Publications
Future Hydrogen Economies Imply Environmental Trade-offs and a Supply-demand Mismatch
Aug 2024
Publication
Hydrogen will play a key role in decarbonizing economies. Here we quantify the costs and environmental impacts of possible large-scale hydrogen economies using four prospective hydrogen demand scenarios for 2050 ranging from 111–614 megatonne H2 year−1 . Our findings confirm that renewable (solar photovoltaic and wind) electrolytic hydrogen production generates at least 50–90% fewer greenhouse gas emissions than fossil-fuel-based counterparts without carbon capture and storage. However electrolytic hydrogen production could still result in considerable environmental burdens which requires reassessing the concept of green hydrogen. Our global analysis highlights a few salient points: (i) a mismatch between economical hydrogen production and hydrogen demand across continents seems likely; (ii) regionspecific limitations are inevitable since possibly more than 60% of large hydrogen production potentials are concentrated in water-scarce regions; and (iii) upscaling electrolytic hydrogen production could be limited by renewable power generation and natural resource potentials.
Experimental Investigation for Enhancing the Performance of Hydrogen Direct Injection Comparied to Gasoline in Spark Ignition Engine through Valve Timings and Overlap Optimization
Jun 2024
Publication
Recent advances in hydrogen internal combustion technologies highlight its potential for high efficiency and zero carbon emissions offering a promising alternative to fossil fuels. This paper investigates the effects of valve timings and overlaps on engine performance combustion characteristics and emissions in a boosted directinjection single-cylinder spark ignition engine using both gasoline and hydrogen. Optimized direct hydrogen injection effectively eliminates backfires and hydrogen slip during positive cam overlaps significantly reducing the pumping mean effective pressure. The study’s primary finding demonstrates the potential of hydrogen to operate as a direct substitute for a gasoline engine without necessitating changes to the cam profiles at the high load operation. Furthermore the study demonstrates that hydrogen leads to much higher thermal efficiencies across a wider range of engine loads when operated at a lean air-to-fuel ratio of 2.75. The engine operating with such a lean-burn hydrogen mixture keeps the engine-out NOx emission at ultra-low levels. Compared to gasoline hydrogen exhibits greater stability and a reduced reliance on camshaft timing during engine operation.
Designing a Photovoltaic–Wind Energy Mix with Energy Storage for Low-Emission Hydrogen Production
Feb 2025
Publication
In the introduction to this article a brief overview of the generated energy and the power produced by the photovoltaic systems with a peak power of 3 MWp and different tilt and orientation of the photovoltaic panels is given. The characteristics of the latest systems generating energy by wind turbines with a capacity of 3.45 MW are also presented. In the subsequent stages of the research the necessity of balancing the energy in power networks powered by a mix of renewable energy sources is demonstrated. Then a calculation algorithm is presented in the area of balancing the energy system powered by a photovoltaic–wind energy mix and feeding the low-emission hydrogen production process. It is analytically and graphically demonstrated that the process of balancing the entire system can be influenced by structural changes in the installation of the photovoltaic panels. It is proven that the tilt angle and orientation of the panels have a significant impact on the level of power generated by the photovoltaic system and thus on the energy mix in individual hourly intervals. Research has demonstrated that the implementation of planned design changes in the assembly of panels in a photovoltaic system allows for a reduction in the size of the energy storage system by more than 2 MWh. The authors apply actual measurement data from a specific geographical context i.e. from the Lublin region in Poland. The calculations use both traditional statistical methods and probabilistic analysis. Balancing the generated power and the energy produced for the entire month considered in hourly intervals throughout the day is the essence of the calculations made by the authors.
Thermochemical Production of Hydrogen from Biomass: Pyrolysis and Gasification
Jan 2024
Publication
Today hydrogen is one of the best options for generating electrical energy for both industrial and residential use. The greatest volume of hydrogen produced today derives from processes that utilize petroleum. Although hydrogen has numerous benefits continuing to produce it by these means is undesirable. This document presents a review of the literature on biohydrogen production based on an analysis of over 15 types of terrestrial and marine biomasses. The fundamental components of different production systems are described with a focus on the thermochemical processes of pyrolysis and gasification which have been identified as two of the most effective practical ways to produce hydrogen from biomass. It also discusses catalysts solid residues and residual water that are used in the thermochemical production of biohydrogen. The article ends with an analysis of hydrogen and its benefits as an energy option with great potential in the short term to participate in the transition from fossil fuels.
Techno-economic Analysis with Electrolyser Degradation Modelling in Green Hydrogen Production Scenarios
Feb 2025
Publication
A pivotal ambition to aid global decarbonisation efforts is green electrolytic hydrogen produced with renewable energy. Prolonged operation of water electrolysers induces cell degradation decreasing production efficiency and gas yield over the lifespan of the electrolyser stack. Considerations for degradation modelling is seen to a varying extent in previous literature. This work shows the effects of including degradation modelling within existing system scenarios and new ones to demonstrate the impact of inclusion on key techno-economic parameters. A fundamental Anion Exchange Membrane electrolyser model is constructed validated and utilised into a broader hydrogen and oxygen co-production system powered by solar-PV. A second scenario tests the compatibility of the no-degradation trend with reference material and then investigates the effects of including degradation modelling showing only a 1.47% increase in levelised cost of hydrogen (LCOH). Subsequent scenarios include determining that byproduct oxygen utilisation becomes beneficial for a scenario with rated electrolyser power of above 35 MW and the observations related to stack replacement strategies are discussed. Under hypothetically higher degradation rates detriment to gas yield and LCOH is around 5% for average operational degradation rates of 15–20 μV/hr and around 10% for 30–40 μV/hr compared to around 2% for the model baseline average rate of 5.23–5.26 μV/hr.
Experiments on Maximizing Hydrogen Utilization and Efficiency in a PEM Fuel Cell System
Feb 2025
Publication
Maximizing hydrogen utilization is crucial for improving the efficiency of proton exchange membrane (PEM) fuel cell systems. Ideally all supplied hydrogen reacts within the fuel cell. However nitrogen and water backdiffusion necessitate periodic purging of the anode recirculation path. Excessive purging leads to hydrogen losses while insufficient purging increases side reactions lowering fuel cell voltage and directly reducing effi ciency. This study investigates optimizing both hydrogen utilization and stack efficiency by adjusting purge valve actuation in a PEM fuel cell system. Results show that reducing purging from the reference increases hydrogen utilization by 0.79% points to 98.2% resulting in efficiency improvement of 0.72% points to 47.21% based on higher heating value. Moreover adjusting the purge valve actuation is the sole method for controlling the hydrogen stoichiometric ratio in ejector-based anode recirculation systems. Therefore precise purge valve operation is critical for maximizing both hydrogen utilization and PEM fuel cell efficiency.
Ultra-fast Green Hydrogen Production from Municipal Wastewater by an Integrated Forward Osmosis-alkaline Water Electrolysis System
Mar 2024
Publication
Recent advancements in membrane-assisted seawater electrolysis powered by renewable energy offer a sustainable path to green hydrogen production. However its large-scale implementation faces challenges due to slow powerto-hydrogen (P2H) conversion rates. Here we report a modular forward osmosis-water splitting (FOWS) system that integrates a thin-film composite FO membrane for water extraction with alkaline water electrolysis (AWE) denoted as FOWSAWE. This system generates high-purity hydrogen directly from wastewater at a rate of 448 Nm3 day−1 m−2 of membrane area over 14 times faster than the state-of-the-art practice with specific energy consumption as low as 3.96 kWh Nm−3 . The rapid hydrogen production rate results from the utilisation of 1 M potassium hydroxide as a draw solution to extract water from wastewater and as the electrolyte of AWE to split water and produce hydrogen. The current system enables this through the use of a potassium hydroxide-tolerant and hydrophilic FO membrane. The established waterhydrogen balance model can be applied to design modular FO and AWE units to meet demands at various scales from households to cities and from different water sources. The FOWSAWE system is a sustainable and an economical approach for producing hydrogen at a record-high rate directly from wastewater marking a significant leap in P2H practice.
