China, People’s Republic
Energy Management for Microgrids with Hybrid Hydrogen-Battery Storage: A Reinforcement Learning Framework Integrated Multi-Objective Dynamic Regulation
Aug 2025
Publication
The integration of renewable energy resources (RES) into microgrids (MGs) poses significant challenges due to the intermittent nature of generation and the increasing complexity of multi-energy scheduling. To enhance operational flexibility and reliability this paper proposes an intelligent energy management system (EMS) for MGs incorporating a hybrid hydrogen-battery energy storage system (HHB-ESS). The system model jointly considers the complementary characteristics of short-term and long-term storage technologies. Three conflicting objectives are defined: economic cost (EC) system response stability and battery life loss (BLO). To address the challenges of multi-objective trade-offs and heterogeneous storage coordination a novel deep-reinforcement-learning (DRL) algorithm termed MOATD3 is developed based on a dynamic reward adjustment mechanism (DRAM). Simulation results under various operational scenarios demonstrate that the proposed method significantly outperforms baseline methods achieving a maximum improvement of 31.4% in SRS and a reduction of 46.7% in BLO.
Hydrogen Pipelines and Embrittlement in Gaseous Environments: An Up-to-date Review
Mar 2025
Publication
Pipelines represent the most economical and efficient means for transporting hydrogen in large volumes across vast distances contributing to accelerated realization of hydrogen economy. Nowadays the development of hydrogen pipeline projects including repurposing existing pipelines for hydrogen service has become a global interest especially in those major energy-producing and energy-consuming countries. However steel pipelines are susceptible to hydrogen embrittlement (HE) in high-pressure hydrogen gas environments potentially leading to pipeline failures. In this review we establish a comprehensive knowledge base for comprehending testing and evaluating the gaseous HE in pipelines by a thorough examination of relevant research work. In addition to an overview of some major hydrogen pipeline projects in the world the article consists of four integral parts essential to gaseous HE studies namely methods for exposure of steels to high-pressure hydrogen gas; measurements of the quantity of H atoms inside the steels; stress-strain behavior of pipeline steels under highpressure hydrogen gas exposure; and fracture and fatigue testing of pre-cracked steels within gaseous environments. Further research into gaseous HE in pipelines focuses on developing standardized quantitative and consistent methods to assess and define the susceptibility of pipelines to gaseous HE.
Electrochemical Compression Technologies for High-pressure Hydrogen: Current Status, Challenges and Perspective
Aug 2020
Publication
Hydrogen is an ideal energy carrier in future applications due to clean byproducts and high efciency. However many challenges remain in the application of hydrogen including hydrogen production delivery storage and conversion. In terms of hydrogen storage two compression modes (mechanical and non-mechanical compressors) are generally used to increase volume density in which mechanical compressors with several classifcations including reciprocating piston compressors hydrogen diaphragm compressors and ionic liquid compressors produce signifcant noise and vibration and are expensive and inefcient. Alternatively non-mechanical compressors are faced with issues involving large-volume requirements slow reaction kinetics and the need for special thermal control systems all of which limit large-scale development. As a result modular safe inexpensive and efcient methods for hydrogen storage are urgently needed. And because electrochemical hydrogen compressors (EHCs) are modular highly efcient and possess hydrogen purifcation functions with no moving parts they are becoming increasingly prominent. Based on all of this and for the frst time this review will provide an overview of various hydrogen compression technologies and discuss corresponding structures principles advantages and limitations. This review will also comprehensively present the recent progress and existing issues of EHCs and future hydrogen compression techniques as well as corresponding containment membranes catalysts gas difusion layers and fow felds. Furthermore engineering perspectives are discussed to further enhance the performance of EHCs in terms of the thermal management water management and the testing protocol of EHC stacks. Overall the deeper understanding of potential relationships between performance and component design in EHCs as presented in this review can guide the future development of anticipated EHCs.
