Poland
Machine Learning for Internal Combustion Engine Optimization with Hydrogen-Blended Fuels: A Literature Review
Mar 2025
Publication
This study explores the potential of hydrogen-enriched internal combustion engines (H2ICEs) as a sustainable alternative to fossil fuels. Hydrogen offers advantages such as high combustion efficiency and zero carbon emissions yet challenges related to NOx formation storage and specialized modifications persist. Machine learning (ML) techniques including artificial neural networks (ANNs) and XGBoost demonstrate strong predictive capabilities in optimizing engine performance and emissions. However concerns regarding overfitting and data representativeness must be addressed. Integrating AI-driven strategies into electronic control units (ECUs) can facilitate real-time optimization. Future research should focus on infrastructure improvements hybrid energy solutions and policy support. The synergy between hydrogen fuel and ML optimization has the potential to revolutionize internal combustion engine technology for a cleaner and more efficient future.
Energy Transition in Public Transport: A Cost-Benefit Analysis of Diesel, Electric, and Hydrogen Fuel Cell Buses in Poland’s GZM Metropolis
Sep 2025
Publication
Energy transformation is one of the processes shaping contemporary urban transport systems with public transport being the subject of initiatives designed to enhance its attractiveness and transport utility including electromobility. This article presents a case study for a metropolitan conurbation—the GZM Metropolis in Poland—considering the economic efficiency of implementing buses with conventional diesel engines electric buses (battery electric buses) and hydrogen fuel cell-powered buses. The analysis is based on the cost-benefit analysis (CBA) method using the discounted cash flow (DCF) method.
Off-Design Analysis of Power-to-Gas System Based on Solid-Oxide Electrolysis with Nominal Power of 25 kW
Mar 2025
Publication
The deployment of large installed power capacities from intermittent renewable energy sources requires balancing to ensure the steady and safe operation of the electrical grid. New methods of energy storage are essential to store excess electrical power when energy is not needed and later use it during high-demand periods both in the short and long term. Power-to-Gas (P2G) is an energy storage solution that uses electric power produced from renewables to generate gas fuels such as hydrogen which can be stored for later use. Hydrogen produced in this manner can be utilized in energy storage systems and in transportation as fuel for cars trams trains or buses. Currently most hydrogen is produced from fossil fuels. Solid-oxide electrolysis (SOE) offers a method to produce clean hydrogen without harmful emissions being the most efficient of all electrolysis methods. The objective of this work is to determine the optimal operational parameters of an SOE system such as lower heating value (LHV)-based efficiency and total input power based on calculations from a mathematical model. The results are provided for three different operating temperature levels and four different steam utilization ratios. The introductory chapter outlines the motivation and background of this work. The second chapter explains the basics of electrolysis and describes its different types. The third chapter focuses on solid-oxide electrolysis and electrolyzer systems. The fourth chapter details the methodology including the mathematical formulations and software used for simulations. The fifth chapter presents the results of the calculations with conclusions. The final chapter summarizes this work.
Comparative Life Cycle Assessment of Hydrogen Production via Biogas Reforming and Agricultural Residue Gasification
Apr 2025
Publication
Hydrogen (H2) production from biomass has emerged as a promising alternative to fossil-based pathways addressing the global demand for low-carbon energy solutions. This study compares the environmental impacts of two biomass-based H2 production processes biogas reforming and agricultural residue gasification through a life cycle assessment (LCA). Using real-world data from the literature the analysis considered key system boundaries for each process including biogas production reforming and infrastructure for the former and biomass cultivation syngas generation and offgas management for the latter. Environmental impacts were evaluated using SimaPro software (Version 9.4) and the ReCiPe midpoint (H) method. The results revealed that biogas reforming emits approximately 5.047 kg CO2-eq per kg of H2 which is 4.89 times higher than the emissions from agricultural residue gasification (1.30 kg CO2-eq/kg H2) demonstrating the latter’s superior environmental performance. Gasification consumes fewer fossil resources (3.20 vs. 10.42 kg oil-eq) and poses significantly lower risks to human health (1.51 vs. 23.28 kg 14-DCB-eq). Gasification water consumption is markedly higher (5.37 compared to biogas reforming (0.041 m3/kg H2)) which is an important factor to consider for sustainability. These findings highlight gasification as a more sustainable H2 production method and emphasize its potential as an eco-friendly solution. To advance sustainability in energy systems integrating socio-economic studies with LCA is recommended alongside prioritizing agricultural residue gasification for hydrogen production.
