Browse by Departments and Working Groups
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- ZMT All (24)- Integrated Modelling (24)- Complexity and Climate (24)
 
 
- Integrated Modelling (24)
Number of items at this level: 24.
Articles in a Scientific Journal - peer-reviewed
    
    
    Bleischwitz, Raimund  ORCID: https://orcid.org/0000-0001-8164-733X, Höller, Jannik
ORCID: https://orcid.org/0000-0001-8164-733X, Höller, Jannik  ORCID: https://orcid.org/0000-0001-7406-3205 and Kriegl, Michael
ORCID: https://orcid.org/0000-0001-7406-3205 and Kriegl, Michael  ORCID: https://orcid.org/0000-0003-0992-7219
  
  (2023)
 
Ship recycling—estimating future stocks and readiness for green steel transformation. 
    Environmental Research Letters, 18
       (12).
    
     p. 124034.
     DOI https://doi.org/10.1088/1748-9326/ad0a55.
ORCID: https://orcid.org/0000-0003-0992-7219
  
  (2023)
 
Ship recycling—estimating future stocks and readiness for green steel transformation. 
    Environmental Research Letters, 18
       (12).
    
     p. 124034.
     DOI https://doi.org/10.1088/1748-9326/ad0a55.
    
  
    
  
 ORCID: https://orcid.org/0000-0001-8164-733X, Höller, Jannik
ORCID: https://orcid.org/0000-0001-8164-733X, Höller, Jannik  ORCID: https://orcid.org/0000-0001-7406-3205 and Kriegl, Michael
ORCID: https://orcid.org/0000-0001-7406-3205 and Kriegl, Michael  ORCID: https://orcid.org/0000-0003-0992-7219
  
  (2023)
 
Ship recycling—estimating future stocks and readiness for green steel transformation. 
    Environmental Research Letters, 18
       (12).
    
     p. 124034.
     DOI https://doi.org/10.1088/1748-9326/ad0a55.
ORCID: https://orcid.org/0000-0003-0992-7219
  
  (2023)
 
Ship recycling—estimating future stocks and readiness for green steel transformation. 
    Environmental Research Letters, 18
       (12).
    
     p. 124034.
     DOI https://doi.org/10.1088/1748-9326/ad0a55.
    
  
    
  
    
    
    Da Silva, Nicolas  ORCID: https://orcid.org/0000-0003-3255-9274, Muller, Caroline, Shamekh, Sara and Fildier, Benjamin
  
  (2021)
 
Significant Amplification of Instantaneous Extreme Precipitation With Convective Self‐Aggregation. 
    Journal of Advances in Modeling Earth Systems, 13
       (11).
    
    
     DOI https://doi.org/10.1029/2021MS002607.
ORCID: https://orcid.org/0000-0003-3255-9274, Muller, Caroline, Shamekh, Sara and Fildier, Benjamin
  
  (2021)
 
Significant Amplification of Instantaneous Extreme Precipitation With Convective Self‐Aggregation. 
    Journal of Advances in Modeling Earth Systems, 13
       (11).
    
    
     DOI https://doi.org/10.1029/2021MS002607.
    
  
    
  
 ORCID: https://orcid.org/0000-0003-3255-9274, Muller, Caroline, Shamekh, Sara and Fildier, Benjamin
  
  (2021)
 
Significant Amplification of Instantaneous Extreme Precipitation With Convective Self‐Aggregation. 
    Journal of Advances in Modeling Earth Systems, 13
       (11).
    
    
     DOI https://doi.org/10.1029/2021MS002607.
ORCID: https://orcid.org/0000-0003-3255-9274, Muller, Caroline, Shamekh, Sara and Fildier, Benjamin
  
  (2021)
 
Significant Amplification of Instantaneous Extreme Precipitation With Convective Self‐Aggregation. 
    Journal of Advances in Modeling Earth Systems, 13
       (11).
    
    
     DOI https://doi.org/10.1029/2021MS002607.
    
  
    
  
    
    
    Da Silva, Nicolas A.  ORCID: https://orcid.org/0000-0003-3255-9274 and Haerter, Jan O.
ORCID: https://orcid.org/0000-0003-3255-9274 and Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Super-Clausius–Clapeyron scaling of extreme precipitation explained by shift from stratiform to convective rain type. 
    Nature Geoscience
      .
    
    
     DOI https://doi.org/10.1038/s41561-025-01686-4.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Super-Clausius–Clapeyron scaling of extreme precipitation explained by shift from stratiform to convective rain type. 
    Nature Geoscience
      .
    
    
     DOI https://doi.org/10.1038/s41561-025-01686-4.
    
  
    
  
 ORCID: https://orcid.org/0000-0003-3255-9274 and Haerter, Jan O.
ORCID: https://orcid.org/0000-0003-3255-9274 and Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Super-Clausius–Clapeyron scaling of extreme precipitation explained by shift from stratiform to convective rain type. 
    Nature Geoscience
      .
    
    
     DOI https://doi.org/10.1038/s41561-025-01686-4.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Super-Clausius–Clapeyron scaling of extreme precipitation explained by shift from stratiform to convective rain type. 
    Nature Geoscience
      .
    
    
     DOI https://doi.org/10.1038/s41561-025-01686-4.
    
  
    
  
    
    
    Da Silva, Nicolas A.  ORCID: https://orcid.org/0000-0003-3255-9274 and Härter, Jan O.
ORCID: https://orcid.org/0000-0003-3255-9274 and Härter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
The Precipitation Characteristics of Mesoscale Convective Systems Over Europe. 
    Journal of Geophysical Research: Atmospheres, 128
       (23).
    
    
     DOI https://doi.org/10.1029/2023JD039045.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
The Precipitation Characteristics of Mesoscale Convective Systems Over Europe. 
    Journal of Geophysical Research: Atmospheres, 128
       (23).
    
    
     DOI https://doi.org/10.1029/2023JD039045.
    
  
    
  
 ORCID: https://orcid.org/0000-0003-3255-9274 and Härter, Jan O.
ORCID: https://orcid.org/0000-0003-3255-9274 and Härter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
The Precipitation Characteristics of Mesoscale Convective Systems Over Europe. 
    Journal of Geophysical Research: Atmospheres, 128
       (23).
    
    
     DOI https://doi.org/10.1029/2023JD039045.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
The Precipitation Characteristics of Mesoscale Convective Systems Over Europe. 
    Journal of Geophysical Research: Atmospheres, 128
       (23).
    
    
     DOI https://doi.org/10.1029/2023JD039045.
    
  
    
  
    
    
    Fiévet, Romain, Meyer, Bettina and Härter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
On the Sensitivity of Convective Cold Pools to Mesh Resolution. 
    Journal of Advances in Modeling Earth Systems, 15
       (8).
    
    
     DOI https://doi.org/10.1029/2022MS003382.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
On the Sensitivity of Convective Cold Pools to Mesh Resolution. 
    Journal of Advances in Modeling Earth Systems, 15
       (8).
    
    
     DOI https://doi.org/10.1029/2022MS003382.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
On the Sensitivity of Convective Cold Pools to Mesh Resolution. 
    Journal of Advances in Modeling Earth Systems, 15
       (8).
    
    
     DOI https://doi.org/10.1029/2022MS003382.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
On the Sensitivity of Convective Cold Pools to Mesh Resolution. 
    Journal of Advances in Modeling Earth Systems, 15
       (8).
    
    
     DOI https://doi.org/10.1029/2022MS003382.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-8617-3847, Kendon, Elizabeth J., Lewis, Elizabeth, Schaer, Christoph, Sharma, Ashish, Villarini, Gabriele, Wasko, Conrad and Zhang, Xuebin
  
  (2021)
 
Anthropogenic intensification of short-duration rainfall extremes. 
    Nature Reviews Earth & Environment, 2
      .
    
     pp. 107-122.
     DOI https://doi.org/10.1038/s43017-020-00128-6.
ORCID: https://orcid.org/0000-0002-8617-3847, Kendon, Elizabeth J., Lewis, Elizabeth, Schaer, Christoph, Sharma, Ashish, Villarini, Gabriele, Wasko, Conrad and Zhang, Xuebin
  
  (2021)
 
Anthropogenic intensification of short-duration rainfall extremes. 
    Nature Reviews Earth & Environment, 2
      .
    
     pp. 107-122.
     DOI https://doi.org/10.1038/s43017-020-00128-6.
    
  
    
  
    
    
    Garrido Zornoza, Miguel, Mitarai, Namiko and Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Stochastic microbial dispersal drives local extinction and global diversity. 
    Royal Society Open Science, 11
       (5).
    
    
     DOI https://doi.org/10.1098/rsos.231301.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Stochastic microbial dispersal drives local extinction and global diversity. 
    Royal Society Open Science, 11
       (5).
    
    
     DOI https://doi.org/10.1098/rsos.231301.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Stochastic microbial dispersal drives local extinction and global diversity. 
    Royal Society Open Science, 11
       (5).
    
    
     DOI https://doi.org/10.1098/rsos.231301.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Stochastic microbial dispersal drives local extinction and global diversity. 
    Royal Society Open Science, 11
       (5).
    
    
     DOI https://doi.org/10.1098/rsos.231301.
    
  
    
  
    
    
    Hoeller, Jannik  ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Haerter, Jan O.
ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
U-Net Segmentation for the Detection of Convective Cold Pools From Cloud and Rainfall Fields. 
    Authorea
      .
    
    
     DOI https://doi.org/10.1002/essoar.10512898.1.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
U-Net Segmentation for the Detection of Convective Cold Pools From Cloud and Rainfall Fields. 
    Authorea
      .
    
    
     DOI https://doi.org/10.1002/essoar.10512898.1.
    
  
    
  
 ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Haerter, Jan O.
ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
U-Net Segmentation for the Detection of Convective Cold Pools From Cloud and Rainfall Fields. 
    Authorea
      .
    
    
     DOI https://doi.org/10.1002/essoar.10512898.1.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
U-Net Segmentation for the Detection of Convective Cold Pools From Cloud and Rainfall Fields. 
    Authorea
      .
    
    
     DOI https://doi.org/10.1002/essoar.10512898.1.
    
  
    
  
    
    
    Hoeller, Jannik  ORCID: https://orcid.org/0000-0001-7406-3205, Haerter, Jan O.
ORCID: https://orcid.org/0000-0001-7406-3205, Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847 and Da Silva, Nicolas A.
ORCID: https://orcid.org/0000-0002-8617-3847 and Da Silva, Nicolas A.  ORCID: https://orcid.org/0000-0003-3255-9274
  
  (2024)
 
Characteristics of Station‐Derived Convective Cold Pools Over Equatorial Africa. 
    Geophysical Research Letters, 51
       (6).
    
    
     DOI https://doi.org/10.1029/2023GL107308.
ORCID: https://orcid.org/0000-0003-3255-9274
  
  (2024)
 
Characteristics of Station‐Derived Convective Cold Pools Over Equatorial Africa. 
    Geophysical Research Letters, 51
       (6).
    
    
     DOI https://doi.org/10.1029/2023GL107308.
    
  
    
  
 ORCID: https://orcid.org/0000-0001-7406-3205, Haerter, Jan O.
ORCID: https://orcid.org/0000-0001-7406-3205, Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847 and Da Silva, Nicolas A.
ORCID: https://orcid.org/0000-0002-8617-3847 and Da Silva, Nicolas A.  ORCID: https://orcid.org/0000-0003-3255-9274
  
  (2024)
 
Characteristics of Station‐Derived Convective Cold Pools Over Equatorial Africa. 
    Geophysical Research Letters, 51
       (6).
    
    
     DOI https://doi.org/10.1029/2023GL107308.
ORCID: https://orcid.org/0000-0003-3255-9274
  
  (2024)
 
Characteristics of Station‐Derived Convective Cold Pools Over Equatorial Africa. 
    Geophysical Research Letters, 51
       (6).
    
    
     DOI https://doi.org/10.1029/2023GL107308.
    
  
    
  
    
    
    Hwong, Y.‐L., Colin, M.  ORCID: https://orcid.org/0000-0002-3117-464X, Aglas‐Leitner, P., Muller, C. J. and Sherwood, S. C.
  
  (2023)
 
Assessing Memory in Convection Schemes Using Idealized Tests. 
    Journal of Advances in Modeling Earth Systems, 15
       (12).
    
    
     DOI https://doi.org/10.1029/2023MS003726.
ORCID: https://orcid.org/0000-0002-3117-464X, Aglas‐Leitner, P., Muller, C. J. and Sherwood, S. C.
  
