Friction modelling and the use of a physics-informed neural network for estimating frictional torque characteristics

Optimization of the closed-loop controller of a discontinuous capsule drive using a neural network

(2023) Sandra Zarychta et al.   MECCANICA

Improved Prediction Model of the Friction Error of CNC Machine Tools Based on the Long Short Term Memory Method

(2023) Tao Wang et al.   Machines

The Use of Deep Learning Model for Effect Analysis of Conventional Friction Power Confinement

(2022) Chuntong Liu et al.   Computational and Mathematical Methods in Medicine

Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next

(2022) Salvatore Cuomo et al.   JOURNAL OF SCIENTIFIC COMPUTING

Physics-informed neural networks for data-driven simulation: Advantages, limitations, and opportunities

(2022) Félix Fernández de la Mata et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

A Comparison of Optimization Algorithms for Deep Learning

(2020) Derya Soydaner   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Semiempirical identification of nonlinear dynamics of a two-degree-of-freedom real torsion pendulum with a nonuniform planar stick–slip friction and elastic barriers

(2020) Bartłomiej Lisowski et al.   NONLINEAR DYNAMICS

Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling

(2020) Ruiyang Zhang et al.   ENGINEERING STRUCTURES

Identification of mass and sliding friction parameters of machine tool feed drive using recursive least squares method

(2020) Chan-Young Lee et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Modeling the Static Friction in a Robot Joint by Genetically Optimized BP Neural Network

(2018) Xiao Tu et al.   JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS

Modeling and analysis of friction including rolling effects in multibody dynamics: a review

(2018) Filipe Marques et al.   MULTIBODY SYSTEM DYNAMICS

Friction microdynamics in the time and frequency domains: Tutorial on frictional hysteresis and resonance in precision motion systems

(2018) Jun Young Yoon et al.   PRECISION ENGINEERING-JOURNAL OF THE INTERNATIONAL SOCIETIES FOR PRECISION ENGINEERING AND NANOTECHNOLOGY

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Comparison of Excitation Signals in Active Magnetic Bearing System Identification

(2017) Jouni Vuojolainen et al.   MODELING IDENTIFICATION AND CONTROL

Tension analysis of a 6-degree-of-freedom cable-driven parallel robot considering dynamic pulley bearing friction

(2017) Sung-Hyun Choi et al.   Advances in Mechanical Engineering

Mathematical model for two-dimensional dry friction modified by dither

(2016) Adam Wijata et al.   MATHEMATICS AND MECHANICS OF SOLIDS

A survey and comparison of several friction force models for dynamic analysis of multibody mechanical systems

(2016) Filipe Marques et al.   NONLINEAR DYNAMICS

Transient friction-induced vibrations in a 2-DOF model of brakes

(2015) Valery Pilipchuk et al.   JOURNAL OF SOUND AND VIBRATION

Review and comparison of dry friction force models

(2015) Ettore Pennestrì et al.   NONLINEAR DYNAMICS

Investigation of two different friction models from the perspective of friction-induced vibrations

(2015) Ashesh Saha et al.   TRIBOLOGY INTERNATIONAL

A least squares identification algorithm for a state space model with multi-state delays

(2013) Ya Gu et al.   APPLIED MATHEMATICS LETTERS

On the identification and modelling of friction in a randomly excited energy harvester

(2013) P.L. Green et al.   JOURNAL OF SOUND AND VIBRATION

Dahl and LuGre dynamic friction models — The analysis of selected properties

(2013) T. Piatkowski   MECHANISM AND MACHINE THEORY

Application of Hénon method in numerical estimation of the stick–slip transitions existing in Filippov-type discontinuous dynamical systems with dry friction

(2013) Paweł Olejnik et al.   NONLINEAR DYNAMICS