Comprehensive Review of Hydrogen and Tyre Pyrolysis Oil as Sustainable Fuels for HCCI Engines
Aug 2025
Publication
This review article provides an overview of the use of hydrogen and tyre pyrolysis oil as fuels for homogeneous charge compression ignition (HCCI) engines. It discusses their properties the ways they are produced and their sustainability which is of particular importance in the present moment. Both fuels have certain advantages but also throw up many challenges which complicate their application in HCCI engines. The paper scrutinises engine performance with hydrogen and tyre pyrolysis oil respectively and compares the fuels’ emissions a crucial focus from an environmental perspective. It also surveys related technologies that have recently emerged their effects and environmental impacts and the rules and regulations that are starting to become established in these areas. Furthermore it provides a comparative discussion of various engine performance data in terms of combustion behaviour emission levels fuel economy and potential costs or savings in real terms. The analysis reveals significant research gaps and recommendations are provided as to areas for future study. The paper argues that hydrogen and tyre pyrolysis oil might sometimes be used together or in complementary ways to benefit HCCI engine performance. The importance of life-cycle assessment is noted acknowledging also the requirements of the circular economy. The major findings are summarised with some comments on future perspectives for the use of sustainable fuels in HCCI engines. This review article provides a helpful reference for researchers working in this area and for policymakers concerned with establishing relevant legal frameworks as well as for companies in the sustainable transport sector.
Production of Green Hydrogen from Sewage Sludge/Algae in Agriculture Diesel Engine: Performance Evaluation
Jan 2024
Publication
Alternative fuel opportunities can satisfy energy security and reduce carbon emissions. In this regard the hydrogen fuel is derived from the source of environmental pollutants like sewage and algae wastewater through hydrothermal gasification technique using a KOH catalyst with varied gasification process parameters of duration and temperature of 6–30 min and 500-800 ◦C. The novelty of the work is to identify the optimum gasification process parameter for obtaining the maximum hydrogen yield using a KOH catalyst as an alternative fuel for agricultural engine applications. Influences of gasification processing time and temperature on H2 selectivity Carbon gasification efficiency (CE) Lower heating value (LHV) Hydrogen yield potential (HYP) and gasification efficiency (GE) were studied. Its results showed that the gasifier operated at 800 ◦C for 30 min offering maximum hydrogen yield (26 mol/kg) and gasification efficiency (58 %). The synthesized H2 was an alternative fuel blended with diesel fuel/TiO2 nanoparticles. It was experimentally studied using an internal combustion engine. Influences of H2 on engine perfor mance like brake-specific fuel consumption brake thermal efficiency and emission performances were measured and compared with diesel fuel. The results showed that DH20T has the least (420g/kWh) brake-specific fuel consumption (BSFC) and superior brake thermal efficiency of about 25.2 %. The emission results revealed that the DH20T blend showed the NOX value increased by almost 10.97 % compared to diesel fuel whereas the CO UHC and smoke values reduced by roughly 31.25 28.34 and 42.35 %. The optimum fuel blend (DH20T) result is rec ommended for agricultural engine applications.
Hydrogen SWOT Analysis of Poland’s Energy Transition
Apr 2025
Publication
This paper presents a comprehensive SWOT (strengths weaknesses opportunities and threats) analysis of utilizing hydrogen as a renewable fuel of non-biological origin (RFNBO) in Poland’s energy transition. Given Poland’s reliance on fossil fuels its deep decarbonization poses socio-economic and infrastructural challenges. This study examines the strengths weaknesses opportunities and threats associated with integrating hydrogen as an RFNBO fuel into Poland’s energy mix focusing on economic regulatory technological and social factors. The strengths identified include potential energy independence from fossil fuels increased investment and hydrogen’s applicability in hard-to-abate sectors. Weaknesses involve a low share of renewable hydrogen in the energy mix and the need for infrastructure development. Opportunities arise from European Union policies technological advancements and global trends favoring renewable hydrogen adoption. Threats encompass high production costs regulatory uncertainties and competition from other energy carriers. The analysis concludes that while hydrogen as an RFNBO fuel offers potential for decarbonizing Poland’s energy mix realizing this potential requires large-scale investments a supportive regulatory framework and technological innovation.
