Improving process monitoring of ultrasonic metal welding using classical machine learning methods and process-informed time series evaluation

Feature-based quality classification for ultrasonic welding of carbon fiber reinforced polymer through Bayesian regularized neural network

(2021) Lei Sun et al.   JOURNAL OF MANUFACTURING SYSTEMS

Online tool condition monitoring for ultrasonic metal welding via sensor fusion and machine learning

(2021) Qasim Nazir et al.   Journal of Manufacturing Processes

Hybrid multi-task learning-based response surface modeling in manufacturing

(2021) Yuhang Yang et al.   JOURNAL OF MANUFACTURING SYSTEMS

Quality detection and classification for ultrasonic welding of carbon fiber composites using time-series data and neural network methods

(2021) Lei Sun et al.   JOURNAL OF MANUFACTURING SYSTEMS

Anvil state identification based on acceleration signals in ultrasonic metal welding of lithium batteries

(2021) Xinhua Shi et al.   Journal of Manufacturing Processes

Quality prediction of ultrasonically welded joints using a hybrid machine learning model

(2021) Patrick G. Mongan et al.   Journal of Manufacturing Processes

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

Analysis of the thermo-mechanical mechanism during ultrasonic welding of battery tabs using high-speed image capturing

(2019) I. Balz et al.   Welding in the World

Ultrasonic spot welding of aluminum-copper dissimilar metals: A study on joint strength by experimentation and machine learning techniques

(2018) Mantra Prasad Satpathy et al.   Journal of Manufacturing Processes

Effect of the interface characteristics on the joint properties and diffusion mechanisms during ultrasonic metal welding of Al/Cu

(2017) Jean Pierre Bergmann et al.   Welding in the World

Effect of welding parameters on tensile strength of ultrasonic spot welded joints of aluminum to steel – By experimentation and artificial neural network

(2017) Dewang Zhao et al.   Journal of Manufacturing Processes

A comparison of machine learning methods for cutting parameters prediction in high speed turning process

(2016) Zoran Jurkovic et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Online process monitoring with near-zero misdetection for ultrasonic welding of lithium-ion batteries: An integration of univariate and multivariate methods

(2016) Weihong Guo et al.   JOURNAL OF MANUFACTURING SYSTEMS

In-situ measurement of relative motion during ultrasonic spot welding of aluminum alloy using Photonic Doppler Velocimetry

(2016) Y. Lu et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Microstructural and mechanical performance of ultrasonic spot welded Al–Cu joints for various surface conditions

(2016) Mantra Prasad Satpathy et al.   Journal of Manufacturing Processes

Transient Temperature and Heat Flux Measurement in Ultrasonic Joining of Battery Tabs Using Thin-Film Microsensors

(2013) Hang Li et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Feature selection for manufacturing process monitoring using cross-validation

(2013) Chenhui Shao et al.   JOURNAL OF MANUFACTURING SYSTEMS

Parametric optimization of ultrasonic metal welding using response surface methodology and genetic algorithm

(2012) S. Elangovan et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Optimization of ultrasonic welding parameters for copper to copper joints using design of experiments

(2010) Sooriyamoorthy Elangovan et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY