Publications
Rooftop Agrivoltaic Powered Onsite Hydrogen Production for Insulated Gasochromic Smart Glazing and Hydrogen Vehicles: A Holistic Approach to Sustainable Residential Building
Nov 2025
Publication
The study focused on designing a sustainable building involving rooftop agrivoltaics advanced glazing technologies and onsite hydrogen production for a residential property in Birmingham UK where green hydrogen produced by harnessing electricity generated by agrivoltaics system on rooftop of the building is employed to change the transparency of vacuum gasochromic glazing and refuel hydrogen-powered fuel cell vehicle using storage hydrogen for a sustainable building approach. The change in the transparency of the glazing reduces the energy requirement of the building according to the occupant’s requirement and weather conditions. This research investigates the performance of various rooftop agrivoltaic systems including vertical optimal 30◦ tilt and dome setups for both monofacial and bifacial agrivoltaic consisting of tomato farming. Promising results were observed for agrivoltaic systems with consistent tomato production of 0.31 kg/m2 with varying shading experienced due to the different photovoltaic setups. Maximum electricity is produced by bifacial 30◦ with 7919 kWh though the lowest LCOE can be observed by monofacial 30◦ with £0.061/kWh. It also compares the efficiency of vacuum gasochromic windows against double glazing vacuum double glazing electrochromic and gasochromic options which can play an essential role in energy saving and reduced carbon emission. Vacuum gasochromic demonstrated the lowest U-value of 1.32 Wm2 K though it has the highest thickness with 24.6 mm. Additionally the study examines the feasibility of small-scale green hydrogen production from the electricity generated by agrivoltaics to fuel hydrogen vehicles and glazing considering the economic viability. The results suggested that the hydrogen required by the glazing accounts for 52.56 g annually and the maximum distance that can be covered theoretically is by bifacial 30◦ which is approximately 64.23 km per day. The interdisciplinary approach aims to optimise land use enhance energy efficiency and promote sustainable urban agriculture to contribute to the UK’s goal of increasing solar energy capacity and achieving net-zero emissions while addressing food security concerns. The findings of this study have potential implications for urban planning renewable energy integration especially solar and sustainable residential design.
A Comprehensive Review on the Compatability of Polymeric Materials for Hydrogen Transportation and Storage
Nov 2025
Publication
This review evaluates the current state of the art on polymeric materials for hydrogen transportation and storage highlighting the importance of developing a sustainable hydrogen infrastructure worldwide. It analyses different polymeric materials used for hydrogen transportation and storage applications including high-density polyethylene (HDPE) polytetrafluoroethylene (PTFE) polyimides (PI) polyether ether ketone (PEEK) polyamide ethylene propylene diene monomer (EPDM) polyvinylidene fluoride (PVDF) and fluorinated ethylene propylene (FEP). These materials are assessed using key characteristics such as hydrogen permeability mechanical strength chemical resistance and thermal stability. The review finds that while PEEK and polyimides exhibit the highest thermal stability (up to 400 °C) and pressure resistance (300–400 bar) HDPE remains the most cost-effective option for low-pressure applications. PTFE and FEP offer the lowest hydrogen permeability (<0.01 cm3 mm/m2·day·bar) making them ideal for sealing and lining in hydrogen storage systems. Furthermore key research gaps are identified and suggestions for future research and development directions are outlined. This comprehensive review is a valuable resource for researchers and engineers working towards sustainable hydrogen infrastructure development.
Unlocking Hydrogen Carrier Potential of the Yangtze River in China
Oct 2025
Publication
The Yangtze River as the world’s largest clean energy corridor links key economic regions and plays a crucial role in inland waterway transportation. However few studies have comprehensively evaluated the potential of the Yangtze River for cross-regional hydrogen transport. Here we develop a comprehensive integrated power and hydrogen supply chain (IPHSC) optimization model to evaluate the potential of cross-regional hydrogen transport via the Yangtze River. The IPHSC optimization model covers the entire hydrogen production-storage-transportation-utilization chain through cross-sector modeling of energy transportation water scheduling and environmental protection. Results show that in the 2060 carbon neutrality scenario the deployment of 62.2 kilotons of 574 differentiated liquid hydrogen (LH2) carrier ships could enable the transportation of 5018 kilotons (1512 million ton-km) of hydrogen annually meeting nearly 20% of the total electrolytic hydrogen demand across eight riverine provinces. Unlike west-to-east electricity transmission in China the central Yangtze River region is expected to become the main hub for hydrogen exports in the future. Compared with alternative methods such as transmission lines or pipelines LH2 carrier ships offer the lowest energy supply costs at 3 US cents/kWh for electricity and 5 US cents/kWh for hydrogen. Additionally a full-parameter attribution analysis of over 40 factors is conducted to assess variations in supply costs. Our study offers a thorough evaluation of the feasibility and economic benefits of hydrogen transportation via inland waterways providing a comprehensive multi-sectoral coupling assessment framework for regions with well-established inland waterway networks such as Europe and the United States.