HYDRIDE4MOBILITY: An EU Project on Hydrogen Powered Forklift using Metal Hydrides for Hydrogen Storage and H2 Compression
Jan 2025
Publication
Volodymyr A. Yartys,
Mykhaylo V. Lototskyy,
Ivan Tolj,
José Bellosta von Colbe,
Roman V. Denys,
Moegamat Wafeeq Davids,
S. Nyallang Nyamsi,
Dana Swanepoel,
V.V. Berezovets,
I.Yu. Zavaliy,
Suwarno Suwarno,
I.J. Puszkiel,
Julian Jepsen,
Inês Abreu Ferreira,
Claudio Pistidda,
Yuanyuan Shang,
Sivakumar Pasupathi and
Vladimir Linkov
The EU Horizon2020 RISE project 778307 “Hydrogen fuelled utility and their support systems utilising metal hydrides” (HYDRIDE4MOBILITY) worked on the commercialization of hydrogen powered forklifts using metal hydride (MH) based hydrogen stores. The project consortium joined forces of 9 academic and industrial partners from 4 countries. The work program included a) Development of the materials for hydrogen storage and compression; b) Theoretical modelling and optimisation of the materials performance and system integration; c) Advanced fibre reinforced composite cylinder systems for H2 storage and compression; d) System validation. Materials development was focused on i) Zr/Ti-based Laves type high entropy alloys; ii) Mg-rich composite materials; iii) REMNiSn intermetallics; iv) Mg based materials for the hydrolysis process; v) Cost-efficient alloys. For the optimized AB2±x alloys the Zr/Ti content was optimized at A = Zr78-88Ti12–22 while B=Ni10Mn5.83VFe. These alloys provided a) Low hysteresis of hydrogen absorption-desorption; b) Excellent kinetics of charge and discharge; c) Tailored thermodynamics; d) Long cycle life. Zr0.85Ti0.15TM2 alloy provided a reversible H storage and electrochemical capacity of 1.6 wt% H and 450 mAh/g. The tanks development targeted: i) High efficiency of heat and hydrogen exchange; ii) Reduction of the weight and increasing the working H2 pressure; iii) Modelling testing and optimizing the H2 stores with fast performance. The system for power generation was validated at the Implats plant in a fuel cell powered forklift with on-board MH hydrogen storage and on-site H2 refuelling. The outcome on the HYDRIDE4MOBILITY project (2017–2024) (http://hydride4mobility.fesb.unist. hr) was presented in 58 publications.
Coalition Analysis for Low-carbon Hydrogen Supply Chains Using Cooperative Game Theory
Feb 2025
Publication
Low-carbon hydrogen is a promising option for energy security and decarbonization. Cooperation is needed to ensure the widespread use of low-carbon energy. Cooperation among hydrogen supply chain (HSC) agents is essential to overcome the high costs the lack of infrastructure that needs heavy financial support and the environmental failure risk. But how can cooperation be operationalized and its potential benefits be measured to evaluate the impact of different allocation schemes in low-carbon HSCs? This research works around this question and aims to analyze the potential of cooperation in a generalized low-carbon HSC with limited and critical resources using systems and cooperative game theory. This work is original in several aspects. It evaluates cooperation effects under different benefit allocation schemes while considering infrastructure agents’ dependencies (production transportation and storage) and specific traits. Additionally it provides a transparent replicable methodology adaptable to various case studies. It is highlighted that HSC coalitions form hierarchies with veto power pursuing common goals like maximizing decarbonization and demand fulfillment. A cooperative game theory toolbox is developed to evaluate display and compare the results of six allocation solutions. The toolbox does not aim to determine the best allocation scheme but rather to support smart decision-making in the bargaining process facilitating debate and agreement on a trade-off solution that ensures the viability and achievement of long-term coalition goals. It is built on three naïve and three game-theoretical allocation rules (Gately Nucleolus and Shapley value) applicable to peer group games with transferable utility. Results are presented for an 8-agent low-carbon HSC along with the total environmental benefit the allocated individual shares and numerical indicators (stability satisfaction propensity to disrupt) reflecting the acceptability of allocations. Numerical results show that the Nucleolus achieves the highest satisfaction among stable allocations while the Gately allocation minimizes disruption propensity. Naïve rules yield different outcomes: “equal distribution for producers” carries the highest risk whereas “equal shares for all agents” and “proportional to individual benefits” rules are stable but perform poorly on other criteria.
