Research

@article{drewnicka2025method,

title = {A method for signal components identification in acoustic signal with non-Gaussian background noise using clustering of data in time-frequency domain},

author = {Anita Drewnicka and Anna Michalak and Radoslaw Zimroz and Anil Kumar and Agnieszka Wylomanska and Jacek Wodecki},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {Applied Acoustics},

volume = {230},

pages = {110423},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{michalak2024enhancement,

title = {Enhancement of cyclic spectral coherence map by statistical testing approach—application to bearing faults diagnosis in electric motors},

author = {Anna Michalak and Justyna Hebda-Sobkowicz and Jacek Wodecki and Krzysztof Szabat and Marcin Wolkiewicz and Sebastien Weisse and Jerome Valire and Radoslaw Zimroz and Agnieszka Wylomanska},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

journal = {Measurement Science and Technology},

volume = {36},

number = {1},

pages = {016169},

publisher = {IOP Publishing},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{dkabek20243d,

title = {3D point cloud regularization method for uniform mesh generation of mining excavations},

author = {Przemyslaw Dabek and Jacek Wodecki and Paulina Kujawa and Adam Wroblewski and Arkadiusz Macek and Radoslaw Zimroz},

year  = {2024},

date = {2024-01-01},

journal = {ISPRS Journal of Photogrammetry and Remote Sensing},

volume = {218},

pages = {324–343},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{siami2024semantic,

title = {Semantic segmentation of thermal defects in belt conveyor idlers using thermal image augmentation and U-Net-based convolutional neural networks},

author = {Mohammad Siami and Tomasz Barszcz and Jacek Wodecki and Radoslaw Zimroz},

year  = {2024},

date = {2024-01-01},

journal = {Scientific Reports},

volume = {14},

number = {1},

pages = {5748},

publisher = {Nature Publishing Group UK London},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{wodecki2023condition,

title = {Condition Monitoring of Horizontal Sieving Screens - A Case Study of Inertial Vibrator Bearing Failure in Calcium Carbonate Production Plant},

author = {Jacek Wodecki and Pavlo Krot and Adam Wroblewski and Krzysztof Chudy and Radoslaw Zimroz},

url = {https://www.mdpi.com/1996-1944/16/4/1533},

doi = {10.3390/ma16041533},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

journal = {Materials},

volume = {16},

number = {4},

pages = {1533},

publisher = {MDPI},

keywords = {condition monitoring, local damage detection, sieving screen, Vibrating Screens, Vibration, vibration data, vibration signal},

pubstate = {published},

tppubtype = {article}

}

@article{dkabek2023application,

title = {Application of the Methods of Monitoring and Detecting the Belt Mistracking in Laboratory Conditions},

author = {Przemyslaw Dabek and Adam Wroblewski and Jacek Wodecki and Piotr Bortnowski and Maksymilian Ozdoba and Robert Krol and Radoslaw Zimroz},

url = {https://www.mdpi.com/2076-3417/13/4/2111},

doi = {10.3390/app13042111},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

journal = {Applied Sciences},

volume = {13},

number = {4},

pages = {2111},

publisher = {MDPI},

keywords = {Conveyor Belt, image analysis, mistracking},

pubstate = {published},

tppubtype = {article}

}

@article{s23020721,

title = {Analysis of Lidar Actuator System Influence on the Quality of Dense 3D Point Cloud Obtained with SLAM},

author = {Paweł Trybała and Jarosław Szrek and Błażej Dębogórski and Bartłomiej Ziętek and Jan Blachowski and Jacek Wodecki and Radosław Zimroz},

doi = {10.3390/s23020721},

issn = {1424-8220},

year  = {2023},

date = {2023-01-01},

journal = {Sensors},

volume = {23},

number = {2},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{en16052149,

title = {Prediction of NOx Emission Based on Data of LHD On-Board Monitoring System in a Deep Underground Mine},

author = {Aleksandra Banasiewicz and Paweł Śliwiński and Pavlo Krot and Jacek Wodecki and Radosław Zimroz},

