
{  
   "types" : {
      "Bookmark" : {
         "pluralLabel" : "Bookmarks"
      },
      "Publication" : {
         "pluralLabel" : "Publications"
      },
      "GoldStandardPublication" : {
         "pluralLabel" : "GoldStandardPublications"
      },
      "GoldStandardBookmark" : {
         "pluralLabel" : "GoldStandardBookmarks"
      },
      "Tag" : {
         "pluralLabel" : "Tags"
      },
      "User" : {
         "pluralLabel" : "Users"
      },
      "Group" : {
         "pluralLabel" : "Groups"
      },
      "Sphere" : {
         "pluralLabel" : "Spheres"
      }
   },
   
   "properties" : {
      "count" : {
         "valueType" : "number"
      },
      "date" : {
         "valueType" : "date"
      },
      "changeDate" : {
         "valueType" : "date"
      },
      "url" : {
         "valueType" : "url"
      },
      "id" : {
         "valueType" : "url"
      },
      "tags" : {
         "valueType" : "item"
      },
      "user" : {
         "valueType" : "item"
      }      
   },
   
   "items" : [
   	  
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/240afd7347f9a617cb6cb2c623248edca/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-10","misc"
         ],
         
         "intraHash" : "40afd7347f9a617cb6cb2c623248edca",
         "interHash" : "f7082ccd8db4bd80faf045bee455eef1",
         "label" : "Learned RESESOP for solving inverse problems with inexact forward operator",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2025-01-27 13:09:00",
         "changeDate" : "2025-01-27 13:09:00",
         "count" : 5,
         "pub-type": "misc",
         
         "year": "2024", 
         "url": "https://arxiv.org/abs/2410.23061", 
         
         "author": [ 
            "Mathias S. Feinler","Bernadette N. Hahn"
         ],
         "authors": [
         	
            	{"first" : "Mathias S.",	"last" : "Feinler"},
            	{"first" : "Bernadette N.",	"last" : "Hahn"}
         ],
         
         "eprint" : "2410.23061",
         
         "archiveprefix" : "arXiv",
         
         "primaryclass" : "math.NA",
         
         "bibtexKey": "feinler2024learnedresesopsolvinginverse"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/27b68fb2b3408abfdb60fa10c2a44173d/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-6","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "7b68fb2b3408abfdb60fa10c2a44173d",
         "interHash" : "3350e588db130ccd0edb4fa27ca65d47",
         "label" : "DuMux 3.7.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 8,
         "pub-type": "misc",
         "publisher":"DaRUS",
         "year": "2023", 
         "url": "https://darus.uni-stuttgart.de/citation?persistentId=doi:10.18419/darus-3405", 
         
         "author": [ 
            "Hamza Oukili","Sina Ackermann","Ivan Buntic","Holger Class","Edward Coltman","Bernd Flemisch","Tufan Ghosh","Dennis Gläser","Christoph Grüninger","Johannes Hommel","Tim Jupe","Leon Keim","Mathis Kelm","Stefanie Kiemle","Timo Koch","Anna Mareike Kostelecky","Harsha Vardhan Pallam","Martin Schneider","Leopold Stadler","Martin Utz","Yue Wang","Kai Wendel","Roman Winter","Hanchuan Wu"
         ],
         "authors": [
         	
            	{"first" : "Hamza",	"last" : "Oukili"},
            	{"first" : "Sina",	"last" : "Ackermann"},
            	{"first" : "Ivan",	"last" : "Buntic"},
            	{"first" : "Holger",	"last" : "Class"},
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Tufan",	"last" : "Ghosh"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Johannes",	"last" : "Hommel"},
            	{"first" : "Tim",	"last" : "Jupe"},
            	{"first" : "Leon",	"last" : "Keim"},
            	{"first" : "Mathis",	"last" : "Kelm"},
            	{"first" : "Stefanie",	"last" : "Kiemle"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Anna Mareike",	"last" : "Kostelecky"},
            	{"first" : "Harsha Vardhan",	"last" : "Pallam"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Leopold",	"last" : "Stadler"},
            	{"first" : "Martin",	"last" : "Utz"},
            	{"first" : "Yue",	"last" : "Wang"},
            	{"first" : "Kai",	"last" : "Wendel"},
            	{"first" : "Roman",	"last" : "Winter"},
            	{"first" : "Hanchuan",	"last" : "Wu"}
         ],
         