Research Trends in Underground Hydrogen Storage: A Bibliometric Approach
Apr 2025
Publication
This article presents the findings of a bibliometric analysis of scientific publications in journals and materials indexed in the SCOPUS and Web of Science databases covering the broad topic of underground hydrogen storage (UHS). The use of VOSviewer software for keyword analysis enabled the identification of four key research areas related to UHS. These areas include hydrogen and hydrocarbon reservoir engineering; hydrogen economy and energy transformation; processes in hydrogen storage sites including lessons from CO2 sequestration; and the geology engineering and geomechanics of underground gas storage. The interdisciplinary nature of UHS research emphasises the synergy of research across diverse fields. A bibliographic analysis allowed for the identification of areas of intensive research and new directions of work related to UHS key research centres and the dynamics of the development of research topics related to UHS. This study revealed the chronological dispersion of the research results their geographical and institutional variability and the varying contributions of major publishing journals. The research methodology used can serve as an inspiration for the work of other researchers.
Photovoltaic Power System with Electrochemical and Hydrogen Storage for Energy Independence in Student Dormitories
Mar 2025
Publication
This article analyzes the path towards achieving electric energy independence for dormitories. It examines electricity consumption in dormitories to determine the necessary volume for daily electrochemical energy storage systems seasonal hydrogen storage system capacity and photovoltaic (PV) system power. Electricity consumption data from dormitories between 2021 and 2024 were analyzed showing hourly daily and monthly trends. The study developed a mathematical model of hourly electric energy usage and production in Matlab/Simulink to optimize the photovoltaic (PV) system increase self-consumption potential and enhance surplus energy storage. This enabled the selection of capacities for daily and seasonal storage along with PV system power to meet dormitory energy needs particularly in autumn and winter. The software accommodates monthly energy consumption profiles and PV system characteristics allowing for the estimation of electric energy surplus after usage by inhabitants for hydrogen production and storage. The study offers a comprehensive framework for sustainable electric energy management in student housing.
Remote Sensing Perspective on Monitoring and Predicting Underground Energy Sources Storage Environmental Impacts: Literature Review
Jul 2025
Publication
Geological storage is an integral element of the green energy transition. Geological formations such as aquifers depleted reservoirs and hard rock caverns are used mainly for the storage of hydrocarbons carbon dioxide and increasingly hydrogen. However potential adverse effects such as ground movements leakage seismic activity and environmental pollution are observed. Existing research focuses on monitoring subsurface elements of the storage while on the surface it is limited to ground movement observations. The review was carried out based on 191 research contributions related to geological storage. It emphasizes the importance of monitoring underground gas storage (UGS) sites and their surroundings to ensure sustainable and safe operation. It details surface monitoring methods distinguishing geodetic surveys and remote sensing techniques. Remote sensing including active methods such as InSAR and LiDAR and passive methods of multispectral and hyperspectral imaging provide valuable spatiotemporal information on UGS sites on a large scale. The review covers modelling and prediction methods used to analyze the environmental impacts of UGS with data-driven models employing geostatistical tools and machine learning algorithms. The limited number of contributions treating geological storage sites holistically opens perspectives for the development of complex approaches capable of monitoring and modelling its environmental impacts.
