Cited by 143Hybrid Renewable Energy SystemsChemical Looping and Thermochemical ProcessesPower Systems and Renewable Energy

Assessment of power-to-power renewable energy storage based on the smart integration of hydrogen and micro gas turbine technologies

Open access
Escamilla, Antonio, Sánchez, David, García-Rodríguez, Lourdes·2022·International Journal of Hydrogen Energy

Abstract

Power-to-Power is a process whereby the surplus of renewable power is stored as chemical energy in the form of hydrogen. Hydrogen can be used in situ or transported to the consumption node. When power is needed again, hydrogen can be consumed for power generation. Each of these processes incurs energy losses, leading to a certain round-trip efficiency (Energy Out/Energy In). Round-trip efficiency is calculated considering the following processes; water electrolysis for hydrogen production, compressed, liquefied or metal-hydride for hydrogen storage, fuel-cell-electric-truck for hydrogen distribution and micro-gas turbine for hydrogen power generation. The maximum achievable round-trip efficiency is of 29% when considering solid oxide electrolysis along with metal hydride storage. This number goes sharply down when using either alkaline or proton exchange membrane electrolyzers, 22.2% and 21.8% respectively. Round-trip efficiency is further reduced if considering other storage media, such as compressed- or liquefied-H2. However, the aim of the paper is to highlight there is still a large margin to increase Power-to-Power round-trip efficiency, mainly from the hydrogen production and power generation blocks, which could lead to round-trip efficiencies of around 40%–42% in the next decade for Power-to-Power energy storage systems with micro-gas turbines.

AI snapshot

Written from the paper’s full text.

TL;DR

This paper thermodynamically assesses micro power-to-power (P2P) energy storage using hydrogen and micro gas turbines, reporting round-trip efficiencies between 22% and 29% depending on electrolyser and storage configuration. It finds electrolysis dominates energy losses, while SOEC-based systems achieve the highest efficiencies and future improvements could raise round-trip efficiency to 40–42%.

Key findings

  • Round-trip efficiency of the P2P system with micro gas turbines ranges from 22% to 29% (abstract); SOEC cases reach about 29.0% with metal hydride storage, 27.9% with compressed H₂, and 25.6% with liquefied H₂, while AEC/PEMEC cases are around 21–22% for compressed H₂ or metal hydride and below 20% for liquefied H₂.
  • Electrolyser energy consumption dominates the system, accounting for 86–98% of the total energy flow into the system; specific consumption is about 40 kWh/kg H₂ for SOEC versus 52 kWh/kg H₂ for AEC and 53 kWh/kg H₂ for PEMEC.
  • Hydrogen compression is estimated at around 10% of H₂ energy content (abstract); for compressed-H₂ storage, compressors consume 3.5% of total energy and distribution 1.5%, while liquefied-H₂ storage consumes 10–13% and distribution 0.4%, and metal hydride storage is treated as energy-neutral with distribution at 2%.
  • A fuel cell electric truck distributing hydrogen over an average 200 km per trip can carry about 3,815 kg of liquefied H₂, roughly four times the energy transportable as compressed H₂ or metal hydride; future improvements could yield round-trip efficiencies above 40–42% in the next decade.

Methods

  • The study performs a thermodynamic analysis and energy balance of a P2P system comprising hydrogen production, storage, distribution, and power generation, using equations for electrolysis, compression, liquefaction, distribution, and round-trip efficiency.
  • It evaluates nine combinations: three electrolyser technologies (AEC, PEMEC, SOEC), three H₂ storage states (compressed gas at 500 bar, liquefied H₂, metal hydride), and one micro gas turbine option, with distribution by fuel cell electric truck over about 200 km per trip.
  • Input data are taken from original equipment manufacturer specifications and literature, including commercial electrolysers, compression scenarios, liquefaction plants, metal hydride storage products, and micro gas turbine performance.

Limitations

  • The paper states that economics are left out because data are scarce and uncertain, and that a dedicated economic assessment is needed once technical features are more advanced.
  • It states that length limitations prevent detailed integration and optimisation of the numerous power and heat streams, so the study is a first step toward more refined analysis.
  • It notes that waste heat recovery is not considered, making conclusions conservative, and that reversible SOFC operation is excluded due to lower technology readiness and lack of a high-grade waste energy source.
  • Evident from the text: the results rely on manufacturer specifications and literature data rather than experimental validation, and the analysis does not include a full system optimisation or economic evaluation.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.ijhydene.2022.03.238

Cites

55 of 55 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 48 cited sources checked · 0 supported · 0 flagged

  • Findingnone given

    Thermodynamic analysis of hydrogen compression gives a specific energy consumption of around 10% of the hydrogen energy content.