Interfacial Damage Evolution in Hygrothermally Aged CF/PPA Composites used in Type V Hydrogen Tanks: A Multi-scale Approach
Nov 2025
Publication
This paper presents a multi-scale experimental investigation into the damage mechanisms in carbon fiberreinforced polyphthalamide (CF/PPA) composites subjected to hygrothermal aging. The study specifically targets their suitability for structural components in advanced hydrogen storage systems such as Type V pressure vessels. Polyphthalamides (PPAs) as semi-aromatic polyamides offer superior thermal stability chemical resistance and mechanical performance compared to conventional aliphatic polyamides making them promising candidates for structural components exposed to harsh environments. In order to simulate more severe environmental exposure accelerated hygrothermal aging tests were conducted at 50 ◦C in immersion. A range of microscopic to macroscopic characterization techniques were used to assess changes in mechanical performance and microstructural integrity. The analysis revealed that the CF/PPA composites retained good matrix ductility even after aging indicating the resilience of the semi-aromatic polyamide matrix under hygrothermal stress. Multi-scale damage analysis has been performed on both unaged and aged samples at 50 ◦C for various aging times. The dominant damage mechanism identified was decohesion at the fiber/matrix interface rather than bulk matrix degradation. This interfacial debonding has a significant impact on mechanical performance and is attributed to moisture-induced weakening of interfacial interactions. These findings emphasize the potential of CF/PPA composites for use in high-performance hydrogen storage applications while highlighting the critical need for interface-tailored designs to enhance environmental durability.
Methanol Steam Reforming with Samarium-stabilized Copper Sites for Efficient Hydrogen Production
Nov 2025
Publication
The rational design of Cu-based catalysts with tailored interfacial structures and electronic states remains challenging yet essential for advancing hydrogen production via methanol steam reforming (MSR). Here we developed a samarium-mediated strategy to construct a 30Sm-CuAl catalyst. The introduction of Sm promotes Cu dispersion and induces strong metal-support interactions resulting in the formation of Sm2O3- encapsulated Cu nanoparticles enriched with Cu+ -O-Sm interfaces. The optimized 30Sm-CuAl demonstrates exceptional MSR performance achieving a hydrogen production rate of 1126 mmol gcat− 1 h− 1 at 250◦C. Mechanistic studies revealed that the reaction follows the formate pathway in xSm-CuAl with formate accumulation identified as the primary reason for the deactivation of 30Sm-CuAl. Dynamic regeneration of 30SmCuAl through redox treatment restores its activity thereby enabling cyclic operation. These findings provide insights into rare-earth oxide regulation of Cu-based catalysts and lay the foundation for targeted resolution of formate intermediate accumulation to enhance MSR stability.
Interleaved Parallel VDCM Improves Stability Control of Wind Power-hydrogen Coupled Integrated System
Nov 2025
Publication
Aiming at the problems of poor transient characteristics of converter output DC voltage and large DC current ripple caused by alkaline electrolyzer (AEL) switching operation in the wind power-hydrogen coupled integrated system this paper proposes an interleaved parallel VDCM control method to improve the stable operation of the system. Firstly a refined mathematical-physical model of the wind power-hydrogen coupled integrated system including HD-PMSG interleaved parallel buck and AEL is constructed. Then the VDCM control strategy is introduced into the interleaved parallel buck converter which provides reliable inertia and damping support for the output voltage of the hydrogen production system by simulating the DC motor power regulation characteristics and effectively improving the current ripple of the output current. Meanwhile the influence of rotational inertia and the damping coefficient on the dynamic stability of the system in the control strategy is analyzed based on the small signal method. Finally the proposed method is validated through MATLAB/SIMULINK simulation experiments and RCP + HIL hardware-in-the-loop experiments. The results show that the proposed method can improve the dynamic stability of the wind power-hydrogen coupled integrated system effectively.
