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A feedforward controller for tuning laser cladding melt pool geometry in real time

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-0-387-85460-1_1openalex-snapshot
Feedback Control Theory
inferredcites →https://doi.org/10.1007/s00170-011-3395-2openalex-snapshot
Control of melt pool temperature and deposition height during direct metal deposition process
inferredcites →https://doi.org/10.1016/j.jmatprotec.2012.10.006openalex-snapshot
Study on influential factors for process monitoring and control in laser aided additive manufacturing
inferredcites →https://doi.org/10.1016/j.matdes.2016.01.099openalex-snapshot
Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing
inferredcites →https://doi.org/10.1016/j.optlaseng.2006.01.009openalex-snapshot
Identification and qualification of temperature signal for monitoring and control in laser cladding
inferredcites →https://doi.org/10.1016/j.optlaseng.2013.12.017openalex-snapshot
Improvement of strategies and parameters for multi-axis laser cladding operations
inferredcites →https://doi.org/10.1016/j.phpro.2014.08.097openalex-snapshot
Layerwise Monitoring of the Selective Laser Melting Process by Thermography
inferredcites →https://doi.org/10.1016/j.proeng.2015.01.510openalex-snapshot
The Influence of Processing Parameters on the Mechanical Properties of SLM Parts
inferredcites →https://doi.org/10.1109/icma.2005.1626722openalex-snapshot
Development of trinocular CCD-based optical detector for real-time monitoring of laser cladding
inferredcites →https://doi.org/10.1109/mie.2012.2221356openalex-snapshot
Industrial Laser Cladding Systems: FPGA-Based Adaptive Control
inferredcites →https://doi.org/10.1115/1.2823085openalex-snapshot
Geometry Control of the Deposited Layer in a Nonplanar Laser Cladding Process Using a Variable Structure Controller
inferredcites →https://doi.org/10.1201/9781420039177openalex-snapshot
Laser Cladding
inferredcites →https://doi.org/10.2351/1.5060769openalex-snapshot
Camera based feedback control of the laser cladding process

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Monitoring and Quality Assurance for Metal Additive Manufacturing
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Closed-Loop Control by Laser Power Modulation in Direct Energy Deposition Additive Manufacturing
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Image Processing for Digital Twin
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Instrumentation and Monitoring of Additive Manufacturing Processes for the Biomedical Applications
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An adaptive laser cladding methodology for blade tip repair
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Lateral powder transport model with Gaussian distribution in laser cladding
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A convolutional neural network approach on bead geometry estimation for a laser cladding system
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Optimization of dilution rate of laser cladding repair based on deep learning
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Microstructure evolution mechanism of single and multi-pass in laser cladding based on heat accumulation effect for invar alloy
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Review of in situ and real-time monitoring of metal additive manufacturing based on image processing
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Research and prospect of on-line monitoring technology for laser additive manufacturing
inferred← citeshttps://doi.org/10.1007/s00170-023-11042-8openalex-snapshot
A benchmark of approaches for closed loop control of melt pool shape in DED
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Research of on-line monitoring technology and control strategy for laser-directed energy deposition: a review
inferred← citeshttps://doi.org/10.1007/s00170-024-14432-8openalex-snapshot
Analysis and prediction of geometrical shapes and dilution rate in laser cladding repair of Ti-6Al-4V alloy
inferred← citeshttps://doi.org/10.1007/s00170-025-16283-3openalex-snapshot
A review of laser cladding monitoring and control based on the molten pool images
inferred← citeshttps://doi.org/10.1007/s00170-026-18125-2openalex-snapshot
Design and experimental evaluation of data-driven process control strategies for wire DED-LB additive manufacturing
inferred← citeshttps://doi.org/10.1007/s10845-021-01761-8openalex-snapshot
A fast method for monitoring molten pool in infrared image streams using gravitational superpixels.