Expert Views on the Legitimacy of Renewable Hydrogen Certification Schemes
Feb 2025
Publication
In this article we draw on findings from a mixed-methods international survey of experts in the energy sector (n = 179) to better understand the role of legitimacy theory in informing the development of renewable hydrogen standards certification and labelling (SCL). The investigation is viewed through two conceptions of legitimacy: the sociological legitimacy of increasing the availability of renewable hydrogen technologies and the normative legitimacy of democratic SCL governance. Results revealed that respondents reacted positively to survey state ments representing sociological legitimacy whereas qualitative data exposed some concerns with pragmatic and cognitive legitimacy such as a lack of immediate benefits and poor comprehensibility stemming from sources including economics and energy strategy. Respondents' ratings of the democratic legitimacy of hydrogen SCLs indicated inputs were perceived to have the most legitimacy followed by throughputs then outputs. The analysis revealed some evidence that features of scheme design and governance may influence experts' evaluations of schemes. Moreover results indicated an opportunity to increase awareness and knowledge of SCLs within the expert community and societally. This study provides evidence to support the premise that hydrogen SCLs would benefit from pursuing diversity in stakeholder participation enhancing process transparency and judging the efficacy of outputs against both decarbonisation and sustainability goals. Attention to these democratic factors among others would enhance the capacity of SCLs to contribute to the sociological legitimation of renewable hydrogen technologies.
Smart Screening of Hydrogen Storage Capacities in MOFs Using a Tailored Machine Learning
Sep 2025
Publication
Metal-organic frameworks (MOFs) have emerged as promising candidates for solid-state hydrogen storage owing to their exceptional specific surface area high pore volume and chemically tunable structural properties. In this work a diverse set of experimentally synthesized MOFs were evaluated to model and predict hydrogen storage capacity (wt%) using 4 key descriptors which are Brunauer–Emmett–Teller (BET) surface area pore volume operating pressure and temperature. Correlation analysis revealed positive associations between BET surface area pressure and pore volume with storage capacity and a negative association with temperature consistent with physisorption mechanism. Six machine learning models were developed: support vector regression (SVR) artificial neural networks (ANN) random forest (RF) Gaussian process regression (GPR) gradient boosting (GB) and a Committee of Expert Systems (CES) integrating all base learners. While GB was the top-performing standalone model the CES delivered the highest predictive fidelity (R2 = 0.9958 MSE = 0.0094) as confirmed by parity plots and residual analysis. SHapley Additive exPlanations (SHAP) corroborated the statistical feature rankings consistently identifying BET surface area and pressure as the most influential positive contributors in alignment with adsorption thermodynamics. Paired t-tests on root-mean-square error (RMSE) values confirmed statistically significant CES improvements over all individual models. The CES framework thus offers a dataefficient accurate and interpretable approach for rapid MOF screening with straightforward adaptability to other porous materials and adsorption-based energy storage systems.