    “Thermodynamic analysis of H2 compression with a speci_c energy consumption of around 10% of H2 energy content.”
    Quote in the paperNot a substantial claim
  • Findingown data

    For AEC or PEMEC electrolysers, their round-trip efficiencies are fairly similar due to their comparable specific energy consumption, 52.3 and 53.4 kWh/kg H2 (Fig. 7).

    “As far as the other electrolyser technologies are concerned (AEC or PEMEC), their round-trip efficiencies are fairly similar due to their comparable specific energy consumption, 52.3 and 53.4 kWh=kg H2 (Fig. 7)”
    Quote in the paperNot a substantial claim
  • Findingreasoning

    Increasing the number of compression stages reduces compression work because the compression process becomes closer to isothermal.

    “Increasing the number of stages brings about a reduction of compression work because the compression process becomes closer to isothermal.”
    Quote in the paperSubstantial claim
  • Findingnone given

    If an alkaline electrolyser or a proton exchange membrane electrolyser is used instead of a solid oxide electrolyser, the maximum round-trip efficiency is around 22% at best.

    “If AEC or PEMEC were used in lieu of an SOEC, h round-trip would go down to around 22% at best.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: For power-to-power energy storage solutions, three types of electrolysers (alkaline, proton exchange membrane, and solid oxide) can be used to convert surplus renewable electricity into hydrogen.
  • Findingown data

    If AEC or PEMEC were used in lieu of an SOEC, round-trip efficiency would go down to around 22% at best.

    “If AEC or PEMEC were used in lieu of an SOEC, h round-trip would go down to around 22% at best.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 39
  • May combine two claims. 47
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Findingnone given

    Hydrogen can be transported by fuel cell electric truck for an average distance of 200 km per trip.

    “Hydrogen transportation by Fuel Cell Electric Truck for an average distance of 200 km per trip.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Findingnone given

    The round-trip efficiency of a power-to-power energy storage system with micro gas turbines is between 22% and 29%.

    “Round-trip e_ciency of P2P energy storage system with micro gas turbines between 22% and 29%.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The specific energy consumption of AEC and PEMEC electrolysers changes when the operating conditions of the electrolyser change, regardless of the technology of choice (Eq. (3)), and when different materials or integration layouts are adopted.

    “Furthermore, the specific energy consumption of these electrolysers also changes when the operating conditions of the electrolyser change, regardless of the technology of choice (Eq.( 3)), and when different materials or integration layouts are adopted.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For cases based on SOEC, the highest round-trip efficiency is obtained when hydrogen is stored in the form of MH (≈29.0%), followed closely by compressed-H2 (≈27.9%), and LH2 at a further distance (≈25.6%).

    “For cases based on SOEC, the highest efficiency is obtained when hydrogen is stored in the form of MH (z29.0%),followed closely by compressed-H 2 (z27.9%), and LH 2 at a further distance (z25.6%).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    If a FCET is considered, around 3840 kg of LH2 can be transported in a single trip, which is around four times the energy that can be transported when considering compressed-H2 or MH.

    “If a FCET is considered, around 3840 kg of LH 2 can be transported in a single trip, which is around four times the energy that can be transported when considering compressed-H 2 or MH.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Regardless of storage technology, higher H2 densities lead to lower energy cost of hydrogen transportation/distribution.
  • May combine two claims.

    Findingnone given

    For metal hydride storage, storage is almost free energy-wise if a suitable heat source is available or if the metal hydride operates at ambient temperature.

    “The case of MH is different to the other two storage options since storage is almost free energy-wise, if and where there is a heat source available at a suitable temperature or when the metal hydride is suitable for operation at ambient temperature (see Section Metal Hydrides (MH)).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For AEC or PEMEC electrolysers, they experience the same fluctuations when different storage media are considered (Fig. 9): efficiency lower than 20% for LH2 and around 21-22% for compressed-H2 or MH.

    “and they experience the same fluctuations when different storage media are considered (Fig. 9): efficiency lower than 20% for LH 2 and around 21e22% for compressed-H 2 or MH.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    If the value corresponding to one of the existing LH2 plants were selected (for instance, 11.9 kWh/kg H2 corresponding to case B19), the round-trip efficiency would go down to 22.7% and the energy consumption of the LH2 facility would take 20% of the total energy demand of the power-to-power storage system.

    “Actually, if the value corresponding to one of the existing LH 2 plants were selected (for instance, 11.9 kWh=kg H2 corresponding to case B19), h round-trip would go down to 22.7% and the energy consumption of the LH 2 facility would take 20% of the total energy demand of the power-to-power storage system.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    For liquefied-H2 storage, storage accounts for 10%-13% of total energy consumption, while distribution takes only 0.4%.