         "bemerkung" : "gehoert zu Software",
         
         "doi" : "10.18419/DARUS-3405",
         
         "bibtexKey": "https://doi.org/10.18419/darus-3405"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/25fd3f86353d62ef4c4a928316d899109/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-6","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "5fd3f86353d62ef4c4a928316d899109",
         "interHash" : "fbb9b5c50d24c66293cb36f7e972552a",
         "label" : "DuMux 3.6.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 8,
         "pub-type": "dataset",
         "publisher":"DaRUS",
         "year": "2023", 
         "url": "https://darus.uni-stuttgart.de/citation?persistentId=doi:10.18419/darus-3247", 
         
         "author": [ 
            "Mathis Kelm","Sina Ackermann","Ivan Buntic","Edward Coltman","Bernd Flemisch","Dennis Gläser","Christoph Grüninger","Katharina Heck","Johannes Hommel","Leon Keim","Stefanie Kiemle","Timo Koch","Melanie Lipp","Martin Schneider","Theresa Schollenberger","Leopold Stadler","Martin Utz","Maziar Veyskarami","Yue Wang","Kai Wendel","David Werner","Hanchuan Wu"
         ],
         "authors": [
         	
            	{"first" : "Mathis",	"last" : "Kelm"},
            	{"first" : "Sina",	"last" : "Ackermann"},
            	{"first" : "Ivan",	"last" : "Buntic"},
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Katharina",	"last" : "Heck"},
            	{"first" : "Johannes",	"last" : "Hommel"},
            	{"first" : "Leon",	"last" : "Keim"},
            	{"first" : "Stefanie",	"last" : "Kiemle"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Melanie",	"last" : "Lipp"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Theresa",	"last" : "Schollenberger"},
            	{"first" : "Leopold",	"last" : "Stadler"},
            	{"first" : "Martin",	"last" : "Utz"},
            	{"first" : "Maziar",	"last" : "Veyskarami"},
            	{"first" : "Yue",	"last" : "Wang"},
            	{"first" : "Kai",	"last" : "Wendel"},
            	{"first" : "David",	"last" : "Werner"},
            	{"first" : "Hanchuan",	"last" : "Wu"}
         ],
         
         "bemerkung" : "gehoert zu Software",
         
         "doi" : "10.18419/DARUS-3247",
         
         "bibtexKey": "https://doi.org/10.18419/darus-3247"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/22e9a881b0586464d16414cc57368ad8a/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-5","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "2e9a881b0586464d16414cc57368ad8a",
         "interHash" : "415d97d4a71ccd280e5bb354bffd228e",
         "label" : "DuMux 3.4.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 8,
         "pub-type": "dataset",
         "publisher":"Zenodo",
         "year": "2021", 
         "url": "https://zenodo.org/doi/10.5281/zenodo.5152939", 
         
         "author": [ 
            "Hanchuan Wu","Beatrix Becker","Samuel Burbulla","Edward Coltman","Simon Emmert","Bernd Flemisch","Dennis Gläser","Christoph Grüninger","Katharina Heck","Johannes Hommel","Tim Jupe","Mathis Kelm","Timo Koch","Melanie Lipp","Farid Mohammadi","Dmitry Pavlov","Frank Platzek","Martin Schneider","Theresa Schollenberger","Gabriele Seitz","Leopold Stadler","Martin Utz","Maziar Veyskarami","Yue Wang","Felix Weinhardt","Kilian Weishaupt","David Werner","Roman Winter"
         ],
         "authors": [
         	