Technoeconomic Assessment of Various Configurations Photovoltaic Systems for Energy and Hydrogen Production
Feb 2023
Publication
Photovoltaic (PV) system grid integration is becoming more global to minimize carbon emissions from traditional power systems.However alternative solution investigation for maximum technical and economic benefits is often neglected when integrating PVsystems. This study utilizes a methodology for evaluating the lifecycle energy generation and levelized cost of energy (LCOE) ofPV systems with various configurations using a holistic approach that considers PV system expenditures from installation to theend-of-life PV system operation. In addition this work focuses on finding a better configuration with different PV modules(monofacial or bifacial) and structure types (mounted or single-axis) for three different utility scale PV sizes (300 kW 500 kWand 1000 kW) in Abu Dhabi UAE with the maximum power generation and minimal energy losses. Furthermore the bestsuitable configuration was identified to be the configuration with a single-axis tracking structure and bifacial PV modulesbased on their technical and economic performance for the location with two different surface albedo 0.2 and 0.8. We alsostudy the PV system’s connection in a standalone off-grid solar-electrolyzer combination to produce green hydrogen. Levelizedcost of electricity (LCOE) and levelized cost of hydrogen production (LCOH) are calculated and results show that such PVsystems can be used to generate electricity and produce hydrogen at competitive costs that can reach as low as 2.1 cent/kWhand $2.53/kg-H2 for LCOE and LCOH respectively. Such a low cost is very competitive and can be used to attract newinvestments in green hydrogen technology in the United Arab Emirates.
Hydrogen Supply Design for the Decarbonization of Energy-intensive Industries Addressing Cost, Inherent Safety and Environmental Performance
Sep 2025
Publication
Through mathematical modeling this paper integrates economic safety and environmental assessments to evaluate alternative hydrogen supply options (on-site production and external supply) and various hydrogenbased system configurations for decarbonizing energy-intensive industries. The model is applied to a case study in the glass sector. While reliance on natural gas remains the most cost-effective and safest solution it does not align with decarbonization objectives. Assuming a complete hydrogen transition on-site production reduces emissions by 85 % compared to current levels and improves safety performance over external supply. External supply of grey hydrogen becomes counterproductive increasing emissions by 68 % compared to natural gas operations. Nevertheless hydrogen cost rises from 3.6 €/kg with external supply to 4.2 €/kg with on-site production doubling the fuel cost relative to natural gas. To address the trade-offs the paper explores how specific constraints influence system design. A sensitivity analysis on key factors affecting hydrogen-related decisions provides additional support for strategic decision-making.
Development of a PEM Fuel Cell City Bus with a Hierarchical Control System
May 2016
Publication
The polymer electrolyte membrane (PEM) fuel cell system is considered to be an ideal alternative for the internal combustion engine especially when used on a city bus. Hybrid buses with fuel cell systems and energy storage systems are now undergoing transit service demonstrations worldwide. A hybrid PEM fuel cell city bus with a hierarchical control system is studied in this paper. Firstly the powertrain and hierarchical control structure is introduced. Secondly the vehicle control strategy including start-stop strategy energy management strategy and fuel cell control strategy including the hydrogen system and air system control strategies are described in detail. Finally the performance of the fuel cell was analyzed based on road test data. Results showed that the different subsystems were well-coordinated. Each component functioned in concert in order to ensure that both safety and speed requirements were satisfied. The output current of the fuel cell system changed slowly and the output voltage was limited to a certain range thereby enhancing durability of the fuel cell. Furthermore the economic performance was optimized by avoiding low load conditions.