  (2023)
 
Assessing Memory in Convection Schemes Using Idealized Tests. 
    Journal of Advances in Modeling Earth Systems, 15
       (12).
    
    
     DOI https://doi.org/10.1029/2023MS003726.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-3117-464X, Aglas‐Leitner, P., Muller, C. J. and Sherwood, S. C.
  
  (2023)
 
Assessing Memory in Convection Schemes Using Idealized Tests. 
    Journal of Advances in Modeling Earth Systems, 15
       (12).
    
    
     DOI https://doi.org/10.1029/2023MS003726.
ORCID: https://orcid.org/0000-0002-3117-464X, Aglas‐Leitner, P., Muller, C. J. and Sherwood, S. C.
  
  (2023)
 
Assessing Memory in Convection Schemes Using Idealized Tests. 
    Journal of Advances in Modeling Earth Systems, 15
       (12).
    
    
     DOI https://doi.org/10.1029/2023MS003726.
    
  
    
  
    
    
    Höller, Jannik  ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Härter, Jan O.
ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Härter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Detecting Cold Pool Family Trees in Convection Resolving Simulations. 
    Journal of Advances in Modeling Earth Systems, 16
       (1).
    
    
     DOI https://doi.org/10.1029/2023MS003682.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Detecting Cold Pool Family Trees in Convection Resolving Simulations. 
    Journal of Advances in Modeling Earth Systems, 16
       (1).
    
    
     DOI https://doi.org/10.1029/2023MS003682.
    
  
    
  
 ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Härter, Jan O.
ORCID: https://orcid.org/0000-0001-7406-3205, Fiévet, Romain and Härter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Detecting Cold Pool Family Trees in Convection Resolving Simulations. 
    Journal of Advances in Modeling Earth Systems, 16
       (1).
    
    
     DOI https://doi.org/10.1029/2023MS003682.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2024)
 
Detecting Cold Pool Family Trees in Convection Resolving Simulations. 
    Journal of Advances in Modeling Earth Systems, 16
       (1).
    
    
     DOI https://doi.org/10.1029/2023MS003682.
    
  
    
  
    
    
    Izumo, Takeshi and Colin, Maxime  ORCID: https://orcid.org/0000-0002-3117-464X
  
  (2022)
 
Improving and Harmonizing El Niño Recharge Indices. 
    Geophysical Research Letters, 49
       (23).
    
    
     DOI https://doi.org/10.1029/2022GL101003.
ORCID: https://orcid.org/0000-0002-3117-464X
  
  (2022)
 
Improving and Harmonizing El Niño Recharge Indices. 
    Geophysical Research Letters, 49
       (23).
    
    
     DOI https://doi.org/10.1029/2022GL101003.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-3117-464X
  
  (2022)
 
Improving and Harmonizing El Niño Recharge Indices. 
    Geophysical Research Letters, 49
       (23).
    
    
     DOI https://doi.org/10.1029/2022GL101003.
ORCID: https://orcid.org/0000-0002-3117-464X
  
  (2022)
 
Improving and Harmonizing El Niño Recharge Indices. 
    Geophysical Research Letters, 49
       (23).
    
    
     DOI https://doi.org/10.1029/2022GL101003.
    
  
    
  
    
    
    Jensen, Gorm G., Fiévet, Romain and Härter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
The diurnal path to persistent convective self‐aggregation. 
    Journal of Advances in Modeling Earth Systems, 14
      .
    
     e2021MS002923.
     DOI https://doi.org/10.1029/2021MS002923.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
The diurnal path to persistent convective self‐aggregation. 
    Journal of Advances in Modeling Earth Systems, 14
      .
    
     e2021MS002923.
     DOI https://doi.org/10.1029/2021MS002923.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
The diurnal path to persistent convective self‐aggregation. 
    Journal of Advances in Modeling Earth Systems, 14
      .
    
     e2021MS002923.
     DOI https://doi.org/10.1029/2021MS002923.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
The diurnal path to persistent convective self‐aggregation. 
    Journal of Advances in Modeling Earth Systems, 14
      .
    
     e2021MS002923.
     DOI https://doi.org/10.1029/2021MS002923.
    
  
    
  
    
    
    Jensen, Gorm Gruner, Busch, Martin Benedikt, Piovesan, Marco and Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
Nudging cooperation among agents in an experimental social network. 
    Applied Network Science, 8
       (1).
    