            	{"first" : "Hanchuan",	"last" : "Wu"},
            	{"first" : "Beatrix",	"last" : "Becker"},
            	{"first" : "Samuel",	"last" : "Burbulla"},
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Simon",	"last" : "Emmert"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Katharina",	"last" : "Heck"},
            	{"first" : "Johannes",	"last" : "Hommel"},
            	{"first" : "Tim",	"last" : "Jupe"},
            	{"first" : "Mathis",	"last" : "Kelm"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Melanie",	"last" : "Lipp"},
            	{"first" : "Farid",	"last" : "Mohammadi"},
            	{"first" : "Dmitry",	"last" : "Pavlov"},
            	{"first" : "Frank",	"last" : "Platzek"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Theresa",	"last" : "Schollenberger"},
            	{"first" : "Gabriele",	"last" : "Seitz"},
            	{"first" : "Leopold",	"last" : "Stadler"},
            	{"first" : "Martin",	"last" : "Utz"},
            	{"first" : "Maziar",	"last" : "Veyskarami"},
            	{"first" : "Yue",	"last" : "Wang"},
            	{"first" : "Felix",	"last" : "Weinhardt"},
            	{"first" : "Kilian",	"last" : "Weishaupt"},
            	{"first" : "David",	"last" : "Werner"},
            	{"first" : "Roman",	"last" : "Winter"}
         ],
         
         "copyright" : "GNU General Public License v3.0 or later",
         
         "bemerkung" : "gehoert zu Software",
         
         "doi" : "10.5281/ZENODO.5152939",
         
         "bibtexKey": "https://doi.org/10.5281/zenodo.5152939"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/24f0e30891429c98124bd5070de18cbb3/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-5","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "4f0e30891429c98124bd5070de18cbb3",
         "interHash" : "e11a3aa127aa1323570afe2db7064739",
         "label" : "DuMux 3.5.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 6,
         "pub-type": "misc",
         "publisher":"Zenodo",
         "year": "2022", 
         "url": "https://zenodo.org/doi/10.5281/zenodo.6606582", 
         
         "author": [ 
            "Yue Wang","Sina Ackermann","Ivan Buntic","Holger Class","Edward Coltman","Simon Emmert","Bernd Flemisch","Dennis Gläser","Christoph Grüninger","Katharina Heck","Johannes Hommel","Mathis Kelm","Stefanie Kiemle","Timo Koch","Melanie Lipp","Farid Mohammadi","Dmitry Pavlov","Martin Schneider","Theresa Schollenberger","Leopold Stadler","Martin Utz","Maziar Veyskarami","Felix Weinhardt","Kilian Weishaupt","Roman Winter","Hanchuan Wu"
         ],
         "authors": [
         	
            	{"first" : "Yue",	"last" : "Wang"},
            	{"first" : "Sina",	"last" : "Ackermann"},
            	{"first" : "Ivan",	"last" : "Buntic"},
            	{"first" : "Holger",	"last" : "Class"},
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Simon",	"last" : "Emmert"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Katharina",	"last" : "Heck"},
            	{"first" : "Johannes",	"last" : "Hommel"},
            	{"first" : "Mathis",	"last" : "Kelm"},
            	{"first" : "Stefanie",	"last" : "Kiemle"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Melanie",	"last" : "Lipp"},
            	{"first" : "Farid",	"last" : "Mohammadi"},
            	{"first" : "Dmitry",	"last" : "Pavlov"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Theresa",	"last" : "Schollenberger"},
            	{"first" : "Leopold",	"last" : "Stadler"},
            	{"first" : "Martin",	"last" : "Utz"},
            	{"first" : "Maziar",	"last" : "Veyskarami"},
            	{"first" : "Felix",	"last" : "Weinhardt"},
            	{"first" : "Kilian",	"last" : "Weishaupt"},
            	{"first" : "Roman",	"last" : "Winter"},
            	{"first" : "Hanchuan",	"last" : "Wu"}
         ],
         