Capacity Optimization of Renewable-Based Hydrogen Production–Refueling Station for Fuel Cell Electric Vehicles: A Real-Project-Based Case Study
Aug 2025
Publication
With the deepening electrification of transportation hydrogen fuel cell electric vehicles (FCEVs) are emerging as a vital component of clean and electrified transportation systems. Nonetheless renewable-based hydrogen production–refueling stations (HPRSs) for FCEVs still need solid models for accurate simulations and a practical capacity optimization method for cost reduction. To address this gap this study leverages real operation data from China’s largest HPRS to establish and validate a comprehensive model integrating hydrogen production storage renewables FCEVs and the power grid. Building on this validated model a novel capacity optimization framework is proposed incorporating an improved Jellyfish Search Algorithm (JSA) to minimize the initial investment cost operating cost and levelized cost of hydrogen (LCOH). The results demonstrate the framework’s significant innovations and effectiveness: It achieves the maximum reductions of 29.31% in the initial investment 100% in the annual operational cost and 44.19% in LCOH while meeting FCEV demand. Simultaneously it reduces peak grid load by up to 43.80% and enables renewable energy to cover up to 89.30% of transportation hydrogen demand. This study contributes to enhancing economic performance and optimizing the design and planning of HPRS for FCEVs as well as promoting sustainable transportation electrification.
Overview of Hydrogen Storage and Transportation Technology in China
Jul 2023
Publication
In response to the global climate change and the need for green and low-carbon development hydrogen energy has been recognized as a clean energy source that can achieve carbon neutrality unlike fossil fuels. As a country with a shortage of energy resources the development of hydrogen energy is of significant importance for China to adjust its energy structure and accelerate the new era of energy transformation. Based on the development of China’s hydrogen energy industry this paper elaborates on the current status and development trends of key technologies in the entire industrial chain of hydrogen energy in various stages including production storage transportation and application and identifies the problems and challenges of hydrogen energy development. The paper focuses on the analysis of hydrogen storage and transportation application scenarios and clarifies the selection of hydrogen storage and transportation technologies in different scenarios. To achieve healthy devel opment of China’s hydrogen energy industry it is necessary to strengthen top-level design make strategic planning encourage large-scale state-owned energy enterprises to play a leading role promote the development of the entire industry chain increase technological research and development efforts prevent the risk of core technology constraints and vigorously promote the application of hydrogen energy to realize the construction of a hydrogen energy society.
A Data-Driven Scheduling Approach for Hydrogen Penetrated Energy System Using LSTM Network
Nov 2019
Publication
Intra-day control and scheduling of energy systems require high-speed computation and strong robustness. Conventional mathematical driven approaches usually require high computation resources and have difficulty handling system uncertainties. This paper proposes two data-driven scheduling approaches for hydrogen penetrated energy system (HPES) operational scheduling. The two data-driven approaches learn the historical optimization results calculated out using the mixed integer linear programing (MILP) and conditional value at risk (CVaR) respectively. The intra-day rolling optimization mechanism is introduced to evaluate the proposed data-driven scheduling approaches MILP data-driven approach and CVaR data-driven approach along with the forecasted renewable generation and load demands. Results show that the two data-driven approaches have lower intra-day operational costs compared with the MILP based method by 1.17% and 0.93%. In addition the combined cooling and heating plant (CCHP) has a lower frequency of changing the operational states and power output when using the MILP data-driven approach compared with the mathematical driven approaches.
