A systematic literature review on recent trends of machine learning applications in additive manufacturing
Additive manufacturing (AM) offers the advantage of producing complex parts more
efficiently and in a lesser production cycle time as compared to conventional subtractive …
efficiently and in a lesser production cycle time as compared to conventional subtractive …
In-process comprehensive prediction of bead geometry for laser wire-feed DED system using molten pool sensing data and multi-modality CNN
For wire-feed laser additive manufacturing (WLAM), the build geometrical parameters are
one of the indicators of build quality; thus, it is crucial to monitor the geometrical parameters …
one of the indicators of build quality; thus, it is crucial to monitor the geometrical parameters …
Data-efficient neural network for track profile modelling in cold spray additive manufacturing
Featured Application This study presents a data-efficient modelling approach for a single-
track profile in Cold Spray Additive Manufacturing using an artificial neural network. The …
track profile in Cold Spray Additive Manufacturing using an artificial neural network. The …
Comprehensive molten pool condition-process relations modeling using CNN for wire-feed laser additive manufacturing
For wire-feed laser additive manufacturing (WLAM), the molten pool dimensional and
thermal profiles are the indicators for achieving the high quality of the build, and they are …
thermal profiles are the indicators for achieving the high quality of the build, and they are …
Design and simulation of a flexible bending actuator for solar sail attitude control
This paper presents the design of a flexible bending actuator using shape memory alloy
(SMA) and its integration in attitude control for solar sailing. The SMA actuator has …
(SMA) and its integration in attitude control for solar sailing. The SMA actuator has …
Nondestructive measurement of the grain size of laser cladding coatings using a laser ultrasonic method
Y Li, S Hou, Y Chai, Y Zhou, Y Zou - Applied Optics, 2022 - opg.optica.org
Due to the processing characteristics of laser cladding, the beads and joints of the laser
cladding coatings have different grain sizes. We used the laser ultrasonic (LU) method to …
cladding coatings have different grain sizes. We used the laser ultrasonic (LU) method to …
Applying multi-sensor fusion strategy for enhanced predictions of clad hardness and dilution in laser hot-wire cladding process by an ensemble machine learning …
A multi-sensor system consisting of a high-speed complementary metal oxide
semiconductor (CMOS) camera, an infrared thermal imager, and a spectrometer was initially …
semiconductor (CMOS) camera, an infrared thermal imager, and a spectrometer was initially …
Ladle pouring process parameter and quality estimation using Mask R-CNN and contrast-limited adaptive histogram equalisation
C O'Donovan, I Popov, G Todeschini… - The International Journal …, 2023 - Springer
Deep learning in computer vision is becoming increasingly popular and useful for tracking
object movement in many application areas, due to data collection burgeoning from the rise …
object movement in many application areas, due to data collection burgeoning from the rise …
Image-based modelling and visualisation of the relationship between laser-cut edge and process parameters
L Tatzel, O Al Tamimi, T Haueise, FP León - Optics & Laser Technology, 2021 - Elsevier
This article presents a new way of evaluating the laser cutting process. We show that it is
possible to deduce the underlying process parameters directly from the laser-cut edge using …
possible to deduce the underlying process parameters directly from the laser-cut edge using …
Machine learning based in situ quality estimation by molten pool condition-quality relations modeling using experimental data
The advancement of machine learning promises the ability to accelerate the adoption of new
processes and property designs for metal additive manufacturing. The molten pool geometry …
processes and property designs for metal additive manufacturing. The molten pool geometry …