    “As a result, storage accounts for 10%e13% of the total energy consumption whereas distribution takes 0.4% of the total energy in only.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    SOEC electrolyser energy consumption is 40 kWh/kg H2, compared to 52 kWh/kg H2 for AEC and 53 kWh/kg H2 for PEMEC.

    “A closer look into the energy consumed by the electrolyser in each case, Fig. 7, reveals that this energy consumption is largely reduced when SOECs are used as opposed to either AEC or PEMEC: 40 kWh=kg H2 against 52 kWh=kg H2 and 53 kWh=kg H2 respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The operation of an ideal electrolyser with null losses would require 33.33 kWh/kg H2, which translates into a potential 13-15% gain in round-trip efficiency.

    “In particular, the operation of an ideal electrolyser with null losses would require 33.33 kWh=kg H2 what translates into a potential 13e15% gain in h round-trip .”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    Pumped hydroelectric storage is the oldest and most mature energy storage technology.

    “Pumped Hydroelectric Storage (PHS) is the oldest and most mature technology.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The capital cost of proton-exchange membrane electrolysers is 2 to 3 times higher than that of alkaline electrolysers, though it is expected to decrease to about 600-1300 EUR/kW in the following decade.

    “However, the Capital Cost (CapEx) of PEMECs is 2e3 times higher than for AEC, even if this figure is expected to decrease to some 600e1300 V/kW in the following decade [17,37,38].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [37]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [38]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Grey hydrogen is 5 to 8 times cheaper than green hydrogen according to several techno-economic assessments.

    “In particular, grey hydrogen is 5e8 times cheaper than green hydrogen according to several techno-economic assessments of the technology [2,10,17].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [2]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [10]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisenone given

    Proton-exchange membrane electrolysers have a smaller footprint and much better response to rapid load changes.

    “PEMECs are characterised by a smaller footprint and much better response to rapid load changes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Blue hydrogen has specific emissions of 0.2 t CO2 per t H2.

    “Blue hydrogen: same as grey hydrogen but incorporating Carbon Capture and Sequestration (CCS) techniques.Specific emissions decrease to 0.2 t CO2 /t H2 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Unlike pumped hydroelectric storage or compressed air energy storage, hydrogen can be produced in situ wherever there are power and water supplies.

    “Unlike PHS or CAES, hydrogen can be produced in-situ wherever there are power and water supplies.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Because of variable renewable energy intermittency, limited large-scale energy storage, and larger variable renewable energy shares, the grid must still rely on conventional power generation technologies when variable renewable energy is not available.

    “This, along with the very limited options for large-scale energy storage available today and the increasingly larger share of VREs into the energy mix, implies that the grid must still rely on conventional power generation technologies to generate electricity when VRE is not available.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Conventional power generation technologies are very reliable but feature high emissions of greenhouse gases and, in some cases, other hazardous emissions such as nuclear waste.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Approximately EUR 60 billion of investment is required by 2030 to achieve cost-effectiveness of hydrogen technologies.

    “Approximately EUR 60 billion investment is required by 2030 to achieve cost-effectiveness of hydrogen technologies, which can be facilitated through the following five drivers: reduced market uncertainty, larger improvement-for-investments for technology boost, hybrid solutions, increasing utilisation rates in distribution networks and investments in blue/green hydrogen.2”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [10]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    For alkaline and proton-exchange membrane electrolysers, the settling time after a load change is on the order of seconds, whereas start-up and shutdown are on the order of minutes.

    “These studies report that the settling time after a load change is in the order of seconds whereas start-up and shutdown is in the order of minutes.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [43]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Thermoneutral operation of an electrolyser, when carried out reversibly, determines the minimum energy that must be supplied for sustained operation: 285.8 kJ/mol if water is supplied as liquid or 241.8 kJ/mol if the feed is vapour.

    “Operation of the electrolyser at constant temperature is called thermoneutral operation and, when carried out reversibly, determines the minimum amount of energy that must be supplied to the electrolyser for sustained operation: 285.8 kJ mol À1 if water is supplied as a liquid or 241.8 kJ mol À1 if the feed is vapour.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Variable renewable energies such as wind and solar are intermittent, and their availability for power generation depends mainly on local weather conditions that can be predicted accurately only 24-36 h in advance.

    “Variable renewable energies like wind or solar are characterised for being an intermittent source of energy whose availability for power generation depends mainly on local weather conditions, which can be predicted accurately 24e36 h in advance only [3].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [3]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    As electrochemical losses of the electrolyser cell increase, the consumption of electrical work increases and efficiency decreases.

    “As the electrochemical losses of the electrolyser cell increase, the consumption of electrical work increases with respect to the aforesaid value (237.2 kJ mol À1 at standard pressure and temperature) and efficiency decreases accordingly.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Pumped hydroelectric storage accounts for 96% of total energy storage capacity among all technologies.

