Hubert Grzybowski
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Hubert Grzybowski has a total of 6 co-authors. Here are the top co-authors by number of shared publications:
- Romuald Mosdorf
Bialystok University of Technology
6 shared publications - Iwona Zaborowska
Department of Mechanics and Applied Computer Science, Faculty of Mechanical Engineering Bialystok University of Technology, Wiejska 45 C, 15-351 Bialystok, Poland
2 shared publications Romuald Mosdorf
Department of Mechanics and Applied Computer Science, Faculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45 C, 15-351 Bialystok, Poland
2 shared publications- Gabriela Rafałko
Faculty of Mechanical Engineering, Bialystok University of Technology, Białystok, Poland
1 shared publication Iwona Gruszczyńska
Department of Mechanics and Applied Computer Science, Faculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45 C, 15-351 Bialystok, Poland
1 shared publicationIwona Zaborowska
Department of Mechanics and Applied Computer Science, Faculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45 C, 15-351 Bialystok, Poland
1 shared publication
Latest Publications
- Open Access
- 11 November 2021
- Published by EDP Sciences
- Vol. 321, 02008
Application of RQA and SOM for identification of two-phase flow patterns during boiling in horizontal minichannel
In the paper, numerical methods of data analysis recurrence quantification analysis (RQA) and self-organizing map (SOM) have been used to analyse pressure drop oscillations during the flow boiling in minichannel. The performed analysis allows us to identify flow patterns based on the character of the pressure drop oscillations. The following two-phase flow patterns have been identified: liquid flow, liquid flow with small vapour bubble, slug flow, long slug flow and confined bubble flow. In the experiment, the open-loop boiling system in a circular horizontal minichannel with an inner diameter of 1 mm was investigated. The two-phase flow patterns at the outlet of the heated section were observed through the glass tube (with an inner diameter of 1 mm) and recorded by a high-speed camera Phantom v1610.
- 11 November 2021
- Published by EDP Sciences
- Vol. 321, 02008
Open AccessApplication of RQA and SOM for identification of two-phase flow patterns during boiling in horizontal minichannel
In the paper, numerical methods of data analysis recurrence quantification analysis (RQA) and self-organizing map (SOM) have been used to analyse pressure drop oscillations during the flow boiling in minichannel. The performed analysis allows us to identify flow patterns based on the character of the pressure drop oscillations. The following two-phase flow patterns have been identified: liquid flow, liquid flow with small vapour bubble, slug flow, long slug flow and confined bubble flow. In the experiment, the open-loop boiling system in a circular horizontal minichannel with an inner diameter of 1 mm was investigated. The two-phase flow patterns at the outlet of the heated section were observed through the glass tube (with an inner diameter of 1 mm) and recorded by a high-speed camera Phantom v1610.
- Open Access
- 17 April 2020
- Published by MDPI AG in Applied Sciences
- Vol. 10 (8) , 2792
Boiling Flow Pattern Identification Using a Self-Organizing Map
In the paper, a self-organizing map combined with the recurrence quantification analysis was used to identify flow boiling patterns in a circular horizontal minichannel with an inner diameter of 1 mm. The dynamics of the pressure drop during density-wave oscillations in a single pressure drop oscillations cycle were considered. It has been shown that the proposed algorithm allows us to distinguish five types of non-stationary two-phase flow patterns, such as bubble flow, confined bubble flow, wavy annular flow, liquid flow, and slug flow. The flow pattern identification was confirmed by images obtained using a high-speed camera. Taking into consideration the oscillations between identified two-phase flow patterns, the four boiling regimes during a single cycle of the long-period pressure drop oscillations are classified. The obtained results show that the proposed combination of recurrence quantification analysis (RQA) and a self-organizing map (SOM) in the paper can be used to analyze changes in flow patterns in non-stationary boiling. It seems that the use of more complex algorithms of neural networks and their learning process can lead to the automation of the process of identifying boiling regimes in minichannel heat exchangers.
- 17 April 2020
- Published by MDPI AG in Applied Sciences
- Vol. 10 (8) , 2792
Open AccessBoiling Flow Pattern Identification Using a Self-Organizing Map
In the paper, a self-organizing map combined with the recurrence quantification analysis was used to identify flow boiling patterns in a circular horizontal minichannel with an inner diameter of 1 mm. The dynamics of the pressure drop during density-wave oscillations in a single pressure drop oscillations cycle were considered. It has been shown that the proposed algorithm allows us to distinguish five types of non-stationary two-phase flow patterns, such as bubble flow, confined bubble flow, wavy annular flow, liquid flow, and slug flow. The flow pattern identification was confirmed by images obtained using a high-speed camera. Taking into consideration the oscillations between identified two-phase flow patterns, the four boiling regimes during a single cycle of the long-period pressure drop oscillations are classified. The obtained results show that the proposed combination of recurrence quantification analysis (RQA) and a self-organizing map (SOM) in the paper can be used to analyze changes in flow patterns in non-stationary boiling. It seems that the use of more complex algorithms of neural networks and their learning process can lead to the automation of the process of identifying boiling regimes in minichannel heat exchangers.
- Open Access
Boiling Synchronization in Two Parallel Minichannels—Image Analysis
In this paper, the boiling synchronization of two-phase flow patterns in two parallel minichannels of 1 mm in diameter with connected compressible volumes was analyzed. The analysis was performed using images recorded with a high-speed camera. The degree of synchronization between channels was evaluated by assessing the presence of liquid flow in the small part of the minichannels. It can be concluded that boiling is synchronized when small bubble flow or wavy annular flow occur in neighboring channels. The occurrence of slug flow in one channel causes the boiling in neighboring channels to become unsynchronized. The result of the image analysis shows that the correlation coefficient based on the evaluation of the presence of liquid flow in the small part of the minichannels over a long enough time period allows for the detection of boiling synchronization.