Optimal Economic Dispatch of Hydrogen Storage-Based Integrated Energy System with Electricity and Heat
Feb 2025
Publication
To enhance the accommodation capacity of renewable energy and promote the coordinated development of multiple energy this paper proposes a novel economic dispatch method for an integrated electricity–heat–hydrogen energy system on the basis of coupling three energy flows. Firstly we develop a mathematical model for the hydrogen energy system including hydrogen production storage and hydrogen fuel cells. Additionally a multi-device combined heat and power system is constructed incorporating gas boilers waste heat boilers gas turbines methanation reactors thermal storage tanks batteries and gas storage tanks. Secondly to further strengthen the carbon reduction advantages the economic dispatch model incorporates the power-to-gas process and carbon trading mechanisms giving rise to minimizing energy purchase costs energy curtailment penalties carbon trading costs equipment operation and maintenance costs. The model is linearized to ensure a global optimal solution. Finally the experimental results validate the effectiveness and superiority of the proposed model. The integration of electricity–hydrogen coupling devices improves the utilization rate of renewable energy generation and reduces the total system operating costs and carbon trading costs. The use of a tiered carbon trading mechanism decreases natural gas consumption and carbon emissions contributing to energy conservation and emission reduction.
Research on Characteristics of Hydrogen Dynamic Leakage and Combustion at High Pressure
Apr 2023
Publication
Hydrogen is promoted as an alternative energy given the global energy shortage and environmental pollution. A scientific basiscan be provided for the safe use and emergency treatment of hydrogen based on hydrogen leakage and combustion behavior.This study examined the stagnation parameters of dynamic hydrogen leakage and flame propagation in turbulent jets undernormal temperatures and high pressure. Based on van der Waals’ equation of state for gas a theoretical model for completelypredicting stagnation parameters outlet gas velocity and flow rate changes in the process of high-pressure hydrogen leakagecould be proposed and the calculation result of this model was compared with the experimental result with an error within±10%. The progression and propagation of the flame in turbulent jets after ignition were recorded using the background-oriented schlieren image technology and the propagation speed of flame from the ignition position downward and upwardwas calculated. Moreover the influence of initial pressure nozzle diameter and ignition position on the flame propagationprocess and propagation speed was analyzed.
Evaluation of Regional and Temporal Dynamics in CCUS-Hydrogen Development Pathways: A Data-driven Framework
Dec 2024
Publication
China as both a major energy consumer and the largest carbon emitter globally views carbon capture utilization and storage (CCUS) hydrogen production as a crucial and innovative technology for achieving its dual carbon goals of carbon peaking and carbon neutrality. The development of such technologies requires strong policy guidance making the quantification of policy pathways essential for understanding their effectiveness. This study employs a data-driven framewor integrating LDA topic modeling and the PMC-TE index to analyze the regional and temporal dynamics of CCUS-hydrogen development policies. The research identifies 16 optimal policy topics highlighting gaps in policy design and implementation. The analysis uncovers significant fragmentation in policy pathways with supply-side policies receiving disproportionate attention while demand-side and environmental policies remain under-supported. Regional disparities are evident with wealthier provinces showing higher policy engagement compared to underdeveloped regions. The study also reveals that policy evolution has been largely reactive emphasizing the need for a more proactive and consistent long-term strategy. These findings provide valuable insights for creating more balanced integrated and regionally tailored policy approaches to effectively drive CCUS-hydrogen development in China.
Synergizing Photo-Thermal H2 and Photovoltaics into a Concentrated Sunlight Use
Apr 2020
Publication
Solar hydrogen and electricity are promising high energy-density renewable sources. Although photochemistry or photovoltaics are attractive routes special challenge arises in sunlight conversion efficiency. To improve efficiency various semiconductor materials have been proposed with selective sunlight absorption. Here we reported a hybrid system synergizing photo-thermochemical hydrogen and photovoltaics harvesting full-spectrum sunlight in a cascade manner. A simple suspension of Au-TiO2 in water/methanol serves as a spectrum selector absorbing ultraviolet-visible and infrared energy for rapid photo-thermochemical hydrogen production. The transmitted visible and near-infrared energy fits the photovoltaic bandgap and retains the high efficiency of a commercial photovoltaic cell under different solar concentration values. The experimental design achieved an overall efficiency of 4.2% under 12 suns solar concentration. Furthermore the results demonstrated a reduced energy loss in full-spectrum energy conversion into hydrogen and electricity. Such simple integration of photo-thermochemical hydrogen and photovoltaics would create a pathway toward cascading use of sunlight energy.