Towards Net Zero in Poland: A Novel Approach to Power Grid Balance with Centralized Hydrogen Production Units
Mar 2025
Publication
The net zero emissions policy represents a crucial component of the global initiative to address climate change. The European Union has set a target of achieving net zero greenhouse gas emissions by 2050. This study assesses Poland’s feasibility of achieving net zero emissions. Currently Poland relies on fossil fuels for approximately 71% of its electricity generation with electricity accounting for only approximately 16% of the country’s total final energy consumption. Accordingly the transition to net zero carbon emissions will necessitate significant modifications to the energy system particularly in the industrial transport and heating sectors. As this is a long-term process this article demonstrates how the development of renewable energy sources will progressively necessitate the utilisation of electrolysers in line with the ongoing industrial transformation. A new framework for the energy system up to 2060 is presented with transition phases in 2030 2040 and 2050. This study demonstrates that it is feasible to attain a sustainable zero-emission and stable energy system despite reliance on uncontrolled and weather-dependent energy sources. Preparing the electricity grid to transmit almost three times the current amount represents a significant challenge. The resulting simulation capacities comprising 64 GW of onshore wind 33 GW of offshore wind 136 GW of photovoltaic 10 GW of nuclear and 22 GW of electrolysers enable a positive net energy balance to be achieved under the weather conditions observed between 2015 and 2023. To guarantee system stability electrolysers must operate within a centralised framework functioning as centrally controlled dispatchable load units.
Bio-energy Generation from Synthetic Winery Wastewaters
Nov 2020
Publication
In Spain the winery industry exerts a great influence on the national economy. Proportional to the scale of production a significant volume of waste is generated estimated at 2 million tons per year. In this work a laboratory-scale reactor was used to study the feasibility of the energetic valorization of winery effluents into hydrogen by means of dark fermentation and its subsequent conversion into electrical energy using fuel cells. First winery wastewater was characterized identifying and determining the concentration of the main organic substrates contained within it. To achieve this a synthetic winery effluent was prepared according to the composition of the winery wastewater studied. This effluent was fermented anaerobically at 26 ◦C and pH = 5.0 to produce hydrogen. The acidogenic fermentation generated a gas effluent composed of CO2 and H2 with the percentage of hydrogen being about 55% and the hydrogen yield being about 1.5 L of hydrogen at standard conditions per liter of wastewater fermented. A gas effluent with the same composition was fed into a fuel cell and the electrical current generated was monitored obtaining a power generation of 1 W·h L−1 of winery wastewater. These results indicate that it is feasible to transform winery wastewater into electricity by means of acidogenic fermentation and the subsequent oxidation of the bio-hydrogen generated in a fuel cell.
Hydrogen Production from Biowaste: A Systematic Review of Conversion Technologies, Environmental Impacts, and Future Perspectives
Aug 2025
Publication
The escalating climate crisis and unsustainable waste management practices necessitate integrated approaches that simultaneously address energy security and environmental degradation. Hydrogen with its high energy density and zero-carbon combustion is a key vector for decarbonization; however conventional production methods are fossildependent and carbon-intensive. This systematic review explores biowaste-to-hydrogen (WtH) technologies as dual-purpose solutions converting organic waste to clean hydrogen while reducing greenhouse gas emissions and landfill reliance. A comprehensive analysis of different conversion pathways including thermochemical (gasification pyrolysis hydrothermal and partial oxidation (POX)) biochemical (dark fermentation photofermentation and sequential fermentation) and electrochemical methods (MECs) is presented assessing their hydrogen yields feedstock compatibilities environmental impacts and technological readiness. Systematic literature review methods were employed using databases such as Scopus and Web of Science with strict inclusion criteria focused on recent peerreviewed studies. This review highlights hydrothermal gasification and dark fermentation as particularly promising for wet biowaste streams like food waste. Comparative environmental analyses reveal that bio-based hydrogen pathways offer significantly lower greenhouse gas emissions energy use and pollutant outputs than conventional methods. Future research directions emphasize process integration catalyst development and lifecycle assessment. The findings aim to inform technology selection policymaking and strategic investment in circular low-carbon hydrogen production.