    “It represents the largest form of storage today, accounting for 96% of the total energy storage capacity amongst all technologies [8].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [8]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Worldwide hydrogen production is expected to reach 240 Mt by 2050.

    “From these values, hydrogen production worldwide is expected to reach 240 Mt by 2050 [2], when it will play a key role in the mobility, power and heat sectors even if this production would cover 7.5% of the global energy demand worldwide only.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [2]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Interest in power-to-power energy storage systems has been increasing steadily in recent times, in parallel with larger shares of variable renewable energy in the power generation mix worldwide.

    “The interest in Power-to-Power energy storage systems has been increasing steadily in recent times, in parallel with the also increasingly larger shares of variable renewable energy (VRE) in the power generation mix worldwide [1].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Green hydrogen has a potentially null carbon footprint.

    “Green hydrogen: renewable energy sources RES are used in this case so the associated carbon footprint is potentially null.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The power-to-power system considered in this work is limited to a maximum power output of around 500 kWe.

    “Hence, the P2P system considered here is limited to a maximum power output of around 500 kWe.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    More than twenty applications where hydrogen can become a cost-competitive low-carbon solution before 2030 have been identified in a recent report by the Hydrogen Council.

    “More than twenty applications where hydrogen can become a cost-competitive low-carbon solution before 2030 have been identified in a recent report by the Hydrogen Council [10], needing a large investment effort if they are to be developed and taken to the market.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [10]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Around 143 power-to-gas projects producing either hydrogen or methane have been operated in recent decades, some starting as far back as 1988.

    “In this latter group, around 143 PtG projects producing either hydrogen or methane have been operated in the last decades, some of them starting as far back as 1988 [11,12].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [11]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [12]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Water electrolysis is the dominant technology for producing green hydrogen because of its fairly high conversion efficiency and direct use of electricity, unlike other technologies that rely mostly on heat.

    “Water electrolysis is the dominant technology for the production of green hydrogen owing to its fairly high conversion efficiency and direct use of electricity, as opposed to other technologies which rely mostly on heat.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Worldwide hydrogen production by the end of 2018 was estimated at 74 Mt, 97% of which was produced through steam reforming of natural gas and therefore with large carbon dioxide emissions.

    “The estimated worldwide production of hydrogen by the end of 2018 was 74 Mt, 97% of which was produced through steam reforming of natural gas (methane) and, therefore, with large emissions of carbon dioxide.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [2]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Grey hydrogen has specific emissions estimated at 11 t CO2 per t H2.

    “Grey hydrogen: the primary energy source is natural gas and the specific emissions of the process are estimated at 11 t CO2 /t H2 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisereasoning

    The efficiency of solid oxide electrolysis is above 80% referred to the low heating value of hydrogen and close to 100% when considering the high heating value.

    “The net result is that the efficiency of SOEC is above 80% referred to the Low Heating Value (LHV) of hydrogen and close to 100% when considering the High Heating Value (HHV), given that the total energy consumption remains approximately constant in the aforesaid temperature range.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Germany hosts the largest number of power-to-gas plants, with 64 projects.

    “Germany hosts the largest number of these plants, with 64 PtG projects, but the stimulus given by governments around the world will expectedly see other countries catching up in the next years [13e16].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13e16]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    As of 2019, there were 56 active power-to-gas projects based on hydrogen, with an installed electric capacity of 24.1 MWe.

    “As of 2019, there were 56 active PtG projects based on hydrogen, with an installed electric capacity of 24.1 MWe [11].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [11]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisenone given

    Alkaline electrolysis is the most mature electrolyser technology and yields the lowest capital cost.

    “The most mature technology is AEC and it yields the lowest capital cost (CapEx).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Recent investigations have shown that further optimisation of the concept would enable an even lower power requirement of approximately 5.9 kWh/kg H2.

    “recent investigations have shown that further optimisation of the concept would enable an even lower power requirement of approximately 5.9 kWh=kg H2 [59,60].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [59]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [60]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    The lower energy consumption of SOEC is due to its working temperature and implies that a higher grade heat source is needed to raise the temperature of and evaporate the inlet water stream to operate SOEC at rated conditions.

    “This difference comes about because of the working temperature, as explained in Section Hydrogen production, and implies that a higher grade heat source which can both raise the temperature of and evaporate the inlet water stream is needed in order to operate the SOEC at the rated conditions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Hydrogen is commonly produced at close to ambient pressure and temperature, in the range from 1 to 30 bar and from 303 to 333 K.

    “Hydrogen is commonly produced at close to ambient pressure and temperature, in the range from 1 to 30 bar and from 303 to 333 K, as stated in section Hydrogen production.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    mGT-P2P also provides a high-grade heat source which makes it suitable for CHP applications.