Quantifying Conservatism in ASME B31.12 Option A for Hydrogen Pipeline Repurposing
Nov 2025
Publication
Hydrogen is a key enabler of the energy transition and repurposing existing natural gas pipelines offers a costeffective pathway for large-scale hydrogen transport. However hydrogen embrittlement raises integrity concerns and current design standards such as ASME B31.12 Option A adopt highly conservative safety margins without a quantified reliability basis. This study evaluates whether the conservative safety margins in ASME B31.12 Option A for hydrogen pipelines can be safely relaxed. A semi-elliptical flaw (depth 0.25t length 1.5t) is assessed using the Failure Assessment Diagram (FAD) method and Monte Carlo simulations with up to 2.5 × 107 iterations. Fracture toughness is fixed at 69.3 MPa√m while wall thickness and yield strength vary statistically. Three design scenarios explore safety factor products from 0.388 to 0.720 at 0 ◦C and 20 ◦C. Results show that flaw acceptability is maintained in all deterministic cases and the probability of failure remains below 10− 6 . No failures occur when the safety factor product drops below 0.637. The analysis uses only codified flaw assumptions and public material data. These findings confirm that Option A provides a highly conservative envelope and demonstrate the value of a reliability-based approach for assessing hydrogen pipeline repurposing while addressing the gap between prescriptive standards and quantified reliability. This integrated FAD–probabilistic framework demonstrates that Option A includes significant conservatism and supports a reliability-based approach to evaluate hydrogen pipeline repurposing without experimental inputs.
A Pathway to Decarbonizing Cement Manufacturing via Solar-driven Green Hydrogen Systems
Nov 2025
Publication
The cement industry a foundation of infrastructure development is responsible for nearly 7 % of global CO2 emissions highlighting an urgent need for scalable decarbonization strategies. This study investigates the technoeconomic feasibility of integrating on-site solar-powered green hydrogen production into cement manufacturing processes. A mixed-integer linear programming (MILP) model optimizes the design and operation of solar photovoltaics (PV) proton exchange membrane (PEM) electrolyzer and hydrogen storage for a representative cement plant in Texas. Five hydrogen substitution scenarios (10–30 % of thermal demand) were evaluated based on net present cost (NPC) levelized cost of hydrogen (LCOH) cost of CO2 avoided and greenhouse gas (GHG) emissions reduction. Hydrogen integration up to 30 % is technically viable but economically constrained with LCOH rising non-linearly from $58.7 to $95.3 GJ− 1 due to escalating component costs. Environmentally a 30 % hydrogen share could reduce total U.S. cement sector emissions by 22 %. While significant this confirms at present the solar-driven hydrogen serves as a partial solution rather than a standalone pathway to deep decarbonization suggesting it must complement other strategies like carbon capture electrification and other complementary technologies. The economic viability of this approach is entirely contingent on financial incentives as the investment tax credits of 80 % or higher are essential to enable cost parity with fossil fuels. This work provides a comprehensive techno-economic and environmental framework concluding immense economic barriers and that aggressive policy support is indispensable for enabling the transition to low-carbon cement manufacturing.
Heat Recovery Unit Integrated with Biomass Gasification for Producing Hydrogen/Power/Heat Using a Novel Cascaded ORC with Biphenyl/Diphenyl Oxide Mixture; ML Optimsation and Economic Evaluation
Nov 2025
Publication
This work provides a detailed evaluation of a novel biomass-fueled multigeneration system conceived to contribute to the growing emphasis on sustainable energy solutions. The architecture comprises a biomass gasifier an innovative cascaded organic Rankine cycle (CORC) incorporating a high-temperature mixture in the top cycle a proton exchange membrane electrolyzer (PEME) a Brayton cycle and waste heat utilization units all operating together to deliver electricity hydrogen (H2) and thermal output. A comprehensive thermodynamic modeling framework is established to evaluate the system’s performance across various operational scenarios. The framework emphasizes critical metrics including exergy efficiency levelized total emissions (LTE) and payback period (PP). These indicators ensure a holistic assessment of energy exergy economic and environmental considerations. Parametric studies demonstrate that enhancements in biomass mass flow rate and combustion chamber temperature significantly increase power output and H2 production while reducing the payback period underscoring the system’s flexibility and economic feasibility. Furthermore the study employs sophisticated machine learning optimization methods combining artificial neural networks (ANNs) with genetic algorithms (GA) to determine optimal operating conditions with minimal computational effort and maximum efficiency. When evaluated at nominal parameters the system records an exergy efficiency of 23.72 % achieves a PP of 5.61 years and yields an LTE value of 0.34 ton/GJ. However under optimized conditions these values improve to 35.01 % 3.78 years and 0.241 ton/GJ respectively.