doi = {10.3390/en16052149},

issn = {1996-1073},

year  = {2023},

date = {2023-01-01},

journal = {Energies},

volume = {16},

number = {5},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{GABOR2023110430,

title = {Non-negative tensor factorization for vibration-based local damage detection},

author = {Mateusz Gabor and Rafal Zdunek and Radoslaw Zimroz and Jacek Wodecki and Agnieszka Wylomanska},

doi = {https://doi.org/10.1016/j.ymssp.2023.110430},

issn = {0888-3270},

year  = {2023},

date = {2023-01-01},

journal = {Mechanical Systems and Signal Processing},

volume = {198},

pages = {110430},

keywords = {bearings, fault detection, Non-negative matrix factorization, Non-negative tensor factorization, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{shiri2023using,

title = {Using long-term condition monitoring data with non-Gaussian noise for online diagnostics},

author = {Hamid Shiri and Pawel Zimroz and Jacek Wodecki and Agnieszka Wylomanska and Radoslaw Zimroz and Krzysztof Szabat},

year  = {2023},

date = {2023-01-01},

journal = {Mechanical Systems and Signal Processing},

volume = {200},

pages = {110472},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{dabek2022automatic,

title = {An Automatic Procedure for Overheated Idler Detection in Belt Conveyors Using Fusion of Infrared and RGB Images Acquired during UGV Robot Inspection},

author = {Przemyslaw Dabek and Jaroslaw Szrek and Radoslaw Zimroz and Jacek Wodecki},

url = {https://doi.org/10.3390/en15020601},

doi = {10.3390/en15020601},

year  = {2022},

date = {2022-01-14},

urldate = {2022-01-14},

journal = {Energies},

volume = {15},

number = {2},

pages = {601},

publisher = {Multidisciplinary Digital Publishing Institute},

keywords = {AMICOS, Analytics, bearings, condition monitoring, damge, Diagnostics, fault detection, Measurements, Mining, mobile robot, Processing, Remote sensing, Robotics, Temperature, thermal hazard},

pubstate = {published},

tppubtype = {article}

}

@article{app12136766,

title = {Application of Machine Learning Tools for Long-Term Diagnostic Feature Data Segmentation},

author = {Forough Moosavi and Hamid Shiri and Jacek Wodecki and Agnieszka Wyłomańska and Radoslaw Zimroz},

url = {https://www.mdpi.com/2076-3417/12/13/6766},

doi = {10.3390/app12136766},

issn = {2076-3417},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

journal = {Applied Sciences},

volume = {12},

number = {13},

keywords = {condition monitoring, Heavy-tailed Distributions, Machine Learning, Modeling, MOIRA, Predicon, statistical analysis, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{wroblewski2022method,

title = {A Method for Large Underground Structures Geometry Evaluation Based on Multivariate Parameterization and Multidimensional Analysis of Point Cloud Data},

author = {Adam Wroblewski and Jacek Wodecki and Pawel Trybala and Radoslaw Zimroz},

url = {https://www.mdpi.com/1996-1073/15/17/6302},

doi = {10.3390/en15176302},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

journal = {Energies},

volume = {15},

number = {17},

pages = {6302},

publisher = {MDPI},

keywords = {AMICOS, Spatial analysis, underground mining},

pubstate = {published},

tppubtype = {article}

}

@article{dkabek2022measurement,

title = {Measurement of idlers rotation speed in belt conveyors based on image data analysis for diagnostic purposes},

author = {Przemyslaw Dabek and Pavlo Krot and Jacek Wodecki and Pawel Zimroz and Jaroslaw Szrek and Radoslaw Zimroz},

url = {https://www.mdpi.com/2673-4591/24/1/25},

doi = {10.3390/IECMA2022-12897},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

journal = {Measurement},

volume = {202},

pages = {111869},

publisher = {Elsevier},

keywords = {condition monitoring, Conveyor Belt, image analysis, indoor navigation, inspection, mobile robot, Robotics},