    “Additionally, it also provides a high-grade heat source which makes it suitable for CHP applications.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The electric efficiency of micro gas turbines is lower than fuel cells (>55%) and reciprocating internal combustion engines (>45%), but mGTs offer high grade heat for Combined Heat and Power (>250 C).
  • May combine two claims.

    Premisecitation

    The time period for which hydrogen energy storage is most attractive is on the order of days to months; for shorter or longer storage periods, other technologies exhibit a better trade-off between discharge time and storage efficiency.

    “Nevertheless, despite this flexibility, the term-period for which hydrogen energy storage is most attractive is in the order of days to months.For shorter or longer storage periods, other technologies exhibit a better trade-off between discharge time and efficiency of storage [6].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [6]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Metal hydrides are characterised by a higher density, exceeding 115 kg_H2/m3.

    “These new compounds are characterised by a higher density, exceeding 115 kg_H 2 /m3 (Fig. 3).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    If the hydrogen production and consumption nodes are at the same location and sufficient space (land area) is available, lower storage pressures can be used, making compressed-H2 storage very attractive.

    “Nevertheless, if the hydrogen production and consumption nodes are at the same location and sufficient space (land area) is available, lower storage pressures can be used, making this option very attractive.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    In spite of the maximum round-trip efficiency of around 30% reported in this work for mGT-P2P energy storage solutions, there is still a large margin for improvement.

    “Finally, it is to note that in spite of the maximum h round-trip of around 30% reported in this work for mGT-P2P energy storage solutions, there is still a large margin for improvement.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    Hydrogen can be stored in different ways and for as long as required, unlike other technologies that cannot be used for long-term energy storage.

    “This means that hydrogen can be stored in different ways and for as long as it is required, as opposed to other technologies which cannot be used for long-term energy storage.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisenone given

    Hydrogen has the highest gravimetric density among fuels but one of the lowest densities.

    “Hydrogen is known to be the fuel with the highest gravimetric density but with the main shortcoming of having one of the lowest densities.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisenone given

    When diaphragm compressor operation is discontinuous with frequent start/stop, the lifetime of the diaphragm can decrease substantially, leading to more frequent servicing and higher maintenance costs.

    “However, when operation is discontinuous (frequent start/stop), the lifetime of the diaphragm can decrease substantially, which means more frequent servicing and, therefore, higher maintenance costs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Predictions from different world energy organisations [17,37,38] estimate that the energy consumption of electrolysers is expected to decrease by a few kWh/kg H2 in the next decade, leading to a round-trip efficiency improvement of around 3-5% (one third of the theoretical efficiency gain).

    “Even if this is a theoretical limit that cannot be achieved in practice, predictions from different world energy organisations [17,37,38] estimate that the energy consumption of electrolysers is expected to decrease by a few kWh/kg H2 in the next decade, leading to a Dh round-trip improvement of around 3e5% (one third of the theoretical efficiency gain).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [17]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [37]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [38]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Hydrogen compression is the most common means to store and distribute hydrogen in relatively small quantities of 5-10 kg H2 per tank.

    “Hydrogen compression is the most common means to store and distribute hydrogen in relatively small quantities, 5e10 kg H2 /tank.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Gas Turbines are catching up more quickly with Fuel Cells due to lessons learned from hydrogen co-firing in the last decades.

    “Gas Turbines (GT) are one of the technologies that is catching up more quickly with FCs, thanks to the lessons learned from hydrogen co-firing in the last decades [83e86].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [83e86]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationown data

    The second most influential driver energy-wise is storage, and hydrogen liquefaction brings about a substantial round-trip efficiency reduction.

    “It becomes clear that the second most influential driver energy-wise is storage and, in this regard, hydrogen liquefaction brings about a substantial h round-trip reduction.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Despite the maximum round-trip efficiency of around 30% reported for micro gas turbine power-to-power energy storage solutions, there is still a large margin for improvement.

    “Finally, it is to note that in spite of the maximum h round-trip of around 30% reported in this work for mGT-P2P energy storage solutions, there is still a large margin for improvement.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    The pressure at which hydrogen is compressed ranges from 50 to 400 bar for stationary applications and up to 900 bar for mobility applications.

    “The pressure at which hydrogen is compressed depends on the application and it ranges from 50 to 400 bar for stationary applications and to 900 bar for mobility applications (where high density is a critical requirement).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Hydraulically driven dry-running reciprocating compressors are a viable alternative for frequent transient or discontinuous operation and enable high delivery pressures up to 3000 bar with oil-free, leakage-free, and technically abrasion-free compression.