Techno-economic Analysis of Energy Micro-grids with Hydrogen Storage and Fuel Cell in Moroccan Farming Systems
Nov 2025
Publication
This study evaluates the techno-economic performance of hybrid renewable microgrids integrating hydrogen storage and fuel cells in two Moroccan pilot farms: a grid-connected site (BLFARM) and an off-grid site (RIMSAR). Real meteorological and load data were analyzed in HOMER Pro to assess feasibility. In 2024 BLFARM achieved a Levelized Cost of Energy (LCOE) of e1.63/kWh and a Renewable Fraction (Ren Frac) of 83.9% while RIMSAR reached e4.32/kWh with 100% renewable contribution. Hydrogen use remained limited due to low demand and high costs. Assuming 2050 hydrogen-technology reductions LCOE decreased to e0.160/kWh (BLFARM) and e0.425/kWh (RIMSAR) while hydrogen components were still underutilized. Aggregating demand from 5-80 farms reduced LCOE by over 50% from e0.093 to e0.045/kWh (BLFARM) and from e0.142 to e0.074/kWh (RIMSAR) while increasing electrolyzer and fuelcell operation. Community-networked hydrogen microgrids thus enhance component utilization energy resilience and cost effectiveness in rural Moroccan agriculture.
Designing and Long-term Planning for Household Hydrogen Supply Chain in Australia
Nov 2025
Publication
This study presents the development of the long-term Household Hydrogen Supply Chain (HHSC) model aimed at supporting the decarbonisation of household energy consumption. Structured across three strategic phases: foundation expansion and maturation the model facilitates the systematic phase-out of liquefied petroleum gas (LPG) by 2045 and natural gas (NG) by 2080. Employing demand estimation methodologies grounded in historical data and exponential decay functions the study forecasts long-term hydrogen adoption trajectories and allocates regional demand to optimise infrastructure placement. A network optimisation model identifies the optimal locations and capacities of national regional and local distribution centres (NDCs RDCs and LDCs). This staged development ensures operational scalability geographic equity and financial viability. A key finding is the substantial increase in profitability from $479 million in 2026 to $88.26 billion by 2090 driven by infrastructure growth and increasing hydrogen demand. Sensitivity analyses indicate that the adoption during the mid years (2040–2060) is particularly vulnerable to cost fluctuations. The model supports net-zero 2050 goals and aligns with several Sustainable Development Goals (SDGs) including SDGs 7 9 and 13. While the HHSC provides a structured pathway for long-term hydrogen transition future research should focus on enhancing the resilience of the HHSC by incorporating real-time data integration assessing vulnerability to supply chain disruptions and developing risk mitigation strategies to ensure continuity and scalability in hydrogen delivery under uncertain operating conditions.
Multi-criteria Analysis Framework for the Optimal Localization of Power-to-gas Plants: A Case Study for Germany
Nov 2025
Publication
A well-developed hydrogen infrastructure is a key element for the global energy transition. The strategic implementation of this infrastructure is challenging due to the wide range of different criteria which need to be considered and analyzed. This paper presents a novel multi-criteria analysis framework for the optimal localization of power-to-gas (PtG) plants. The framework considers criteria such as renewable energy availability hydrogen demand proximity to existing gas infrastructure and groundwater availability. A techno-economic model is integrated into the framework to evaluate the levelized cost of hydrogen (LCOH) for different electrolyzer technologies. Applying the developed framework to Germany the potential of northern and northwestern Germany as suitable locations becomes apparent. In addition LCOH for PtG plants at selected locations in Germany are evaluated depending on the year of commissioning. The large differences between present LCOH ranging from 16.8 €/kg to 9.1 €/kg illustrate the importance of an integrated techno-economic model.
