Krzysztof Wacko

Mr. Krzysztof Wacko

Warsaw University of Technology, Faculty of Power and Aeronautical Engineering, Institute of Heat Engineering
orcid

Research Focus & Metrics

Academic Career Length

7Years (2020-Present)

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

Representative Publications

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30 September 2020 in Energies
Verified
Journal Article
Open access
PDF file
Jan KindrackiJan Kindracki
Jan Kindracki
Krzysztof WackoKrzysztof Wacko
Krzysztof Wacko
PWPrzemysław Woźniak
Przemysław Woźniak
Stanislaw SiatkowskiStanislaw Siatkowski
Stanislaw Siatkowski
Łukasz MężykŁukasz Mężyk
Łukasz Mężyk
Hydrogen is the most common molecule in the universe. It is an excellent fuel for thermal engines: piston, turbojet, rocket, and, going forward, in thermonuclear power plants. Hydrogen is currently used across a range of industrial applications including propulsion systems, e.g., cars and rockets. One obstacle to expanding hydrogen use, especially in the transportation sector, is its low density. This paper explores hydrogen as an addition to liquid fuel in the detonation chamber to generate thermal energy for potential use in transportation and generation of electrical energy. Experiments with liquid kerosene, hexane, and ethanol with the addition of gaseous hydrogen were conducted in a modern rotating detonation chamber. Detonation combustion delivers greater thermal efficiency and reduced NOx emission. Since detonation propagates about three orders of magnitude faster than deflagration, the injection, evaporation, and mixing with air must be almost instantaneous. Hydrogen addition helps initiate the detonation process and sustain continuous work of the chamber. The presented work proves that the addition of gaseous hydrogen to a liquid fuel–air mixture is well suited to the rotating detonation process, making combustion more effective and environmentally friendly.

11 March 2023 in Fuel
Verified
Journal Article
Closed access
Stanislaw SiatkowskiStanislaw Siatkowski
Stanislaw Siatkowski
Krzysztof WackoKrzysztof Wacko
Krzysztof Wacko
Jan KindrackiJan Kindracki
Jan Kindracki

2 October 2024 in Acta Astronautica
Verified
Journal Article
Open access
Łukasz MężykŁukasz Mężyk
Łukasz Mężyk
JKJan Kindracki
Jan Kindracki
Krzysztof WackoKrzysztof Wacko
Krzysztof Wacko
PWPrzemyslaw Wozniak
Przemyslaw Wozniak
MKMarek Kostecki
Marek Kostecki
FBFerran Valencia Bel
Ferran Valencia Bel

1 April 2024 in Shock Waves
Verified
Journal Article
Open access
PDF file
Stanislaw SiatkowskiStanislaw Siatkowski
Stanislaw Siatkowski
Krzysztof WackoKrzysztof Wacko
Krzysztof Wacko
Jan KindrackiJan Kindracki
Jan Kindracki
Detonation cell size is a very important parameter describing the detonation process, used both for explosion safety analysis and for the design of detonation combustion chambers. Typically it has been studied either experimentally or by CFD simulations; both options are costly in terms of money and time. However, progress in the machine learning (ML) methods opened a third way of obtaining cell size. When trained properly, such models are capable of giving rapid, accurate predictions. Utilization of machine learning in the combustion field is gaining more attention from the research community. In this study, the process of training, testing, and evaluation of three different machine learning models for predicting biogas–oxygen mixture detonation cell size is presented. The models include: linear regression (LR), support vector regression (SVR), and neural network (NN). The dataset used for training and testing comes from the experimental studies conducted previously by the authors. It was shown that all the models give very good results with support vector regression proving to be the best.

13 October 2021 in Energies
Verified
Journal Article
Open access
PDF file
Stanislaw SiatkowskiStanislaw Siatkowski
Stanislaw Siatkowski
Krzysztof WackoKrzysztof Wacko
Krzysztof Wacko
Jan KindrackiJan Kindracki
Jan Kindracki
Interest in alternative and renewable energy sources has risen significantly in recent years. Biogas is a prime example of a promising, alternative fuel that might be a possible replacement for fossil fuels. It is a mixture consisting mainly of CH4 and CO2 with various additions. Biogas is easily storable and as such is a more reliable and stable source of energy than solar and wind sources, which suffer from unreliability due to their dependence on weather conditions. In this paper, the authors report experimental results of detonation of a biogas-oxygen mixture. The composition of the biogas was 70% CH4 + 30% CO2 and the experiments were carried out for a range of equivalence ratios (Φ = 0.5 ÷ 1.5) and initial pressures (0.6 ÷ 1.6 bar). The aim of the research was to analyze the cellular structure of detonation. The soot foil technique was used to determine the width of the detonation cells (λ). The conducted experiments and subsequent analysis of the detonation cell size confirm that both the increase in the initial pressure of the mixture or move away from stoichiometric (Φ = 1) composition is accompanied by a decrease in the width of the detonation cell. The authors also argue that due to the unstable cellular structure of the detonation, it is insufficient to report only the average cell size. Instead, the researchers propose more detailed statistical description assured values.

30 December 2024 in Materiały Wysokoenergetyczne / High Energy Materials
Verified
Journal Article
Closed access
MKMaciej Kołodziej
Maciej Kołodziej
Jan KindrackiJan Kindracki
Jan Kindracki
Łukasz MężykŁukasz Mężyk
Łukasz Mężyk
SKSylwia Kozłowska
Sylwia Kozłowska
Krzysztof WackoKrzysztof Wacko
Krzysztof Wacko
PWPrzemysław Woźniak
Przemysław Woźniak
This paper presents the design and study of solid propellant rocket motors using a mobile test stand. The test stand allows the measurement of two primary rocket motor parameters: combustion chamber pressure and thrust. In addition, the measurement system is structured so that measurements other than those previously mentioned can be defined and implemented by the user. Each experiment is recorded with an industrial surveillance cameras system and a high-speed digital camera synchronised with the other data acquisition channels. So far, tests have been conducted on two different calibres of motor, each acting as the main motor in the rocket test platform. The tests confirmed the functionality of the described stand and its flexibility in adapting to users’ requirements.