    
     DOI https://doi.org/10.1007/s41109-023-00588-x.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
Nudging cooperation among agents in an experimental social network. 
    Applied Network Science, 8
       (1).
    
    
     DOI https://doi.org/10.1007/s41109-023-00588-x.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
Nudging cooperation among agents in an experimental social network. 
    Applied Network Science, 8
       (1).
    
    
     DOI https://doi.org/10.1007/s41109-023-00588-x.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2023)
 
Nudging cooperation among agents in an experimental social network. 
    Applied Network Science, 8
       (1).
    
    
     DOI https://doi.org/10.1007/s41109-023-00588-x.
    
  
    
  
    
    
    Kruse, I. L.  ORCID: https://orcid.org/0000-0003-0693-1116, Fiévet, R. and Härter, J. O.
ORCID: https://orcid.org/0000-0003-0693-1116, Fiévet, R. and Härter, J. O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Tipping to an Aggregated State by Mesoscale Convective Systems. 
    Journal of Advances in Modeling Earth Systems, 17
       (3).
    
    
     DOI https://doi.org/10.1029/2024MS004369.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Tipping to an Aggregated State by Mesoscale Convective Systems. 
    Journal of Advances in Modeling Earth Systems, 17
       (3).
    
    
     DOI https://doi.org/10.1029/2024MS004369.
    
  
    
  
 ORCID: https://orcid.org/0000-0003-0693-1116, Fiévet, R. and Härter, J. O.
ORCID: https://orcid.org/0000-0003-0693-1116, Fiévet, R. and Härter, J. O.  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Tipping to an Aggregated State by Mesoscale Convective Systems. 
    Journal of Advances in Modeling Earth Systems, 17
       (3).
    
    
     DOI https://doi.org/10.1029/2024MS004369.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2025)
 
Tipping to an Aggregated State by Mesoscale Convective Systems. 
    Journal of Advances in Modeling Earth Systems, 17
       (3).
    
    
     DOI https://doi.org/10.1029/2024MS004369.
    
  
    
  
    
    
    Kruse, Irene L.  ORCID: https://orcid.org/0000-0003-0693-1116, Haerter, Jan O.
ORCID: https://orcid.org/0000-0003-0693-1116, Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847 and Meyer, Bettina
  
  (2021)
 
Cold pools over the Netherlands: A statistical study from tower and radar observations. 
    Quarterly Journal of the Royal Meteorological Society
      .
    
    
     DOI https://doi.org/10.1002/qj.4223.
ORCID: https://orcid.org/0000-0002-8617-3847 and Meyer, Bettina
  
  (2021)
 
Cold pools over the Netherlands: A statistical study from tower and radar observations. 
    Quarterly Journal of the Royal Meteorological Society
      .
    
    
     DOI https://doi.org/10.1002/qj.4223.
    
  
    
  
 ORCID: https://orcid.org/0000-0003-0693-1116, Haerter, Jan O.
ORCID: https://orcid.org/0000-0003-0693-1116, Haerter, Jan O.  ORCID: https://orcid.org/0000-0002-8617-3847 and Meyer, Bettina
  
  (2021)
 
Cold pools over the Netherlands: A statistical study from tower and radar observations. 
    Quarterly Journal of the Royal Meteorological Society
      .
    
    
     DOI https://doi.org/10.1002/qj.4223.
ORCID: https://orcid.org/0000-0002-8617-3847 and Meyer, Bettina
  
  (2021)
 
Cold pools over the Netherlands: A statistical study from tower and radar observations. 
    Quarterly Journal of the Royal Meteorological Society
      .
    
    
     DOI https://doi.org/10.1002/qj.4223.
    
  
    
  
    
    
    Låstad, Silja Borring and Härter, Jan  ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
The geometry of evolved community matrix spectra. 
    Scientific Reports, 12
       (1).
    
    
     DOI https://doi.org/10.1038/s41598-022-17379-6.
ORCID: https://orcid.org/0000-0002-8617-3847
  
  (2022)
 
The geometry of evolved community matrix spectra. 
    Scientific Reports, 12
       (1).
    
    
     DOI https://doi.org/10.1038/s41598-022-17379-6.
    
  
    
  
 ORCID: https://orcid.org/0000-0002-8617-3847
  
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