Design and Simulation of an Automated and Safe Hydrogen Fuel Cell Refueling System
Nov 2025
Publication
Hydrogen fuel cells (HFCs) are an efficient clean energy solution that performs well in backup or remote application but requires an uninterrupted supply of hydrogen. Current manual refueling procedures are laborintensive pose safety risks due to hydrogen’s explosive nature and can lead to power interruption if neglected. An automated system that manages the refueling procedure safely using computer simulations has been designed and demonstrated. The system employs a pressure sensor to monitor hydrogen levels and the microcontroller scans the safety of the environment by sensing leaks and ensuring there is no risk of over-pressure activates an electric solenoid valve when the pressure falls to or below a specified low threshold of 20 bar (P_low). The valve automatically closes when the tank reaches a high-pressure value of 280 bar(P_high) or immediately upon detection of anomalies such as a sensed leak excessive pressure exceeding 320 bar(Pmax_safe) or a prolonged refilling duration beyond 400 seconds. The whole system has been simulated using MATLAB/Simulink executing five distinct test scenarios including normal operation leaks over-pressure and time-out conditions. Simulation results indicate the design is robust with all safety features performing as intended. Furthermore a roadmap for the physical prototyping and testing of the system beginning with inert gases is presented. The automated system has the potential to enhance the ease and safety of operating stationary HFCs.
Buoyancy Effects on Combustion Products from High-pressure Hydrogen Jet Flames
Nov 2025
Publication
Due to the lower radiative fraction and typically higher storage pressures gas temperatures can often result in longer safety distances compared to radiative heat transfer for hydrogen jet flames. The high temperatures however also lead to a low density causing the flow to rise at a certain distance from the release. Unfortunately a model to determine this distance similar to what is available for unignited releases is currently not available which this paper aim to provide. An experimental study was conducted investigating the buoyancy effect on ignited horizontal hydrogen jet releases with different release diameters. The invisible hydrogen plume was visualized using a Background Oriented Schlieren technique (BOS). The transition of the initial momentumdriven jet into a fully buoyancy-driven jet was estimated by following the gradient of the centerline of the plume. A model based on the Froude number of the release similar to the model for unignited releases was developed and the distance showed a very similar dependence on the Froude number but giving consistently approximately 39% shorter distances.
Analysis of Anion Exchange Membrane Water Electrolyzer Performance and its Evolution Over Time
Dec 2025
Publication
Understanding water evolved gas and ionic transport in membrane-electrode-assemblies (MEAs) is essential for the development of high performance and durable anion exchange membrane water electrolyzers (AEMWEs). This study evaluates the MEA conditioning process operating conditions and short-term stability in a 1 M potassium hydroxide (KOH) electrolyte focusing on the underlying transport phenomena. We observe a significant initial voltage loss in continuous cell operation which could be associated with gas bubble accumulation transport layer or flow field passivation and changes in the catalyst oxidation state. Further we investigate the effects of materials and operational configurations including the membrane type and thickness and the electrolyte flow rate including KOH being fed to both electrodes as well as to the anode only. Furthermore the effect of membrane drying temperature on ex situ as well as in situ electrochemical performance is evaluated. Finally we discuss 700 h of AEMWE operation at 1 A/cm2 highlighting the underlying degradation phenomena.
Hybrid-mode Offshore Hydrogen-producing Wind Turbine: Grid-following and Grid-forming Operation Under Variable Grid Conditions
Nov 2025
Publication
This paper proposes a hybrid-mode operation strategy for an offshore hydrogen-producing wind turbine (OHP-WT) capable of grid-following (GFL) and grid-forming (GFM) operation under both normal and low-voltage ride-through (LVRT) conditions. Unlike conventional centralized wind-to-hydrogen (W2H) schemes the proposed turbine-level architecture integrates W2H converters directly into the DC link of a three-level neutral-point-clamped converter. A supervisory power-sharing and mode-switch layer is developed above established GFL and GFM controls to coordinate active and reactive power regulation DC-link balancing and hydrogen-load management according to grid conditions. The proposed strategy is validated through detailed PLECS simulations and real-time hardware-in-the-loop experiments using identical parameters. Results show that the GFL mode achieves accurate power dispatch and shallow-fault LVRT compliance while the GFM mode maintains voltage and frequency stability under weak grid and severe-fault conditions. In all cases maximum-power-point tracking (MPPT) is preserved and hydrogen production continuously absorbs surplus power to stabilize the DC link. The findings demonstrate that the hybrid-mode OHP-WT enables transition between grid support and hydrogen production effectively reducing wind-power curtailment and enhancing offshore grid resilience.