Low-Carbon Economic Scheduling of Integrated Energy System Considering Flexible Supply–Demand Response and Diversified Utilization of Hydrogen
Feb 2025
Publication
With the large-scale deployment of renewable energy the issue of wind power consumption has become increasingly prominent leading to serious wind energy abandonment. In order to promote energy sustainability this paper proposes a low-carbon economic scheduling model of an integrated energy system (IES) that combines the flexible supply–demand response with the diversified utilization of hydrogen energy. A mixedinteger linear programming model is developed and solved using the commercial solver GUROBI to obtain the scheduling scheme that minimizes total costs. First decoupling analysis is performed for combined heat and power (CHP) units and the organic Rankine cycle (ORC) is introduced to enable dynamic output adjustments. On the demand side a flexible demand response mechanism is introduced which allows various types of loads to transfer within the scheduling cycle or substitute for each other within the same period. Additionally combining the clean characteristics of hydrogen this paper introduces hydrogen-doped CHP and other utilization strategies and develops a diversified utilization structure of hydrogen. A small IES is used for case analysis to verify the effectiveness of the above strategies. The results show that the proposed strategy can entirely consume wind power reduce total cost by 21.32% and decrease carbon emissions by 44.83% thereby promoting low-carbon economic operation and sustainable energy development of the system.
Hydrogen Energy in Electrical Power Systems: A Review and Future Outlook
Aug 2024
Publication
Hydrogen energy as a zero-carbon emission type of energy is playing a significant role in the development of future electricity power systems. Coordinated operation of hydrogen and electricity will change the direction and shape of energy utilization in the power grid. To address the evolving power system and promote sustainable hydrogen energy development this paper initially examines hydrogen preparation and storage techniques summarizes current research and development challenges and introduces several key technologies for hydrogen energy application in power systems. These include hydrogen electrification technology hydrogen-based medium- and long-term energy storage and hydrogen auxiliary services. This paper also analyzes several typical modes of hydrogen–electricity coupling. Finally the future development direction of hydrogen energy in power systems is discussed focusing on key issues such as cost storage and optimization.
Spatial Optimization Strategies for China's Hydrogen Infrastructure Industry Chain
Oct 2024
Publication
Promoting the development of China’s hydrogen energy industry is crucial for achieving green energy transition. However existing research lacks systematic studies on the spatial layout of the hydrogen industry chain. This study constructed a comprehensive theoretical framework encompassing hardware infrastructure software systems and soft power. Using multi-source heterogeneous data GIS analysis and NVivo text coding methods the current regional layout and challenges of China’s hydrogen infrastructure industry chain were systematically evaluated. The findings determined that economically developed eastern regions lead in infrastructure and soft power while central and western regions leverage their resource and manufacturing advantages. Major challenges include regional imbalances in hardware infrastructure uneven distribution of soft power and misalignment between software systems and actual needs. Analysis of the “14th Five-Year Plan” of various regions elucidated deep insights into the diversity of local hydrogen energy development strategies identifying five types of hydrogen cities: resource-advantaged market-oriented regionally collaborative innovation-driven and policy-supported. Accordingly strategies to enhance industry chain synergy clarify city roles and optimize regional ecosystems were proposed. It is recommended to integrate hydrogen infrastructure with urban planning and incorporate environmental impact assessments into spatial optimization decisions. This study provides a systematic analytical framework and progressive policy recommendations for the efficient and green layout of China’s hydrogen infrastructure offering important implications for the sustainable development of the hydrogen industry and other rapidly developing economies.