Hydrogen-Containing Fuel Influence on Compression-Ignition Engine Part Wear and Emissions of Toxic Substances
Mar 2025
Publication
Issues related to the components of modern fuel equipment wear processes have been discussed. The fuel injector is one of the key elements of the fuel equipment system because it is a device responsible for distributing and spraying hydrogen-containing fuel in the engine combustion chamber. It is mounted in the modern engine head directly in the combustion chamber. If the fuel injector is faulty it affects the operating parameters and in particular the ecological parameters of the modern engine such as the emission of toxic substances into the environment. Additionally a hydrogen reactor has been installed in the Common Rail (CR) system the task of which is to produce hydrogen. As a result of the temperature prevailing in the operating environment of the injection equipment various types of wear occur inside the system including hydrogen degradation. The types of degradation processes of precision pairs of modern fuel injectors have been analyzed and classified. Microscopic tests were performed to analyze the contamination in the fuel system and to compare the ecological parameters of the engine operating on efficient and worn fuel injectors. The emission of nitrogen oxides carbon monoxide and soot has been analyzed as a key ecological parameter. It has been established that the loss of precision of pairs of elements of a damaged fuel injector significantly affects the size of the injection doses of the fuel mixture containing hydrogen.
Probabilistic Assessment of Solar-Based Hydrogen Production Using PVGIS, Metalog Distributions, and LCOH Modeling
Sep 2025
Publication
The transition toward low-carbon energy systems requires reliable tools for assessing renewable-based hydrogen production under real-world climatic and economic conditions. This study presents a novel probabilistic framework integrating the following three complementary elements: (1) a Photovoltaic Geographical Information System (PVGIS) for high-resolution location-specific solar energy data; (2) Metalog probability distributions for advanced modeling of variability and uncertainty in photovoltaic (PV) energy generation; and (3) Levelized Cost of Hydrogen (LCOH) calculations to evaluate the economic viability of hydrogen production systems. The methodology is applied to three diverse European locations—Lublin (Poland) Budapest (Hungary) and Malaga (Spain)—to demonstrate regional differences in hydrogen production potential. The results indicate annual PV energy yields of 108.3 MWh 124.6 MWh and 170.95 MWh respectively which translate into LCOH values of EUR 9.67/kg (Poland) EUR 8.40/kg (Hungary) and EUR 6.13/kg (Spain). The probabilistic analysis reveals seasonal production risks and quantifies the probability of achieving specific monthly energy thresholds providing critical insights for designing systems with continuous hydrogen output. This combined use of a PVGIS Metalog and LCOH calculations offers a unique decision-support tool for investors policymakers and SMEs planning green hydrogen projects. The proposed methodology is scalable and adaptable to other renewable energy systems enabling informed investment decisions and improved regional energy transition strategies.
Grid Frequency Fluctuation Compensation by Using Electrolysis: Literature Survey
Aug 2025
Publication
This paper presents a novel literature survey on leveraging electrolysis for grid frequency stabilization in power systems with high penetration of renewable energy sources (RESs) uniquely integrating global research findings with specific insights into the Polish energy context—a region facing acute grid challenges due to rapid RES growth and infrastructure limitations. The intermittent nature of wind and solar power exacerbates frequency fluctuations necessitating dynamic demand-side management solutions like hydrogen production via electrolysis. By synthesizing over 30 studies the survey reveals key results: electrolysis systems particularly PEM and alkaline electrolyzers can reduce frequency deviations by up to 50% through fast frequency response (FFR) and primary reserve provision as demonstrated in simulations and real-world pilots (e.g. in France and the Netherlands); however economic viability requires enhanced compensation schemes with current models showing unprofitability without subsidies. Technological advancements such as transistor-based rectifiers improve efficiency under partial loads while integration with RES farms mitigates overproduction issues as evidenced by Polish cases where 44 GWh of solar energy was curtailed in March 2024. The survey contributes actionable insights for policymakers and engineers including recommendations for deploying electrolyzers to enhance grid resilience support hydrogen-based transportation and facilitate Poland’s target of 50.1% RESs by 2030 thereby advancing the green energy transition amid rising instability risks like blackouts in RES-heavy systems.
Low-Carbon Hydrogen Production and Use on Farms: European and Global Perspectives
Oct 2025
Publication
This article examines the growing potential of low-emission hydrogen as an innovative solution supporting the decarbonization of the agricultural sector. It discusses its potential applications on farms including as an energy source for powering agricultural machinery producing fertilizers and storing energy from renewable sources. Within the European context it considers actions arising from the European Green Deal and the “Fit for 55” strategy which promote the development of hydrogen infrastructure and support research into low-emission technologies. The article also discusses global initiatives and trends in the development of the hydrogen economy pointing to international cooperation investment and the need for technology standardization. It highlights the challenges related to cost infrastructure and scalability as well as the opportunities hydrogen offers for a sustainable and energy-efficient agriculture of the future.