Enhancing System Stability in Power-to-gas Applications: Integrating Biological Hydrogen Methanation and Microbial Electrolysis Cells under Hydrogen Overloading in Various Injection Modes
Nov 2025
Publication
Volatile fatty acid (VFA) accumulation is a common issue that compromises the performance of biological hydrogen methanation systems (BHMs). This accumulation is often triggered by fluctuations in hydrogen supply which can disrupt microbial activity and lead to system instability. To address this challenge this study investigated the impact of employing a microbial electrolysis cell (MEC) in BHMs to mitigate system instability and acid buildup. As such a conventional anaerobic digester (AD) and a microbial electrolysis cell both supplemented with exogenous hydrogen were evaluated for their performance in hydrogen methanation. The effect of exogenous hydrogen at high addition rates (>4:1 CO2:H2 molar ratio) under instantaneous and gradual injection modes was investigated. The results showed that the instantaneous addition of hydrogen resulted in the total failure of the anaerobic digestion system. Propionate accumulated in the system (>2 g/L) and resulted in low pH (pH=5.3). Methane production stopped and the reactor never recovered from hydrogen shock. However the microbial electrolysis system was able to withstand the instantaneous hydrogen addition and maintain normal operation under toxic hydrogen addition levels (>4:1 CO2:H2 molar ratio). Under the gradual injection mode both MEC and AD reactors remained reasonably unaffected; even though the hydrogen injection exceeded the stoichiometric molar ratio. This study provides a new perspective on the application of MECs for reliable operation and storage of surplus renewable energy via biological hydrogen methanation.
Flashback Behavior and Safety Implications of Hydrogen-natural Gas Mixtures
Nov 2025
Publication
Hydrogen blending in natural gas systems is a key transitional strategy for reducing carbon emissions. This study explores the influence of hydrogen on combustion properties including flame flashback risk quenching distance and energy efficiency. Experimental and computational analyses demonstrate that hydrogen addition increases flame speed but reduces calorific value and quenching distance thereby impacting combustion stability and safety. Findings suggest that optimizing burner design and combustion control strategies is essential for safely and efficiently using hydrogen-enriched natural gas. Experimental validation confirmed that a 1.50 mm channel dimension effectively prevented flame flashback for hydrogen concentrations up to 40% in natural gas. As energy systems evolve toward decarbonization this research provides critical insights into the feasibility and challenges of hydrogen integration in residential or industrial applications. The study investigated the combustion behavior of natural gas enriched with various concentrations of hydrogen (up to 25%). Dynamic or fluctuating mixing conditions were excluded as the implementation of such a system in energy sector applications would necessitate a stable and well-defined gas composition.
State and Disturbance Estimation with Supertwisting Sliding Mode Control for Frequency Regulation in Hydrogen Based Microgrids
Nov 2025
Publication
This study considers the use of an enhanced super-twisting sliding mode control (STSMC) scheme via the incorporation of a hybrid extended state observer (ESO) and a higher order sliding mode observer (HOSMO) state estimation and disturbance observer (DO) based on exponential decay embedded via a tracking element in order to hasten the estimation of disturbance thus improving performance significantly. This scheme is employed to generate single and multiple control signals per agent based on the microgrid’s presented components such as energy storage devices and renewable energy sources (RESs) alongside the harness of a puma optimizer (PO) metaheuristics scheme to optimize each area regulator’s performance. The sliding surface incorporated is chosen based on desired control objectives. Adjusting the constricted area frequency and reducing tie-line power transfer fluctuations are considered the primary goals for frequency regulation in a multi-area power system. Also based on the presented simulations adequate performance in terms of minimum chattering low complexity fast convergence and adequate robustness has been achieved. Using various microgrid peripheral components such as a multi-terminal soft open point (SOP) with a dedicated terminal for hydrogen energy storage alongside the proposed enhanced STSMC the frequency change and power transfer rate of change are maintained within the range of ×10−6 values substantially preserving proper performance compared to other simulated scenarios. In regard to the final simulated case involving SOP the following has been achieved: steady state errors of 2.538×10−6 Hz for ΔF1 3.125×10−6 Hz for ΔF2 and 1.920×10−6 p.u for ΔPtie alongside peak disturbance overshoot reduction in comparison to stochastic case of 99.580% 99.605% and 99.771% for same mentioned elements respectively. Also a reduction in peak disturbance undershoot of 95.589% 99.547% and 99.573% respectively has been achieved. Thus the enhanced STSMC can effectively mitigate frequency fluctuations and tie-line power transfer abnormalities.
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