inferred← citeshttps://doi.org/10.1007/s10845-024-02526-9openalex-snapshot
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning
inferred← citeshttps://doi.org/10.1007/s40516-019-00096-wopenalex-snapshot
Experimental Microstructure Evaluation of Rene 80 in Laser Cladding
inferred← citeshttps://doi.org/10.1007/s40516-022-00164-8openalex-snapshot
Fabrication of Thin Walls with and without Close Loop Control as a Function of Scan Strategy Via Direct Energy Deposition
inferred← citeshttps://doi.org/10.1007/s40684-017-0029-7openalex-snapshot
Process monitoring and inspection systems in metal additive manufacturing: Status and applications
inferred← citeshttps://doi.org/10.1007/s40964-026-01902-6openalex-snapshot
Feed rate modulation for filling macroscopic surface pores in directed energy deposition: an experimental evaluation using boreholes as representative geometries
inferred← citeshttps://doi.org/10.1016/j.addma.2021.102290openalex-snapshot
Software compensation of undesirable racking motion of H-frame 3D printers using filtered B-splines
inferred← citeshttps://doi.org/10.1016/j.addma.2025.105073openalex-snapshot
Layer-wise adaptive control of thin wall geometries in laser-powder direct energy deposition
inferred← citeshttps://doi.org/10.1016/j.cirp.2026.04.091openalex-snapshot
Identification of coexisting dynamic coupling regimes in high-speed directed energy deposition
inferred← citeshttps://doi.org/10.1016/j.ejcon.2021.04.007openalex-snapshot
Control design for a class of multivariable nonlinear system with uncertain control direction: A laser cladding case study
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Model predictive control of layer width in wire arc additive manufacturing
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In-process monitoring of the melt-pool motion during continuous-wave laser metal deposition
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inferred← citeshttps://doi.org/10.1016/j.jmatprotec.2017.07.013openalex-snapshot
Phase congruency melt pool edge extraction for laser additive manufacturing
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In-situ process monitoring and adaptive quality enhancement in laser additive manufacturing: A critical review
inferred← citeshttps://doi.org/10.1016/j.mechatronics.2018.06.002openalex-snapshot
Sensing and control in glass additive manufacturing
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Real-time width control of molten pool in laser engineered net shaping based on dual-color image
inferred← citeshttps://doi.org/10.1016/j.optlastec.2021.106915openalex-snapshot
Recent research and development status of laser cladding: A review
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Addressing the challenges in remanufacturing by laser-based material deposition techniques
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Coaxial and synchronous monitoring of molten pool height, area, and temperature in laser metal deposition
inferred← citeshttps://doi.org/10.1016/j.optlastec.2024.111074openalex-snapshot
A multi-sensor based online monitoring system for laser hot-wire surface cladding process
inferred← citeshttps://doi.org/10.1016/j.optlastec.2026.114726openalex-snapshot
Thin wall geometry monitoring and process optimization based on coaxial dual-wavelength pyrometer in laser directed energy deposition
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Model-guided thermal input regulation for thin-walled structures in laser directed energy deposition
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Vision-based control for track geometry optimization of complex AM motion profiles by on-line laser power modulation
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FPGA real-time melt-pool temperature control in Directed Energy Deposition
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Review of online quality control for laser directed energy deposition (LDED) additive manufacturing
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Machine learning-assisted process-structure-property correlation in laser metal additive manufacturing: a critical review
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Closed Loop Control of Melt Pool Width in Laser Directed Energy Deposition Process Based on PSO-LQR
inferred← citeshttps://doi.org/10.1109/ccta60707.2024.10666652openalex-snapshot
Iterative Learning Control for Melt Pool Depth Consistency in Directed Energy Deposition
inferred← citeshttps://doi.org/10.1109/iecon.2019.8927062openalex-snapshot
Online Calculation of Melt Pool Cooling Rate with Automatic Background Correction
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MPI-Based System 2 for Determining LPBF Process Control Thresholds and Parameters
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Vision-based real-time molten pool monitoring for Electron Beam Freeform Fabrication
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Molten Pool Tracking Using a Superpixel-Based Approach in a Laser Metal Deposition Process
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Data-Driven Adaptive Control for Laser-Based Additive Manufacturing with Automatic Controller Tuning
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Symmetry and Its Application in Metal Additive Manufacturing (MAM)
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