pubstate = {published},

tppubtype = {article}

}

@article{Zitek2021,

title = {Drill bit state-oriented drilling process classification with time-series data for wheeled drilling rigs},

author = {Bartlomiej Zietek and Jacek Wodecki and Anna Michalak and Pawel Sliwinski},

url = {https://doi.org/10.1088/1755-1315/942/1/012010},

doi = {10.1088/1755-1315/942/1/012010},

year  = {2021},

date = {2021-12-08},

urldate = {2021-12-08},

journal = {IOP Conference Series: Earth and Environmental Science},

volume = {942},

number = {1},

pages = {012010},

publisher = {IOP Publishing},

keywords = {classification, dendrogram, SafeMe4Mine, threshold-based segmentation, underground drilling},

pubstate = {published},

tppubtype = {article}

}

@article{Michalak2021b,

title = {Parametric simulator of cyclic and non-cyclic impulsive vibration signals for diagnostic research applications},

author = {Anna Michalak and Jacek Wodecki},

url = {https://doi.org/10.1088/1755-1315/942/1/012015},

doi = {10.1088/1755-1315/942/1/012015},

year  = {2021},

date = {2021-12-08},

urldate = {2021-12-08},

journal = {IOP Conference Series: Earth and Environmental Science},

volume = {942},

number = {1},

pages = {012015},

publisher = {IOP Publishing},

keywords = {autoregressive model, non-cyclic impulsive noise, nonstationary signal, OPMO, simulations, vibration data},

pubstate = {published},

tppubtype = {article}

}

@article{Wodecki2021,

title = {Fault-related impulsive component detection for vibration-based diagnostics in the presence of random impulsive noise},

author = {Jacek Wodecki and Anna Michalak},

url = {https://doi.org/10.1088/1755-1315/942/1/012016},

doi = {10.1088/1755-1315/942/1/012016},

year  = {2021},

date = {2021-12-08},

urldate = {2021-12-08},

journal = {IOP Conference Series: Earth and Environmental Science},

volume = {942},

number = {1},

pages = {012016},

publisher = {IOP Publishing},

keywords = {Cyclic Spectral Coherence, decomposition, fault detection, Nonnegative Matrix Factorization, OPMO, vibration signal},

pubstate = {published},

tppubtype = {article}

}

@article{Zimroz2021,

title = {Analysis of the vibro-acoustic data from test rig -comparison of acoustic and vibrational methods},

author = {Pawel Zimroz and Hamid Shiri and Jacek Wodecki},

url = {https://doi.org/10.1088/1755-1315/942/1/012017},

doi = {10.1088/1755-1315/942/1/012017},

year  = {2021},

date = {2021-12-08},

urldate = {2021-12-08},

journal = {IOP Conference Series: Earth and Environmental Science},

volume = {942},

number = {1},

pages = {012017},

publisher = {IOP Publishing},

keywords = {acoustic signal processing, AMICOS, amplitude demodulation, rotating machines, UAV, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Shiri2021,

title = {Analysis of the sound signal to fault detection of bearings based on Variational Mode Decomposition},

author = {Hamid Shiri and Jacek Wodecki},

url = {https://doi.org/10.1088/1755-1315/942/1/012020},

doi = {10.1088/1755-1315/942/1/012020},

year  = {2021},

date = {2021-12-08},

urldate = {2021-12-08},

journal = {IOP Conference Series: Earth and Environmental Science},

volume = {942},

number = {1},

pages = {012020},

publisher = {IOP Publishing},

keywords = {AMICOS, bearings, damge, sound},

pubstate = {published},

tppubtype = {article}

}

@article{Shiri2021b,

title = {Inspection Robotic UGV Platform and the Procedure for an Acoustic Signal-Based Fault Detection in Belt Conveyor Idler},

author = {Hamid Shiri and Jacek Wodecki and Bartlomiej Zietek and Radoslaw Zimroz},

url = {https://doi.org/10.3390/en14227646},

doi = {10.3390/en14227646},

year  = {2021},

date = {2021-11-16},

urldate = {2021-11-16},

journal = {Energies},

volume = {14},

number = {22},

pages = {7646},

publisher = {MDPI AG},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{WODECKI2021108400,