         "copyright" : "GNU General Public License v3.0 or later",
         
         "bemerkung" : "gehoert zu Software",
         
         "doi" : "10.5281/ZENODO.6606582",
         
         "bibtexKey": "https://doi.org/10.5281/zenodo.6606582"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2ebf63887a9710454b98647aa79246174/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-5","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "ebf63887a9710454b98647aa79246174",
         "interHash" : "830d0a7568014fee74d9c294aca62b40",
         "label" : "DuMux 3.3.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 7,
         "pub-type": "misc",
         "publisher":"Zenodo",
         "year": "2020", 
         "url": "https://zenodo.org/record/4271486", 
         
         "author": [ 
            "Kilian Weishaupt","Holger Class","Edward Coltman","Simon Emmert","Bernd Flemisch","Dennis Gläser","Christoph Grüninger","Katharina Heck","Tim Jupe","Mathis Kelm","Timo Koch","Theresa Kurz","Melanie Lipp","Farid Mohammadi","Samuel Scherrer","Martin Schneider","Leopold Stadler","Maziar Veyskarami","Yue Wang","Roman Winter","Hanchuan Wu"
         ],
         "authors": [
         	
            	{"first" : "Kilian",	"last" : "Weishaupt"},
            	{"first" : "Holger",	"last" : "Class"},
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Simon",	"last" : "Emmert"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Katharina",	"last" : "Heck"},
            	{"first" : "Tim",	"last" : "Jupe"},
            	{"first" : "Mathis",	"last" : "Kelm"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Theresa",	"last" : "Kurz"},
            	{"first" : "Melanie",	"last" : "Lipp"},
            	{"first" : "Farid",	"last" : "Mohammadi"},
            	{"first" : "Samuel",	"last" : "Scherrer"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Leopold",	"last" : "Stadler"},
            	{"first" : "Maziar",	"last" : "Veyskarami"},
            	{"first" : "Yue",	"last" : "Wang"},
            	{"first" : "Roman",	"last" : "Winter"},
            	{"first" : "Hanchuan",	"last" : "Wu"}
         ],
         
         "copyright" : "GNU General Public License v3.0 or later",
         
         "bemerkung" : "gehoert zu Software",
         
         "doi" : "10.5281/ZENODO.4271486",
         
         "bibtexKey": "https://doi.org/10.5281/zenodo.4271486"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2f036038217368193b3eb4534fc01a401/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-5","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "f036038217368193b3eb4534fc01a401",
         "interHash" : "227358ac97414917c556ed9c1bc46f33",
         "label" : "DuMuX 3.2.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 7,
         "pub-type": "misc",
         "publisher":"Zenodo",
         "year": "2020", 
         "url": "https://zenodo.org/record/3784768", 
         
         "author": [ 
            "Edward Coltman","Sina Ackermann","Beatrix Becker","Markus Blatt","Samuel Burbulla","Holger Class","Simon Emmert","Bernd Flemisch","Dennis Gläser","Christoph Grüninger","Katharina Heck","Johannes Hommel","Tim Jupe","Timo Koch","Theresa Kurz","Melanie Lipp","Farid Mohammadi","Martin Schneider","Gabriele Seitz","Leopold Stadler","Martin Utz","Maziar Veyskarami","Felix Weinhardt","Kilian Weishaupt","Roman Winter"
         ],
         "authors": [
         	
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Sina",	"last" : "Ackermann"},
            	{"first" : "Beatrix",	"last" : "Becker"},
            	{"first" : "Markus",	"last" : "Blatt"},
            	{"first" : "Samuel",	"last" : "Burbulla"},
            	{"first" : "Holger",	"last" : "Class"},
            	{"first" : "Simon",	"last" : "Emmert"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Katharina",	"last" : "Heck"},
            	{"first" : "Johannes",	"last" : "Hommel"},
            	{"first" : "Tim",	"last" : "Jupe"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Theresa",	"last" : "Kurz"},
            	{"first" : "Melanie",	"last" : "Lipp"},
            	{"first" : "Farid",	"last" : "Mohammadi"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Gabriele",	"last" : "Seitz"},
            	{"first" : "Leopold",	"last" : "Stadler"},
            	{"first" : "Martin",	"last" : "Utz"},
            	{"first" : "Maziar",	"last" : "Veyskarami"},
            	{"first" : "Felix",	"last" : "Weinhardt"},
            	{"first" : "Kilian",	"last" : "Weishaupt"},
            	{"first" : "Roman",	"last" : "Winter"}
         ],
         