    “In applications with more frequent transient and/or discontinuous operation, hydraulically-driven dryrunning reciprocating compressors are a viable alternative.They also enable high delivery pressures of up to 3000 bar [50] with also oil, leakage and technically abrasion free compression.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [50]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Compressed-H2 requires high-pressure storage vessels (type III & IV [96]) and a compression system able to handle high pressure ratios (>10:1), which translates into high capital and operating costs.

    “Compressed-H 2 requires high-pressure storage vessels (type III & IV [96]) and a compression system able to handle high pressure ratios ( > 10:1), what translates into high capital and operating costs.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [96]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    This would take this technology closer to and beyond cost-effectiveness, setting it on the map of essential technologies to enable carbon neutrality by 2050.

    “This would take this technology closer to and beyond cost-effectiveness, setting it on the map of essential technologies to enable carbon neutrality by 2050.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    The operating principle of diaphragm compressors ensures oil-free and leakage-free compression with high purity of the outlet flow.

    “The operating principle of diaphragm compressors ensures oil and leakage free compression with high purity of the outlet flow.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premiseown data

    Isentropic compression and reversible intercooled compression differ, with the latter resembling an isothermal compression process.

    “Fig. 4a shows the differences between isentropic (reversible and adiabatic) and reversible, intercooled compressions, the latter of which resembles an isothermal compression process.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    Substances with higher energy densities, such as ammonia or syngas, can be produced using hydrogen as feedstock, which facilitates transportation but incurs higher energy losses due to the additional process.

    “Other substances with higher energy densities, such as ammonia or syn-gas, can be produced using hydrogen as feedstock.This facilitates transportation but incurs higher energy losses due to the incorporation of an additional process where large amounts of energy are consumed (either as heat, mechanical power or both).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The efficiency of micro gas turbines could increase to around 40% [92,100] in the next decade and the combination of SOEC/SOFC and mGT in so-called hybrid systems would boost power generation efficiencies to values as high as 55-60% [101].

    “Indeed, the efficiency of these engines could increase to around 40% [92,100] in the next decade and the combination of SOEC/SOFC and mGT in socalled hybrid systems would boost power generation efficiencies to values as high as 55e60% [101].”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [92]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [100]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [101]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • Rests on an assumption: Micro gas turbines can run at full capacity just a few minutes after start-up and their electric efficiency ranges from 25% for smaller units (<100 kWe) to almost 40% for larger units (≈500 kWe).
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Hydrogen compression implies large pressure ratios, typically higher than 30:1, enabled by volumetric machines such as reciprocating or diaphragm compressors.

    “This implies large pressure ratios (typically higher than 30:1), enabled by volumetric machines such as reciprocating or diaphragm compressors.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisereasoning

    Only liquid cryogenic or solid metal hydride storage would make a difference to hydrogen energy density, but these processes are either highly energy intensive or not suitable for large-scale hydrogen storage.

    “Only liquid (cryogenic) or solid (metal hydrides) storage would make a difference but these processes are either highly energy intensive or not suitable for large-scale hydrogen storage.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    The critical advantage of the mGT-P2P option over these technologies is that it is independent from geographical constraints and it can be installed almost anywhere where renewable electricity and water are available, in addition to the advantage of dealing with an energy vector as it is hydrogen.

    “Additionally, the critical advantage of the mGT-P2P option over these technologies is that it is independent from geographical constraints and it can be installed almost anywhere where renewable electricity and water are available in addition to the advantage of dealing with an energy vector as it is hydrogen.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Data on CapEx of a P2P system are scarce given the early stage of development of most hydrogen technologies [94], most of them not fully commercialised yet, and when available they incorporate a large deal of uncertainty.

    “Such data are nevertheless scarce given the early stage of development of most hydrogen technologies [94], most of them not fully commercialised yet, and when available they incorporate a large deal of uncertainty.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [94]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The implementation of a hydrogen liquefaction plant would expectedly have a negative impact on the total capital cost of the storage facility, even though economic aspects are not considered in this study.

    “In addition, even though economic aspects are not considered in this study, the implementation of a hydrogen liquefaction plant would expectedly have a negative impact on the total capital cost of the storage facility.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Liquefied-H2 features a density of ≈78 kg/m3 and the liquefaction process is highly energy intensive.
  • May combine two claims.

    Premiseown data

    Compression work is influenced not only by inlet conditions and outlet pressure but also by compressor type and how the compression process is carried out.

    “Compression work is influenced not only by inlet conditions and outlet pressure but also by compressor type and, linked to this, how the compression process is carried out.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premiseown data

    The energy density of hydrogen at ambient conditions is much lower than that of methane, ethane, methanol, or ammonia, and even at storage pressures as high as 300 bar it remains significantly lower.