title = {Local damage detection based on vibration data analysis in the presence of Gaussian and heavy-tailed impulsive noise},

author = {Jacek Wodecki and Anna Michalak and Radoslaw Zimroz},

url = {http://www.sciencedirect.com/science/article/pii/S0263224120309349},

doi = {https://doi.org/10.1016/j.measurement.2020.108400},

issn = {0263-2241},

year  = {2021},

date = {2021-01-01},

journal = {Measurement},

volume = {169},

pages = {108400},

keywords = {Crusher, Diagnostics, Nonnegative Matrix Factorization, OPMO, Time-Frequency Representation, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Wodecki2020b,

title = {Influence of non-Gaussian noise on the effectiveness of cyclostationary analysis - simulations and real data analysis},

author = {Jacek Wodecki and Anna Michalak and Agnieszka Wylomanska and Radoslaw Zimroz },

url = {https://doi.org/10.1016/j.measurement.2020.108814},

doi = {10.1016/j.measurement.2020.108814},

year  = {2021},

date = {2021-01-01},

journal = {Measurement},

pages = {108814},

publisher = {Elsevier BV},

keywords = {Crusher, Cyclic Spectral Coherence, Cyclostationarity, OPMO, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Szrek2020b,

title = {Application of the infrared thermography and Unmanned Ground Vehicle for rescue action support in undergroundmine - the AMICOS project},

author = {Jaroslaw Szrek and Radoslaw Zimroz and Jacek Wodecki and Anna Michalak and Mateusz Goralczyk and Magdalena Worsa-Kozak },

url = {https://www.mdpi.com/2072-4292/13/1/69},

doi = {https://doi.org/10.3390/rs13010069},

year  = {2021},

date = {2021-01-01},

journal = {Remote Sensing },

volume = {13},

number = {1},

pages = {69},

abstract = {Extraction of raw materials, especially in extremely harsh underground mine conditions is irrevocably associated with high risk and probability of accidents. Natural hazards, heavy-duty machines, used technologies even if all perfectly organized - may result in an accident. In such critical situation, rescue actions may require advanced technologies as an autonomous mobile robot, the various sensory system including gas detector, infrared thermography, image acquisition, advanced analytics, etc. In the paper, we describe several scenarios related to rescue action in an underground mine with the assumption that searching for sufferers should be done with potential seismic, gas, high temperature, etc. hazards. Thus the possibility of rescue team activities in such areas may be highly risky. This work reports results of testing of UGV robotic system in underground mine developed in the frame of AMICOS project. The system consists of UGV with a sensory system and an image processing module based on the adaptation of YOLO and HOG algorithms. The experiment was very successful, human detection efficiency was very promising. Future work will be related to test the AMICOS technology in deep copper ore mines. },

keywords = {AMICOS, Remote sensing, Robotics},

pubstate = {published},

tppubtype = {article}

}

@article{Michalak2021,

title = {Model of the Vibration Signal of the Vibrating Sieving Screen Suspension for Condition Monitoring Purposes},

author = {Anna Michalak and Jacek Wodecki and Michal Drozda and Agnieszka Wylomanska and Radoslaw Zimroz},

url = {https://www.mdpi.com/1424-8220/21/1/213},

doi = {https://doi.org/10.3390/s21010213},

year  = {2021},

date = {2021-01-01},

journal = {Sensors},

volume = {21},

number = {1},

pages = {213},

keywords = {Modeling, OPMO, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{wodecki2021time,

title = {Time-Varying Spectral Kurtosis: Generalization of Spectral Kurtosis for Local Damage Detection in Rotating Machines under Time-Varying Operating Conditions},

author = {Jacek Wodecki},

url = {https://www.mdpi.com/1424-8220/21/11/3590/htm},

doi = {https://doi.org/10.3390/s21113590},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

