen C. de Visser

We present an iterative approach for planning and controlling motions of underactuated robots with uncertain dynamics. At its core, there is a learning process which estimates the perturbations induced by the model uncertainty on the active…

机器人学 · 计算机科学 2025-01-31 Giulio Turrisi , Marco Capotondi , Claudio Gaz , Valerio Modugno , Giuseppe Oriolo , Alessandro De Luca

This brief aims at the issue of globally composite-learning-based neural fast finite-time (F-FnT) tracking control for a class of uncertain systems in strict-feedback form subject to nonlinearly periodic disturbances. First, uncertain…

系统与控制 · 电气工程与系统科学 2023-09-22 Xidong Wang , Zhan Li , Zhen He

This paper introduces unified models for high-dimensional factor-based Ito process, which can accommodate both continuous-time Ito diffusion and discrete-time stochastic volatility (SV) models by embedding the discrete SV model in the…

统计方法学 · 统计学 2020-06-23 Donggyu Kim , Xinyu Song , Yazhen Wang

This dissertation presents nonlinear tracking control systems for quadrotor unmanned aerial vehicles (UAV) under the influence of uncertainties. Assuming that there exist unstructured disturbances in the translational dynamics and the…

最优化与控制 · 数学 2015-08-18 Farhad A. Goodarzi

This paper considers the chattering problem of sliding mode control while delay in robot manipulator caused chaos in such electromechanical systems. Fractional calculus as a powerful theorem to produce a novel sliding mode; which has a…