    “It is observed that the energy density of hydrogen at ambient conditions is much lower than that of other gases (e.g., methane, ethane), liquids (e.g., methanol) or solids (e.g., ammonia); moreover, even if the storage pressure of hydrogen were increased to values as high as 300 bar, the energy density would still be significantly lower.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Many of the challenges in using metal hydrides are related to the thermodynamics and kinetics of dehydrogenation, which determine the hydrogen discharge rate and the heat supply needed to enable efficient hydrogen desorption.

    “many of the challenges in using such materials are related to the thermodynamics and kinetics of dehydrogenation, which determine the hydrogen discharge rate and the heat supply needed to enable efficient hydrogen desorption from the metal hydride.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [73e75]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Losses along the LH2 pathway are intrinsic to the utilisation of a cryogenic fluid; they occur during transfer between vessels and when the fluid warms due to heat transfer from the environment.

    “Losses along the LH 2 pathway are intrinsic to the utilisation of a cryogenic fluid.They occur when hydrogen in these conditions is transferred between two vessels (liquefaction plant to tank-truck, tank-truck to storage station, storage station to end-user through a pump or compressor, and eventually final use in a fuel cell or other power generation device) and when the fluid is warmed up due to”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [56]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Hydrogen loading and unloading processes in metal hydrides are influenced mostly by thermodynamic and kinetic aspects.

    “As such, these process are influenced by thermodynamic and kinetic aspects mostly [72].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [72]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Diaphragm compressors compress small to medium flow rates of hydrogen efficiently and attain high to extremely high pressure ratios of more than 5000:1.

    “Diaphragm compressors compress small to medium flow rates of hydrogen efficiently, attaining high to extremely high pressure ratios of more than 5000:1 [50].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [50]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

72 of 72
  • The paper relies on this without support.

    Conventional power generation technologies are very reliable but feature high emissions of greenhouse gases and, in some cases, other hazardous emissions such as nuclear waste.

    “These conventional power generation technologies are very reliable but they also feature high emissions of greenhouse gases (GHG) and, in some cases, other hazardous emissions like nuclear waste.”
  • The authors state this as an assumption.

    In this study, the cooling/heating sources for metal hydride adsorption/desorption are available from waste heat streams and no additional electric power consumption is needed.

    “In this study, it is considered that these cooling/heating sources are available from waste heat streams and that there is no need for additional electric power consumption.”
  • The authors state this as an assumption.

    For the metal hydride storage case, storage is considered energy-neutral.

    “Therefore, storage is considered energy-neutral and distribution takes 2% of the total energy in.”
  • The paper relies on this without support.

    OpEx data for P2P systems are scarce, and electricity is the primary driver of OpEx, depending largely on country characteristics.

    “The same applies to OpEx, for which electricity is the primary driver, depending largely on the particular characteristics of each country.”
  • The paper relies on this without support.

    Pumped hydro storage is the only mature energy storage option today, accounting for 96% of total energy storage capacity.

    “where pumped hydro storage is the only mature option today, accounting for 96% of the total energy storage capacity.”
  • The paper relies on this without support.

    All three electrolyser types (AEC, PEMEC and SOEC) are experiencing substantial technical progress leading to better performances, larger scales and lower costs.

    “they all are experiencing substantial technical progress leading to better performances, larger scales and lower costs: AEC, PEMEC and SOEC.”
  • The paper relies on this without support.

    Liquefied-H2 features a density of ≈78 kg/m3 and the liquefaction process is highly energy intensive.

    “Liquefied-H 2 features a much higher density (z 78 kg/m3) but the process to liquefy hydrogen is highly energy intensive”
  • The paper relies on this without support.

    Metal hydrides enable the highest density among H2 storage systems (>115 kgH2/m3) but have lower hydrogen release rates than other technologies.

    “Metal hydrides enable the highest density among the different H 2 storage systems ( > 115 kgH 2 /m3) but the associated hydrogen release rates are lower than for the other technologies.”
  • The paper relies on this without support.

    Regardless of storage technology, higher H2 densities lead to lower energy cost of hydrogen transportation/distribution.

    “Regardless of the storage technology, higher H 2 densities lead to lower energy cost of hydrogen transportation/distribution.”
  • The paper relies on this without support.

    Micro gas turbines can run at full capacity just a few minutes after start-up and their electric efficiency ranges from 25% for smaller units (<100 kWe) to almost 40% for larger units (≈500 kWe).

    “Indeed, micro gas turbine are able to run at full capacity just a few minutes after start-up and their electric efficiency ranges from 25% for the smaller units ( < 100 kWe) to almost 40% for engines in the larger output range (z500 kWe).”
  • The paper relies on this without support.

    The electric efficiency of micro gas turbines is lower than fuel cells (>55%) and reciprocating internal combustion engines (>45%), but mGTs offer high grade heat for Combined Heat and Power (>250 C).