journal = {Sensors},

volume = {21},

number = {11},

pages = {3590},

publisher = {Multidisciplinary Digital Publishing Institute},

abstract = {Vibration-based local damage detection in rotating machines (i.e., rolling element bearings) is typically a problem of detecting low-energy cyclic impulsive modulations in the measured signal. This can be challenging as both the amplitude of a single damage-related impulse and the distance between impulses might be changing in time. From the signal processing point of view, this means time varying regarding the the signal-to-noise ratio, location of information in the frequency domain, and loss of periodicity (this remains cyclic but not periodic). One of the many attempted approaches to this problem is filtration using custom filters derived in a data-driven fashion. One of the methods to obtain such filters is a selector approach, where the value of a certain statistic is calculated for individual frequency bands of a signal that results in the magnitude response of a filter. In this approach, each chosen statistic will yield different results, and the obtained filter will be focused on different frequency bands focusing on different behaviors. One of the most popular and powerful selectors is spectral kurtosis as popularized by Antoni, which uses kurtosis as an operational statistic. Unfortunately, after closer inspection, it is easy to notice that, although selectors can significantly enhance the signal, they accumulate a great deal of noise and other background content of signals, which occupies the space (or rather time) in between the impulses. Another disadvantage is that such filters are time-invariant, because, in the principle of their construction, they are not adaptive, and even slight changes in the signal yield suboptimal results either by missing relevant data when the conditions in the signal change (i.e., informative impulses widen in bandwidth), or by accumulating unnecessary noise when the relevant information is not present (in between impulses or in frequency bands that impulses no longer occupy). To address this issue, I propose generalization of the selector approach using the example of spectral kurtosis. This assumes creating a time-varying selector that can be seen as a spatial filter in the time-frequency domain. The time-varying SK (TVSK) is estimated for segments of the signal, and, instead of a vector of SK-based filter coefficients, one obtains a TVSK-based matrix of coefficients that takes into account the time-varying properties of the signal. The obtained structure is then binarized and used as a filter. The presented method is tested using a simulated signal as well as two real-life signals measured on heavy-duty bearings in two different types of machine.},

keywords = {Diagnostics, OPMO, Spatial denoising, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Wodecki2020c,

title = {Process Monitoring in Heavy Duty Drilling Rigs—Data Acquisition System and Cycle Identification Algorithms},

author = {Jacek Wodecki and Mateusz Góralczyk and Pavlo Krot and Bartlomiej Zietek and Jaroslaw Szrek and Magdalena Worsa-Kozak and Radoslaw Zimroz and Pawel Sliwinski and Andrzej Czajkowski},

url = {https://www.mdpi.com/1996-1073/13/24/6748},

doi = {https://doi.org/10.3390/en13246748},

year  = {2020},

date = {2020-12-21},

journal = {Energies},

volume = {13},

number = {24},

pages = {6748},

keywords = {Analytics, Current analysis, Cycle detection, SafeMe4Mine, Time-Frequency Representation},

pubstate = {published},

tppubtype = {article}

}

@article{Wodecki2020,

title = {Separation of multiple local-damage-related components from vibration data using Nonnegative Matrix Factorization and multichannel data fusion},

author = {Jacek Wodecki and Anna Michalak and Radoslaw Zimroz and Agnieszka Wylomanska},

url = {https://doi.org/10.1016/j.ymssp.2020.106954},

doi = {10.1016/j.ymssp.2020.106954},

year  = {2020},

date = {2020-01-01},

journal = {Mechanical Systems and Signal Processing},

volume = {145},

pages = {106954},

publisher = {Elsevier BV},

keywords = {Diagnostics, MaMMa, Nonnegative Matrix Factorization, Time-Frequency Representation, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Krot2020b,

title = {Development and Verification of the Diagnostic Model of the Sieving Screen},

author = {Pavlo Krot and Radoslaw Zimroz and Anna Michalak and Jacek Wodecki and Szymon Ogonowski and Michal Drozda and Marek Jach},

url = {https://doi.org/10.1155/2020/8015465},

doi = {10.1155/2020/8015465},

year  = {2020},

date = {2020-01-01},

journal = {Shock and Vibration},

volume = {2020},

pages = {1--14},

publisher = {Hindawi Limited},

keywords = {Analytics, Mining, OPMO, Vibrating Screens, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Szrek2020,

