Completed doctoral dissertations
Water-assisted laser micromachining of tungsten carbide
dr inż. Michał ĆwikłaSupervisor: dr hab. inż. Jacek Reiner, prof. PWr
Assistant supervisor: dr inż. Adrian Zakrzewski
Information about dissertation [ludzie.nauka.gov.pl]
Machine learning methods for phenotyping insect biosystems on the example of the honeybee and the mealworm
dr inż. Paweł MajewskiSupervisor: prof. dr hab. inż. Robert Burduk
Supervisor: dr hab. inż. Jacek Reiner, prof. PWr
Information about dissertation [ludzie.nauka.gov.pl]
Numerical simulation of the process of shaping local reinforcements by laser hardening for the purpose of adjusting the functionality of thin-walled components manufactured generatively from StaVari material
dr inż. Przemysław RadkiewiczSupervisor: dr hab. inż. Jacek Reiner, prof. PWr
Assistant supervisor: dr inż. Piotr Koruba
Information about dissertation [ludzie.nauka.gov.pl]
Modeling of thermal phenomena and control of the laser deposition process
dr inż. Piotr KorubaSupervisor: dr hab. inż. Jacek Reiner, prof. PWr
Assistant supervisor: dr inż. Adrian Zakrzewski
Information about dissertation [ludzie.nauka.gov.pl]
Method of selecting technological parameters of laser welding process using system identification
dr inż. Jakub KędziaSupervisor: prof. dr hab. inż. Edward Chlebus
Assistant supervisor: dr hab. inż. Jacek Reiner, prof. PWr
Information about dissertation [ludzie.nauka.gov.pl]
Laser triangulation method resistant to light reflections for quality control of product geometry
dr inż. Maciej StankiewiczSupervisor: prof. dr hab. inż. Tomasz Koch
Assistant supervisor: dr hab. inż. Jacek Reiner, prof. PWr
Informacje o rozprawie [ludzie.nauka.gov.pl]Doctoral dissertations in progress
Development of a method for supervision and control of the laser surface functionalization process on the basis of residual signals accompanying ablation
mgr inż. Maurycy KempaSupervisor: dr hab. inż. Jacek Reiner, prof. PWr
Assistant supervisor: dr inż. Adrian Zakrzewski
Improving the robustness of vision inspection systems using machine learning models to the phenomena of domain shift and concept drift
mgr inż. Kacper MarciniakSupervisor: dr hab. inż. Jacek Reiner, prof. PWr
Assistant supervisor: dr inż. Paweł Majewski
The application of physically informed machine learning (PIML) in laser welding using aluminium alloys as an example: modelling, parameter identification, defect detection, and the development of a digital twin for process control
mgr inż. Jakub PiwowarSupervisor: dr hab. inż. Jacek Reiner, prof. PWr
Assistant supervisor: dr inż. Piotr Koruba
Selected publications
Deep learning method for wear assessment and regeneration support in gear hobbing tools
Kacper Marciniak, Piotr T. Lampa, Mariusz Mrzygłód, Paweł Majewski, Jacek Reiner
Journal of Intelligent Manufacturing, 2026Comparison of ablation rate and surface quality of in-air and underwater picosecond laser processing of tungsten carbide cobalt
Michał Ćwikła, Maurycy J. Kempa, Robert Dziedzic, Kacper Marciniak, Jacek Reiner, Adrian S. Zakrzewski
Applied Physics. A: Materials Science and Processing, 2026Intelligent tool management with an enhanced six-channel You Only Look Once model and Structural Similarity Index Measure analysis
Kacper Marciniak, Paweł Majewski, Piotr T. Lampa, Mariusz Mrzygłód, Jacek Reiner
Advances in Science and Technology Research Journal, 2026Inspection of railway catenary systems using machine learning with domain knowledge integration
Kacper Marciniak, Paweł Majewski, Jacek Reiner
Scientific Reports, 2025Amodal instance segmentation for mealworm growth monitoring using synthetic training images
Przemysław Dolata, Paweł Majewski, Piotr T. Lampa, Maciej M. Zięba, Jacek Reiner
IEEE Access, 2025Laser head integrated chromatic confocal system for coaxial measurement of deposited clads
Adrian S. Zakrzewski, Piotr G. Koruba, Jakub M. Mazur, Jacek Reiner
Measurement, 2025Study on surface quality in spray-mist-assisted laser processing of tungsten carbide cobalt
Michał Ćwikła, Maurycy J. Kempa, Adrian S. Zakrzewski, Robert Dziedzic, Aleksandra M. Małachowska, Jacek Reiner
The International Journal of Advanced Manufacturing Technology, 2025Impact of cross-helix texture scaling on grinding performance using resin-bonded CBN laser-textured wheels
Michał Ćwikła, Robert Dziedzic, Marek Kołodziej, Jacek Reiner
The International Journal of Advanced Manufacturing Technology, 2025Feasibility of laser cladding for tooling repair in aerospace manufacturing: an alternative to chrome plating
Piotr G. Koruba, Marek Pawlicki, Adrian Mróz, Radosław Szewczyk, Jacek Reiner
Archives of Civil and Mechanical Engineering, 2025Identifying defects and varieties of Malting Barley Kernels