Design of Long-Life Wireless Near-Field Hydrogen Gas Sensor
Sep 2023
Publication
A wireless near-field hydrogen gas sensor is proposed which detects the leaking hydrogen near its source to achieve fast response and high reliability. The proposed sensor can detect leaking hydrogen in 100ms with nearly no delay due to hydrogen diffusion in space. The overall response time is shortened by orders of magnitude compared to conventional sensors according to simulation results. Over 1 year of maintenance interval is empowered by wireless design based on Bluetooth low energy protocol.
Study on Liquid Hydrogen Leakage and Diffusion Behavior in a Hydrogen Production Station
Jun 2024
Publication
Liquid hydrogen storage is an important way of hydrogen storage and transportation which greatly improves the storage and transportation efficiency due to the high energy density but at the same time brings new safety hazards. In this study the liquid hydrogen leakage in the storage area of a hydrogen production station is numerically simulated. The effects of ambient wind direction wind speed leakage mass flow rate and the mass fraction of gas phase at the leakage port on the diffusion behavior of the liquid hydrogen leakage were investigated. The results show that the ambient wind direction directly determines the direction of liquid hydrogen leakage diffusion. The wind speed significantly affects the diffusion distance. When the wind speed is 6 m/s the diffusion distance of the flammable hydrogen cloud reaches 40.08 m which is 2.63 times that under windless conditions. The liquid hydrogen leakage mass flow rate and the mass fraction of the gas phase have a greater effect on the volume of the flammable hydrogen cloud. As the leakage mass flow rate increased from 5.15 kg/s to 10 kg/s the flammable hydrogen cloud volume increased from 5734.31 m3 to 10305.5 m3 . The installation of a barrier wall in front of the leakage port can limit the horizontal diffusion of the flammable hydrogen cloud elevate the diffusion height and effectively reduce the volume of the flammable hydrogen cloud. This study can provide theoretical support for the construction and operation of hydrogen production stations.
A Review on the Research Progress and Application of Compressed Hydrogen in the Marine Hydrogen Fuel Cell Power System
Jan 2024
Publication
The urgency to mitigate greenhouse gas emissions from maritime vessels has intensified due to the increasingly stringent directives set forth by the International Maritime Organization (IMO). These directives specifically address energy efficiency enhancements and emissions reduction within the shipping industry. In this context hydrogen is the much sought after fuel for all the global economies and its applications for transportation and propulsion in particular is crucial for cutting down carbon emissions. Nevertheless the realization of hydrogen-powered vessels is confronted by substantial technical hurdles that necessitate thorough examination. This study undertakes a comprehensive analysis encompassing diverse facets including distinct variations of hydrogen fuel cells hydrogen internal combustion engines safety protocols associated with energy storage as well as the array of policies and commercialization endeavors undertaken globally for the advancement of hydrogen-propelled ships. By amalgamating insights from these multifaceted dimensions this paper adeptly encapsulates the myriad challenges intrinsic to the evolution of hydrogen-fueled maritime vessels while concurrently casting a forward-looking gaze on their prospective trajectory.
Techno‐Economic Analysis of Hydrogen as a Storage Solution in an Integrated Energy System for an Industrial Area in China
Jun 2024
Publication
This study proposes four kinds of hybrid source–grid–storage systems consisting of pho‐ tovoltaic and wind energy and a power grid including different batteries and hydrogen storage systems for Sanjiao town. HOMER‐PRO was applied for the optimal design and techno‐economic analysis of each case aiming to explore reproducible energy supply solutions for China’s industrial clusters. The results show that the proposed system is a fully feasible and reliable solution for in‐ dustry‐based towns like Sanjiao in their pursuit of carbon neutrality. In addition the source‐side price sensitivity analysis found that the hydrogen storage solution was cost‐competitive only when the capital costs on the storage and source sides were reduced by about 70%. However the hydro‐ gen storage system had the lowest carbon emissions about 14% lower than the battery ones. It was also found that power generation cost reduction had a more prominent effect on the whole system’s NPC and LCOE reduction. This suggests that policy support needs to continue to push for genera‐ tion‐side innovation and scaling up while research on different energy storage types should be en‐ couraged to serve the needs of different source–grid–load–storage systems.