title = {An Inspection Robot for Belt Conveyor Maintenance in Underground Mine—Infrared Thermography for Overheated Idlers Detection},

author = {Jaroslaw Szrek and Jacek Wodecki and Ryszard Blazej and Radoslaw Zimroz},

url = {https://doi.org/10.3390/app10144984},

doi = {10.3390/app10144984},

year  = {2020},

date = {2020-01-01},

journal = {Applied Sciences},

volume = {10},

number = {14},

pages = {4984},

publisher = {MDPI AG},

keywords = {AMICOS, Diagnostics, Mining, Temperature},

pubstate = {published},

tppubtype = {article}

}

@article{Kozlowski2020diagnostics,

title = {A Diagnostics of Conveyor Belt Splices},

author = {Tomasz Kozlowski and Jacek Wodecki and Radoslaw Zimroz and Ryszard Blazej and Monika Hardygora},

url = {https://www.mdpi.com/2076-3417/10/18/6259},

doi = {https://doi.org/10.3390/app10186259},

year  = {2020},

date = {2020-01-01},

volume = {10},

number = {18},

pages = {6259},

keywords = {Conveyor Belt, Diagnostics, Genetic Algorithm},

pubstate = {published},

tppubtype = {article}

}

@article{wodecki2019combination,

title = {Combination of Principal Component Analysis and Time-Frequency Representation for P-Wave Arrival Detection},

author = {Jacek Wodecki and Justyna Hebda-Sobkowicz and Adam Mirek and Radoslaw Zimroz and Agnieszka Wylomanska},

doi = {10.1155/2019/5961073},

year  = {2019},

date = {2019-09-22},

journal = {Shock and Vibration},

volume = {2019},

pages = {7},

publisher = {Hindawi},

keywords = {Analytics, Principal Component Analysis, Seismic, Time-Frequency Representation, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{wodecki2019novel,

title = {Novel method of informative frequency band selection for vibration signal using Nonnegative Matrix Factorization of spectrogram matrix},

author = {Jacek Wodecki and Piotr Kruczek and Agnieszka Wylomanska and Anna Bartkowiak and Radoslaw Zimroz},

doi = {10.1016/j.ymssp.2019.05.020},

year  = {2019},

date = {2019-01-01},

journal = {Mechanical Systems and Signal Processing},

volume = {130},

pages = {585--596},

publisher = {Elsevier},

keywords = {Diagnostics, Nonnegative Matrix Factorization, Selector, Time-Frequency Representation, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{wodecki2019impulsive,

title = {Impulsive source separation using combination of Nonnegative Matrix Factorization of bi-frequency map, spatial denoising and Monte Carlo simulation},

author = {Jacek Wodecki and Anna Michalak and Radoslaw Zimroz and Tomasz Barszcz and Agnieszka Wylomanska},

doi = {10.1016/j.ymssp.2019.02.052},

year  = {2019},

date = {2019-01-01},

journal = {Mechanical Systems and Signal Processing},

volume = {127},

pages = {89--101},

publisher = {Elsevier},

keywords = {Compressor, Cyclic Spectral Coherence, Diagnostics, Monte Carlo, Nonnegative Matrix Factorization, Spatial denoising, Vibration},

pubstate = {published},

tppubtype = {article}

}

@article{Michalak2017applicationb,

title = {Application of cointegration to vibration signal for local damage detection in gearboxes},

author = {Anna Michalak and Jacek Wodecki and Agnieszka Wylomanska and Radoslaw Zimroz},

doi = {10.1016/j.apacoust.2017.08.024},

issn = {0003-682X},

year  = {2019},

date = {2019-01-01},

journal = {Applied Acoustics},

volume = {144},

pages = {4--10},

publisher = {Elsevier},

keywords = {Cointegration, Diagnostics, DISIRE, Gearbox, Vibration},

pubstate = {published},

tppubtype = {article}

}