Performance Analysis of Silica Fluidized Bed Membrane Reactor for Hydrogen Production as a Green Process Using CFD Modelling
Aug 2025
Publication
The main aim of this study deals with the potential evaluation of a fluidized bed membrane reactor (FBMR) for hydrogen production as a clean fuel carrier via methanol steam reforming reaction comparing its performance with other reactors including packed bed membrane reactors (PBMR) fluidized bed reactors (FBR) and packed bed reactors (PBR). For this purpose a two-dimensional axisymmetric numerical model was developed using computational fluid dynamics (CFD) to simulate the reactor performances. Model accuracy was validated by comparing the simulation results for PBMR and PB with experimental data showing an accurate agreement within them. The model was then employed to examine the effects of key operating parameters including reaction temperature pressure steam-to-methanol molar ratio and gas volumetric space velocity on reactor performance in terms of methanol conversion hydrogen yield hydrogen recovery and selectivity. At 573 K 1 bar a feed molar ratio of 3/1 and a space velocity of 9000 h−1 the PBMR reached the best results in terms of methanol conversion hydrogen yield hydrogen recovery and hydrogen selectivity such as 67.6% 69.5% 14.9% and 97.1% respectively. On the other hand the FBMR demonstrated superior performance with respect to the latter reaching a methanol conversion of 98.3% hydrogen yield of 95.8% hydrogen recovery of 74.5% and hydrogen selectivity of 97.4%. These findings indicate that the FBMR offers significantly better performance than the other reactor types studied in this work making it a highly efficient method for hydrogen production through methanol steam reforming and a promising pathway for clean energy generation.
Comparative Analysis of Power Converter Topologies for Hydrogen Electrolyzers
Oct 2024
Publication
Power electronic converters are essential for connecting high-power electrolyzers to ac grids. The existing literature on comparative analyses of AC-DC power converters for electrolyzer applications is often limited to thyristor rectifiers (TRs) and diode bridge rectifiers with DC-DC converters. Interestingly active front-end (AFE) power converters have not garnered much attention. In addition critical aspects such as the impact of nonideal grid behaviors (e.g. voltage harmonics or voltage variations) on the sizing of power devices have not been addressed. This article aims to fill this gap by presenting a comprehensive comparative analysis of four distinct power converter topologies: TRs diode rectifiers (DRs) with DC-DC AFE power converters and AFE power converters with DC-DC. This analysis covers the aspects related to ac (grid) and dc (electrolyzer) power quality effects due to grid voltage variations and harmonics filter requirements component sizing aging of electrolyzer cost and efficiency.
Experimental Investigation of Hydrogen-Air Flame Propagation in Fire Extinguishing Foam
Sep 2024
Publication
An important element of modern firefighting is sometimes the use of foam. After the use of extinguishing foam on vehicles or machinery operated by compressed gases it is conceivable that masses of foam were enriched by escaping fuel gas. Furthermore new foam creation enriched with a high level of fuel gas from the deposed foam solution becomes theoretically possible. The aim of this study was to carry out basic experimental investigations on the combustion of water-based H2/air foam. Ignition tests were carried out in a transparent and vertically oriented cylindrical tube (d = 0.09 m; 1.5 m length) and a rectangular thin layer channel (0.02 m × 0.2 m; 2 m length). Additionally results from larger scale tests performed inside a pool (0.30 m × 1 m × 2 m) are presented. All ducts are semi-confined and a foam generator fills the ducts from below with the defined foam. The foams vary in type and concentration of the foaming agent and hydrogen concentration. The expansion ratio of the combustible foam is in the range of 20 to 50 and the investigated H2-concentrations vary from 8 to 70% H2 in air. High-speed imaging is used to observe the combustion and determine flame velocities. The study shows that foam is flammable over a wide range of H2-concentrations from 9 to 65% H2 in air. For certain H2/air-mixtures an abrupt flame acceleration is observed. The velocity of combustion increases rapidly by an order of magnitude and reaches velocities of up to 80 m/s.