Open AccessBoiling Synchronization in Two Parallel Minichannels—Image Analysis
In this paper, the boiling synchronization of two-phase flow patterns in two parallel minichannels of 1 mm in diameter with connected compressible volumes was analyzed. The analysis was performed using images recorded with a high-speed camera. The degree of synchronization between channels was evaluated by assessing the presence of liquid flow in the small part of the minichannels. It can be concluded that boiling is synchronized when small bubble flow or wavy annular flow occur in neighboring channels. The occurrence of slug flow in one channel causes the boiling in neighboring channels to become unsynchronized. The result of the image analysis shows that the correlation coefficient based on the evaluation of the presence of liquid flow in the small part of the minichannels over a long enough time period allows for the detection of boiling synchronization.
- Open Access
- 27 November 2018
- Published by EDP Sciences in MATEC Web of Conferences
- Vol. 240, 03006
Identifying synchronization between flow boiling inside two parallel minichannels using joint recurrence plots
In this study the flow boiling inside two parallel tubes with a diameter of 1 mm was analysed in order to determine synchronization level between the channels. An experimental setup was built to investigate the pressure and temperature oscillation in parallel minichannels. During the experiments, the two-phase flow patterns were recorded by high speed camera and also the presence of vapour in channel outlet was measured by laser-phototransistor sensor. Various types of two-phase flow instabilities were observed in investigated the system. Experiment was carried out for various heat rate and mass flux. The method of identifying synchronization between flow boiling between parallel channel will be presented on measurement data recorded for heat rate q equal to 50.15 W and the average mass flux ṁ equal to 38.8 kg/m2s. The signal was subjected to a nonlinear analysis based on the joint recurrence plot (JRP) method. The JRP method was carried out in order to determine synchronization level between signals from parallel channels. Results of pressure and laser-phototransistor oscillation analysis shows that during flow boiling phase synchronization and phase shift between the channels can be detected using appropriate RQA indicators.
- 27 November 2018
- Published by EDP Sciences in MATEC Web of Conferences
- Vol. 240, 03006
Open AccessIdentifying synchronization between flow boiling inside two parallel minichannels using joint recurrence plots
In this study the flow boiling inside two parallel tubes with a diameter of 1 mm was analysed in order to determine synchronization level between the channels. An experimental setup was built to investigate the pressure and temperature oscillation in parallel minichannels. During the experiments, the two-phase flow patterns were recorded by high speed camera and also the presence of vapour in channel outlet was measured by laser-phototransistor sensor. Various types of two-phase flow instabilities were observed in investigated the system. Experiment was carried out for various heat rate and mass flux. The method of identifying synchronization between flow boiling between parallel channel will be presented on measurement data recorded for heat rate q equal to 50.15 W and the average mass flux ṁ equal to 38.8 kg/m2s. The signal was subjected to a nonlinear analysis based on the joint recurrence plot (JRP) method. The JRP method was carried out in order to determine synchronization level between signals from parallel channels. Results of pressure and laser-phototransistor oscillation analysis shows that during flow boiling phase synchronization and phase shift between the channels can be detected using appropriate RQA indicators.
- 1 July 2018
- Published by Elsevier in International Communications in Heat and Mass Transfer
- Vol. 95, 25-32
Dynamics of pressure drop oscillations during flow boiling inside minichannel
- 1 July 2018
- Published by Elsevier in International Communications in Heat and Mass Transfer
- Vol. 95, 25-32
Dynamics of pressure drop oscillations during flow boiling inside minichannel
- Open Access
- 1 September 2016
- Published by IOP Publishing in Journal of Physics: Conference Series
- Vol. 745 (3) , 032126
Application of cross recurrence plot for identification of temperature fluctuations synchronization in parallel minichannels
The temperature fluctuations occurring in flow boiling in parallel minichannels with diameter of 1 mm have been experimentally investigated and analysed. The wall temperature was recorded at each minichannel outlet by thermocouple with 0.08 mm diameter probe. The time series where recorded during dynamic two-phase flow instabilities which are accompanied by chaotic temperature fluctuations. Time series were denoised using wavelet decomposition and were analysed using cross recurrence plots (CRP) which enables the study of two time series synchronization.
- 1 September 2016
- Published by IOP Publishing in Journal of Physics: Conference Series
- Vol. 745 (3) , 032126
Open AccessApplication of cross recurrence plot for identification of temperature fluctuations synchronization in parallel minichannels
The temperature fluctuations occurring in flow boiling in parallel minichannels with diameter of 1 mm have been experimentally investigated and analysed. The wall temperature was recorded at each minichannel outlet by thermocouple with 0.08 mm diameter probe. The time series where recorded during dynamic two-phase flow instabilities which are accompanied by chaotic temperature fluctuations. Time series were denoised using wavelet decomposition and were analysed using cross recurrence plots (CRP) which enables the study of two time series synchronization.
- Open Access
- 22 August 2014
- Published by IOP Publishing in Journal of Physics: Conference Series
- Vol. 530
Modelling of two-phase flow in a minichannel using level-set method
- 22 August 2014
- Published by IOP Publishing in Journal of Physics: Conference Series
- Vol. 530
Open AccessModelling of two-phase flow in a minichannel using level-set method
- 1 June 2014
- Published by Elsevier in International Journal of Heat and Mass Transfer
- Vol. 73, 500-510
Dynamics of pressure oscillations in flow boiling and condensation in the minichannel
- 1 June 2014
- Published by Elsevier in International Journal of Heat and Mass Transfer
- Vol. 73, 500-510
Dynamics of pressure oscillations in flow boiling and condensation in the minichannel