Marcin Bugaj

Dr. Marcin Bugaj

orcid

Research Focus & Metrics

Academic Career Length

11Years (2016-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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12 April 2021 in Bulletin Of The Polish Academy Of Sciences-Technical Sciences
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Journal Article
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Jaroslaw KrzywanskiJaroslaw Krzywanski
Jaroslaw Krzywanski
KSKarol Sztekler
Karol Sztekler
MBMarcin Bugaj
Marcin Bugaj
WKWojciech Kalawa
Wojciech Kalawa
KGKarolina Grabowska
Karolina Grabowska
SBSebastian Bykuć
Sebastian Bykuć
Adsorption cooling and desalination technologies have recently received more attention. Adsorption chillers, using eco-friendly refrigerants, provide promising abilities for low-grade waste heat recovery and utilization, especially renewable and waste heat of the near ambient temperature. However, due to the low coefficient of performance (COP) and cooling capacity (CC) of the chillers, they have not been widely commercialized. Although operating in combined heating and cooling (HC) systems, adsorption chillers allow more efficient conversion and management of low-grade sources of thermal energy, their operation is still not sufficiently recognized, and the improvement of their performance is still a challenging task. The paper introduces an artificial intelligence (AI) approach for the optimization study of a two-bed adsorption chiller operating in an existing combined HC system, driven by low-temperature heat from cogeneration. Artificial neural networks are employed to develop a model that allows estimating the behavior of the chiller. Two crucial energy efficiency and performance indicators of the adsorption chiller, i.e., CC and the COP, are examined during the study for different operating sceneries and a wide range of operating conditions. Thus this work provides useful guidance for the operating conditions of the adsorption chiller integrated into the HC system. For the considered range of input parameters, the highest CC and COP are equal to 12.7 and 0.65 kW, respectively. The developed model, based on the neurocomputing approach, constitutes an easy-to-use and powerful optimization tool for the adsorption chiller operating in the complex HC system.

16 April 2021 in Energies
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Journal Article
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KMKrzysztof Mik
Krzysztof Mik
PZPaweł Zawadzki
Paweł Zawadzki
JTJan Tarłowski
Jan Tarłowski
MBMarcin Bugaj
Marcin Bugaj
PGPiotr Grygiel
Piotr Grygiel
SBSebastian Bykuć
Sebastian Bykuć
Dynamic growth of photovoltaic capacity in Poland encourages many entities to invest in photovoltaic systems. However, in the case of buildings with low roof-bearing capacity it can be problematic or even impossible to mount conventional PV modules due to their relatively high weight. Hence, the use of lightweight PV modules is a potential solution. In this paper four different prototype silicon lightweight modules of novel structure manufactured by the Xdisc S.A have been investigated in terms of their electrical and thermal features. The measurements showed that all prototypes have efficiency exceeding 19.5% and power in range of 214 to 242 Wp at standard test conditions. Their area density is about 3.5 kg/m2 which is typical for lightweight modules. In turn, the Power-to-Weight Ratio exceeds 40 W/kg threshold and in one case reaches almost 58 W/kg. Thanks to the measurements, the prototypes could be modelled in PVsyst (PVsyst SA, Satigny, Switzerland). The performed simulations of an example PV system revealed that installations based on prototypes have comparable performance to a conventional installation. Nevertheless, at current prices they are less profitable than the standard system and it shows the need for future cost reductions in the manufacturing process. The proposed materials selection may be the starting point for search of inexpensive substitutes of these materials which still conserve modules high performance. A system based on the prototypes can still prove advantageous when simplicity and promptness outweigh higher initial costs.

1 March 2019 in Civil and Environmental Engineering Reports
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Journal Article
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ŁCŁukasz Cieślikiewicz
Łukasz Cieślikiewicz
MWMichał Wasik
Michał Wasik
MKMichał Kubiś
Michał Kubiś
PŁPiotr Łapka
Piotr Łapka
MBMarcin Bugaj
Marcin Bugaj
MSMirosław Seredyński
Mirosław Seredyński
The paper presents development of an experimental stand with centrally located specimen for the investigation of heating and drying processes in porous building materials. Additionally, the paper contains preliminary results of measurements which test and verify the assumed operation conditions of the stand. In order to control parameters of air which was used to heat and dry the specimen, the stand was operating in a closed loop and was equipped with several elements, i.e., the cooler (humidity condenser), fan with variable rotation speed, humidifier and heater. Moreover, the stand consisted of two square and parallel ducts with air streams which had identical parameters. This allowed for two measurements at the same time.


4 March 2019 in AIP Conference Proceedings
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Conference Paper
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MWMichał Wasik
Michał Wasik
MBMarcin Bugaj
Marcin Bugaj
KMKrzysztof Mik
Krzysztof Mik
MKMaciej Klein
Maciej Klein
TWTomasz Stefan Wiśniewski
Tomasz Stefan Wiśniewski
PCPatryk Chaja
Patryk Chaja
A photovoltaic thermal solar collectors (PVT) and heat pump combined system consists of numerous elements. In this context it is important to properly model respective elements. To the best of our knowledge there is no relative research that has optimized PVT geometry to maximize heat generation for the ground regeneration. Therefore, the authors decided to investigate the influence of bottom insulation and air gap thickness on heat generation in case of glazed and unglazed PVT. The results show that the optimum construction of the PVT should be based on the unglazed technology of solar collector and on minimum insulation thickness. Obviously, the thickness of insulation needs to be optimized to the specific conditions like for instance type and depth of borehole heat exchangers or parameters of the heat pump.

7 March 2022 in Bulletin Of The Polish Academy Of Sciences-Technical Sciences
Verified
Journal Article
Open access
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WRWeronika Radziszewska
Weronika Radziszewska
MBMarcin Bugaj
Marcin Bugaj
MŁMirosław Łuniewski
Mirosław Łuniewski
GHGerwin Hoogsteen
Gerwin Hoogsteen
PCPatryk Chaja
Patryk Chaja
SBSebastian Bykuć
Sebastian Bykuć
HVAC systems use a substantial part of the whole energy usage of buildings. The optimizing of their operation can greatly affect the power use of a building, making them an interesting subject when trying to save energy. However, this should not affect the comfort of the people inside. Many approaches aim to optimize the operation of the heating and cooling system; in this paper, we present an approach to steer the heat pumps to reduce energy usage while aiming to maintain a certain level of comfort. For this purpose, we employ a market-based distributed method for power-balancing. To maintain the comfort level, the market-based distributed system assigns each device a cost-curve, parametrized with the current temperature of the room. This allows the cost to reflect the urgency of the HVAC operation. This approach was tested in a real-world environment: we use 10 heat pumps responsible for temperature control in 10 comparable-sized rooms. The test was performed for 3 months in summer. We limited the total peak power, and the algorithm balanced the consumption of the heat pumps with the available supply. The experiments showed that the system successfully managed to operate within the limit (lowering peak usage), and - to a certain point - reduce the cost without significantly deteriorating the working conditions of the occupants of the rooms. This test allowed us to estimate the minimal peak power requirement for the tested set-up that will still keep the room temperatures in or close to comfortable levels. The experiments show that a fully distributed market-based approach with parametrized cost functions can be used to limit peak usage while maintaining temperatures.