Low-Emission Hydrogen for Transport—A Technology Overview from Hydrogen Production to Its Use to Power Vehicles
Aug 2025
Publication
This article provides an overview of current hydrogen technologies used in road transport with particular emphasis on their potential for decarbonizing the mobility sector. The author analyzes both fuel cells and hydrogen combustion in internal combustion engines as two competing approaches to using hydrogen as a fuel. He points out that although fuel cells offer higher efficiency hydrogen combustion technologies can be implemented more quickly because of their compatibility with existing drive systems. The article emphasizes the importance of hydrogen’s source—so-called green hydrogen produced from renewable energy sources has the greatest ecological potential. Issues related to the storage distribution and safety of hydrogen use in transport are also analyzed. The author also presents the current state of refueling infrastructure and forecasts for its development in selected countries until 2030. He points to the need to harmonize legal regulations and to support the development of hydrogen technologies at the national and international levels. He also highlights the need to integrate the energy and transport sectors to effectively utilize hydrogen as an energy carrier. The article presents a comprehensive analysis of technologies policies and markets identifying hydrogen as a key link in the energy transition. In conclusion the author emphasizes that the future of hydrogen transport depends not only on technical innovations but above all on coherent strategic actions and infrastructure investments.
Technical Review of Commercial LT-PEMFC Technologies: Performance, Applications and Challenges
Sep 2025
Publication
This manuscript presents a comprehensive technical review of low-temperature proton exchange membrane fuel cells (LT-PEMFCs) focusing on their performance applications and current challenges within commercial contexts. LT-PEMFCs have reached commercial deployment in light-duty vehicles buses trains heavy-duty trucks stationary combined heat and power units and early maritime platforms. This review consolidates datasheetbased specifications and reconstructed performance parameters from leading manufacturers complemented by qualitative evidence from large-scale deployments in Japan and China to provide the first cross-sectoral benchmarking of LT-PEMFC systems. The analysis is structured around the key performance indicators (KPIs) of the Clean Hydrogen Joint Undertaking and the U.S. Department of Energy which define quantitative targets for 2024 and 2030. Results show that while several light-duty and bus platforms already meet or approach KPI compliance for hydrogen consumption and efficiency other sectors such as heavy-duty stationary and maritime remain below target ranges due to integration constraints and limited transparency in datasheet reporting. The study further highlights divergences between laboratory-reported stack metrics and commercial module specifications demonstrating the need for harmonized definitions of volumetric power density efficiency at rated power and durability. By situating catalogue-only and prototype systems within the technological pipeline the review clarifies how near-term developments may close performance gaps and reduce platinum dependency while also acknowledging the economic and infrastructural dimensions that condition future adoption. This includes recent advances in PGM-free catalysts alloyed and core–shell architectures and ionomer-free electrodes which complement low-PGM approaches in reducing material cost and supply risk. The contribution lies in delivering a transparent and replicable framework that not only maps the current state of LT-PEMFC commercialization but also provides directionality for research policy and industrial innovation on the pathway to 2030 deployment objectives. This represents the first systematic cross-sectoral benchmarking of LTPEMFCs that integrates datasheet-derived and reconstructed specifications with DOE and CHJU KPI frameworks providing both quantitative visualizations and a replicable methodology that clarifies current achievements while indicating where targeted innovation is needed to reach 2030 objectives.
Energy Scheduling of Hydrogen Hybrid UAV Based on Model Predictive Control and Deep Deterministic Policy Gradient Algorithm
Feb 2025
Publication
Energy scheduling for hybrid unmanned aerial vehicles (UAVs) is of critical importance to their safe and stable operation. However traditional approaches predominantly rule-based often lack the dynamic adaptability and stability necessary to address the complexities of changing operational environments. To overcome these limitations this paper proposes a novel energy scheduling framework that integrates the Model Predictive Control (MPC) with a Deep Reinforcement Learning algorithm specifically the Deep Deterministic Policy Gradient (DDPG). The proposed method is designed to optimize energy management in hydrogen-powered UAVs across diverse flight missions. The energy system comprises a proton exchange membrane fuel cell (PEMFC) a lithium-ion battery and a hydrogen storage tank enabling robust optimization through the synergistic application of MPC and DDPG. The simulation results demonstrate that the MPC effectively minimizes electric power consumption under various flight conditions while the DDPG achieves convergence and facilitates efficient scheduling. By leveraging advanced mechanisms including continuous action space representation efficient policy learning experience replay and target networks the proposed approach significantly enhances optimization performance and system stability in complex continuous decision-making scenarios.
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