Michał Kozłowski, Piotr M. Szczypiński, Jacek Reiner, Piotr T. Lampa, Mariusz Mrzygłód, Karolina Szturo, Piotr Zapotoczny
Scientific Reports, 2024End-to-end solution for Tenebrio Molitor rearing monitoring with uncertainty estimation and domain shift detection
Paweł Majewski, Piotr T. Lampa, Robert Burduk, Jacek Reiner
IEEE/CVF CVPR Conference, 2024Improved pest detection in insect larvae rearing with pseudo-labelling and spatio-temporal masking
Paweł Majewski, Piotr T. Lampa, Robert Burduk, Jacek Reiner
VISIGRAPP: VISAPP Conference, 2024Estimation of the inference quality of machine learning models for cutting tools inspection
Kacper Marciniak, Paweł Majewski, Jacek Reiner
VISIGRAPP: VISAPP Conference, 2024Monitoring the growth of insect larvae using a regression convolutional neural network and knowledge transfer
Paweł Majewski, Mariusz Mrzygłód, Piotr T. Lampa, Robert Burduk, Jacek Reiner
Engineering Applications of Artificial Intelligence, 2024Processability of high-speed steel by coaxial laser wire deposition technology for additive remanufacturing of cutting tool
Piotr G. Koruba, Jakub Sz. Kędzia, Robert Dziedzic, Jacek Reiner
Applied Sciences, 2023Coaxial laser wire deposition of AISI 316L steel - research on influence of processing parameters
Piotr G. Koruba, Przemysław Radkiewicz, Jakub Sz. Kędzia, Robert Dziedzic, Piotr Smuga, Jacek Reiner
Welding Technology Review, 2023Online correction of laser head nozzle position for laser metal deposition using a chromatic confocal displacement system
Piotr G. Koruba, Grzegorz Iskierka, Bartosz O. Poskart, Jakub M. Mazur, Adrian S. Zakrzewski
Sensors, 2023Mixing augmentation and knowledge-based techniques in unsupervised domain adaptation for segmentation of edible insect states
Paweł Majewski, Piotr T. Lampa, Robert Burduk, Jacek Reiner
VISIGRAPP: VISAPP Conference, 2023Prediction of the remaining time of the foraging activity of honey bees using spatio-temporal correction and periodic model re-fitting
Paweł Majewski, Piotr T. Lampa, Robert Burduk, Jacek Reiner
Computers and Electronics in Agriculture, 2023Improvement of laser hardening technology with oscillating beam using multiphysics simulation
Przemysław Radkiewicz, Marek Laurentowski, Jacek Reiner
Procedia CIRP, 2022The determination of the measurement beam source in a chromatic confocal displacement sensor integrated with an optical laser head
Adrian S. Zakrzewski, Piotr G. Koruba, Michał Ćwikła, Jacek Reiner
Optics & Laser Technology, 2022Multipurpose monitoring system for edible insect breeding based on machine learning
Paweł Majewski, Piotr Zapotoczny, Piotr T. Lampa, Robert Burduk, Jacek Reiner
Scientific Reports, 2022Hybrid method for rapid development of efficient and robust models for in-row crop segmentation
Paweł Majewski, Jacek Reiner
VISIGRAPP: VISAPP Conference, 2022Local laser hardening of heat treated medium manganese steel initially processed by laser powder bed fusion (LPBF)
Przemysław Radkiewicz, Jakub Sz. Kędzia, Robert Dziedzic, Jacek Reiner, Bernd Schob, Camilo Zopp, Lothar Kroll
Journal of Materials Processing Technology, 2022Instance segmentation of root crops and simulation-based learning to estimate their physical dimensions for on-line machine vision yield monitoring
Przemysław Dolata, Paweł Wróblewski, Mariusz Mrzygłód, Jacek Reiner
Computers and Electronics in Agriculture, 2021Influence of overlap on surface quality in the laser polishing of 3D printed inconel 718 under the effect of air and argon
Michał Ćwikła, Robert Dziedzic, Jacek Reiner
Materials, 2021Characterization of a chromatic confocal displacement sensor integrated with an optical laser head
Adrian S. Zakrzewski, Piotr Jurewicz, Piotr G. Koruba, Michał Ćwikła, Jacek Reiner
Applied Optics, 2021Spectral analysis of thermal emission from melt pool during laser material processing
Michał Ćwikła, Piotr G. Koruba, Adrian S. Zakrzewski, Piotr Jurewicz, Jacek Reiner
COMSOL Conference: Europe, 2020Imaging scatterometry with extrapolation of missing BRDF data for materials used in laser material processing
Adrian S. Zakrzewski, Piotr Jurewicz, Michał Ćwikła, Piotr G. Koruba, Jacek Reiner
Sensors, 2021Design of a chromatic confocal displacement sensor integrated with an optical laser head
Adrian S. Zakrzewski, Michał Ćwikła, Piotr G. Koruba, Piotr Jurewicz, Jacek Reiner
Applied Optics, 2020Multivariate prediction of laser deposited geometry based on machine vision
Piotr Jurewicz, Piotr G. Koruba, Jacek Reiner
Procedia CIRP, 2020The use of polarized light and image analysis in evaluations of the severity of fungal infection in barley grain
Piotr Zapotoczny, Jacek Reiner, Mariusz Mrzygłód, Piotr T. Lampa
Computers and Electronics in Agriculture, 2020