Effect of Gas Composition and Initial Turbulence on the Propagation Dynamics of Premixed Flames of Hydrogen-blended Natural Gas Fuel
Jul 2024
Publication
In order to reduce carbon emissions the effects of gas composition and initial turbulence on the premixed flame dynamics of hydrogen-blended natural gas were investigated. The results show that an increase in hydrogen content leads to earlier formation of flame wrinkles. When the equivalence ratio is 1 and hydrogen blending ratio is below 20% Tulip flames appear approximately 2.25 m away from the ignition point. When hydrogen blending ratio exceeds 20% Tulip flames appear approximately 1.3 m away from the ignition point and twisted Tulip flames appear approximately 2.5 m away from the ignition position. During the 0.05 m process of flame propagation downstream from ignition point flame propagation velocity increases by about 2 m/s for every 10% increase in hydrogen content. The increase in hydrogen content has the most significant impact on the flame propagation velocity during the ignition stage. The average flame propagation velocity increases with the increase of hydrogen blending ratio. The greater the initial turbulence the more obvious the stretching deformation of flame front structure. With the increase of wind speed the flame propagation velocity first increases and then decreases. At a wind speed of 3 m/s the flame propagation velocity reaches its maximum value.
Distributed Robust Optimal Control Strategy for Integrated Energy Systems based on Energy Trading
Sep 2025
Publication
Under the background of energy interconnection and low-carbon electricity integrated energy systems (IES) play an important role in energy conservation and emission reduction. To further promote the low-carbon transition of energy this paper proposes a distributed robust optimal control strategy for IESs based on energy trading. Firstly an IES model that includes an electric hydrogen module and gas hydrogen doping combined heat and power is established and ladder-type carbon trading is introduced to reduce carbon emissions. Secondly for the energy trading issues between photovoltaic (PV) prosumers and IES a bi-level model is constructed using Stackelberg game method where the IES acts as the leader and the PV prosumers as the followers. Noteworthy a distributed robust optimization method is used to address the uncertainty of renewable energy and load. Additionally the Nash bargaining method ensures an equitable balance of benefits among the various IESs and encourages them to participate in market transactions. On this basis an intermediary transaction mode is proposed to address cheating behaviors in trading. Finally the simulation results demonstrate that the proposed strategy not only effectively promotes cooperative operation among multiple IESs but also significantly reduces the system’s operating costs and carbon emissions.
Study of Thermal Behavior on Multi-tank Cascade System for Ship-borne Hydrogen Storage Tank Using a New Design Configuration
Feb 2025
Publication
Hydrogen tanks (HT) with different connection modes are an integral part of the shipborne hydrogen fuel cell system. To ensure the safe and reliable operation of the shipborne multi-tank cascade system this study innovatively develops 3D models of four different connection modes for the shipborne multi-tank cascade system namely Type-22 Type-211 Type-121 and Type-112. Through computational fluid dynamics (CFD) numerical simulation the variations in parameters of different multi-tank cascade systems during the hydrogen storage process are analyzed. The results indicate that the maximum temperature of Type-112 is 271.107K which is 2.220% 4.779% and 3.993% lower than that of Type-22 Type-211 and Type-121 respectively and thus the optimal parameters such as the initial temperature in the tank and pre-cooling temperature are derived. Type-112's maximum temperature is reduced by 14.02% and 16.66% compared to systems connected solely in series or in parallel. The study identifies the optimal structure and reasonable hydrogen storage parameters effectively reducing heat generation during the refueling process while optimizing space utilization thereby strongly ensuring the stability of hydrogen storage and opening up new avenues for addressing related hydrogen storage issues in the future.
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