    “This efficiency is lower than other power generation technologies such as fuel cells ( > 55%) or reciprocating internal combustion engines ( > 45%), but mGTs offer additional, beneficial features such as available high grade heat for Combined Heat and Power ( > 250 C).”
  • The paper relies on this without support.

    For power-to-power energy storage solutions, three types of electrolysers (alkaline, proton exchange membrane, and solid oxide) can be used to convert surplus renewable electricity into hydrogen.

    “The paper considers that, for power-to-power energy storage solutions, three types of electrolysers can be used to convert surplus renewable electricity into hydrogen: AEC, PEMEC and SOEC.”
  • The paper relies on this without support.

    Hydrogen can be stored in three different states: compressed hydrogen, liquefied hydrogen, and metal hydride.

    “This hydrogen can then be stored in three different states: compressed-H 2 , liquefied-H 2 and in the form of metal hydride”
  • The paper relies on this without support.

    Regardless of the storage technology, higher hydrogen densities lead to lower energy costs of hydrogen transportation and distribution.

    “regardless of the storage technology, higher H 2 densities lead to lower energy costs of hydrogen transportation/ distribution.”
  • The paper relies on this without support.

    Round-trip efficiency is the critical figure of merit to determine the viability of an energy storage system.

    “The paper has discussed round-trip efficiency (h round-trip ) as the critical figure of merit to determine the viability of an energy storage system.”
15 of 15

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Abstract efficiency range excludes cases below 20%

    Minor

    The abstract gives a round-trip efficiency range of 22%-29%, while the analysis reports efficiencies below 20% for configurations using liquid-hydrogen storage.

  • Liquefaction plant with 11.9 kWh/kg is mislabeled B19

    Minor

    The text assigns 11.9 kWh/kg to case B19, whereas Table 6 assigns 11.90 kWh/kg to B18. Table 7 uses B19 for a metal-hydride storage product.

  • Round-trip efficiency varies with storage choice, not solely with electrolyser choice

    Minor

    The paper says differences between cases arise solely from electrolyser technology, but its SOEC results give three different efficiencies for three storage choices.

  • Maximum-efficiency storage option changes from metal hydrides to compressed hydrogen

    Minor

    The analysis reports the highest round-trip efficiency for SOEC with metal-hydride storage (about 29.0%), above compressed hydrogen (about 27.9%). The discussion and conclusions instead identify compressed-hydrogen storage as the maximum-efficiency configuration.

  • B18 is incorrectly identified as the lowest-power liquefaction option

    Minor

    The text identifies B18 as the minimum-power option, but Table 6 gives B18 a requirement of 11.90 kWh/kg and lists lower values, including 6.00 kWh/kg for B15.

5 of 5

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. Morante, 2020, Hidrógeno: vector energético de una economía descarbonizada, Fundación Naturgy
  2. Walnum, 2012, Principles for the liquefaction of hydrogen with emphasis on precooling processes, Refrigeration Science and Technology, 2012, 273
  3. Decker, 2008, Grosstechnische wasserstoffverflussigung in leuna, tagung; 35, deutscher kalte- und klimatechnischer verein; dkv-tagungsbericht 2008, vol. 35, 455

Cited by

Sorted by citations

Authors
Escamilla, A., Sánchez, D., & García-Rodríguez, L.
Affiliations
Universidad de Sevilla (ES)
Corresponding author
Escamilla, Antonio
Venue
International Journal of Hydrogen Energy
Publisher
Elsevier BV
Published
2022-05
Volume
47
Issue
40
Pages
17505-17525
ISSN
0360-3199 (ISSN-L)
OpenAlex
W4224007010
Cited by
143
References
52
Citations by year
2026: 22 · 2025: 45 · 2024: 36 · 2023: 31 · 2022: 9
FWCI
5.70
Type
journal article
Language
en
Open access
Locations
  • International Journal of Hydrogen Energy (publishedVersion, cc-by-nc-nd)
  • idUS (Universidad de Sevilla) (submittedVersion, cc-by-nc-nd)
Funders
  • Universidad de Sevilla (2019/00000359)
  • European Commission
  • Horizon 2020 (861079)
Topics
  • Physical Sciences › Energy › Energy Engineering and Power Technology › Hybrid Renewable Energy Systems
  • Physical Sciences › Engineering › Biomedical Engineering › Chemical Looping and Thermochemical Processes
  • Physical Sciences › Energy › Energy Engineering and Power Technology › Power Systems and Renewable Energy
Keywords
power-to-power, round-trip efficiency, hydrogen energy storage, micro gas turbine, water electrolysis, solid oxide electrolysis, metal hydride hydrogen storage, compressed hydrogen, liquefied hydrogen, fuel cell electric trucks, hydrogen distribution, renewable energy storage, proton exchange membrane electrolyzer, alkaline electrolyzer

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-30.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-30.

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