The Potential for the Use of Hydrogen Storage in Energy Cooperatives
Oct 2024
Publication
According to the European Hydrogen Strategy hydrogen will solve many of the problems with energy storage for balancing variable renewable energy sources (RES) supply and demand. At the same time we can see increasing popularity of the so-called energy communities (e.g. cooperatives) which (i) enable groups of entities to invest in manage and benefit from shared RES energy infrastructure; (ii) are expected to increase the energy independence of local communities from large energy corporations and increase the share of RES. Analyses were conducted on 2000 randomly selected energy cooperatives and four energy cooperatives formed on the basis of actual data. The hypotheses assumed in the research and positively verified in this paper are as follows: (i) there is a relationship between hydrogen storage capacity and the power of RES which allows an energy community to build energy independence; (ii) the type of RES generating source is meaningful when optimizing hydrogen storage capacity. The paper proves it is possible to build “island energy independence” at the local level using hydrogen storage and the efficiency of the power-to-power chain. The results presented are based on simulations carried out using a dedicated optimization model implemented by mixed integer programming. The authors’ next research projects will focus on optimizing capital expenditures and operating costs using the Levelized Cost of Electricity and Levelized Cost of Hydrogen methodologies.
Numerical Simulation of Transition to Detonation in a Hydrogen-air Mixture Due to Shock Wave Focusing on a 90-Deg Wedge
Sep 2023
Publication
The interaction of a shock wave with a specific angle or concave wall due to its reflection and focusing is a way to onset the detonation provided sufficiently strong shock wave. In this work we present numerical simulation results of the detonation initiation due to the shock reflection and focusing in a 90-degree wedge for mixtures of H2 and air. The code used was ddtFoam [1–3] that is a component of the larger OpenFOAM open-source CFD package of density-based code for solving the unsteady compressible Navier-Stokes equations. The numerical model represents the 2-D geometry of the experiments performed by Rudy [4]. The numerical results revealed three potential scenarios in the corner after reflection: shock wave reflection without ignition deflagrative ignition with intermediate transient regimes with a delayed transition to detonation in lagging combustion zone at around 1.8 mm from the apex of the wedge and ignition with an instantaneous transition to detonation with the formation of the detonation wave in the corner tip. In the experimental investigation the transition velocity for the stoichiometric mixture was approximately 715 m/s while in the numerical simulation the transition velocity for the stoichiometric mixture was 675.65 m/s 5.5% decrease in velocity.
Minimizing the Environmental Impact of Aircraft Engines with the Use of Sustainable Aviation Fuel (SAF) and Hydrogen
Jan 2025
Publication
Adverse climate change has forced a deeper reflection on the scale of pollution related to human activity including in the aviation industry. As a result fundamental questions have arisen about the characteristics of these pollutants the mechanisms of their formation and potential strategies for reducing them. This paper provides a comprehensive overview of key technical solutions to minimize the environmental impact of aircraft engines. The solutions presented range from fuel innovations to advanced design changes and drive concepts. Particular attention was paid to sustainable aviation fuels (SAFs) which are currently an important element of the environmental strategy regulated by the European Union. It also discusses the potential use of hydrogen as a potential alternative fuel to replace traditional aviation fuels in the long term. The analysis in the article made it possible to characterize in detail possible modifications in the functioning of aircraft engines based both on the current state of technical knowledge and on the anticipated directions of its development which has not been a frequent issue in comprehensive research so far. The analysis shows that the type of raw material used to create SAF has a strong impact on its physical and chemical parameters and the degree of greenhouse gas emissions. This necessitates a broader analysis of the legitimacy of using a given type of fuel from the SAF group in the direction of selected air operations and areas with a higher risk of severe atmospheric pollution. These results provide the basis for further research into sustainable solutions in the aviation sector that can contribute to significantly reducing its impact on climate change.
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