         "copyright" : "GNU General Public License v3.0 or later",
         
         "bemerkung" : "gehoert zu Software/Data",
         
         "doi" : "10.5281/ZENODO.3784768",
         
         "bibtexKey": "https://doi.org/10.5281/zenodo.3784768"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/29c79a23ab4b45b4a3e0d262b76e1aca5/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-6","PN5","PN5-2A","unclear"
         ],
         
         "intraHash" : "9c79a23ab4b45b4a3e0d262b76e1aca5",
         "interHash" : "0a5b165c8a77dba30acdb6eb93091270",
         "label" : "DuMux 3.8.0",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-10-07 09:24:07",
         "changeDate" : "2024-10-07 09:24:07",
         "count" : 7,
         "pub-type": "dataset",
         "publisher":"DaRUS",
         "year": "2023", 
         "url": "https://darus.uni-stuttgart.de/citation?persistentId=doi:10.18419/darus-3788", 
         
         "author": [ 
            "Ivan Buntic","Edward Coltman","Bernd Flemisch","Tufan Ghosh","Dennis Gläser","Christoph Grüninger","Johannes Hommel","Leon Keim","Mathis Kelm","Timo Koch","Anna Mareike Kostelecky","Melanie Lipp","Hamza Oukili","Martin Schneider","Martin Utz","Yue Wang","Kilian Weishaupt","Kai Wendel","Roman Winter","Hanchuan Wu"
         ],
         "authors": [
         	
            	{"first" : "Ivan",	"last" : "Buntic"},
            	{"first" : "Edward",	"last" : "Coltman"},
            	{"first" : "Bernd",	"last" : "Flemisch"},
            	{"first" : "Tufan",	"last" : "Ghosh"},
            	{"first" : "Dennis",	"last" : "Gläser"},
            	{"first" : "Christoph",	"last" : "Grüninger"},
            	{"first" : "Johannes",	"last" : "Hommel"},
            	{"first" : "Leon",	"last" : "Keim"},
            	{"first" : "Mathis",	"last" : "Kelm"},
            	{"first" : "Timo",	"last" : "Koch"},
            	{"first" : "Anna Mareike",	"last" : "Kostelecky"},
            	{"first" : "Melanie",	"last" : "Lipp"},
            	{"first" : "Hamza",	"last" : "Oukili"},
            	{"first" : "Martin",	"last" : "Schneider"},
            	{"first" : "Martin",	"last" : "Utz"},
            	{"first" : "Yue",	"last" : "Wang"},
            	{"first" : "Kilian",	"last" : "Weishaupt"},
            	{"first" : "Kai",	"last" : "Wendel"},
            	{"first" : "Roman",	"last" : "Winter"},
            	{"first" : "Hanchuan",	"last" : "Wu"}
         ],
         
         "bemerkung" : "gehoert zu Software",
         
         "doi" : "10.18419/DARUS-3788",
         
         "bibtexKey": "https://doi.org/10.18419/darus-3788"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2bd939eef78c303b90b13abc28e29ad5c/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","misc"
         ],
         
         "intraHash" : "bd939eef78c303b90b13abc28e29ad5c",
         "interHash" : "ef4bada2e11aa26557f1d2eaed2e7b04",
         "label" : "Numerical analysis of heat transfer during cooling of supercritical fluid by means of direct numerical simulation",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 3,
         "pub-type": "article",
         "journal": "High Performance Computing in Science and Engineering' 17: Transactions of the High Performance Computing Center, Stuttgart (HLRS) 2017",
         "year": "2018", 
         "url": "", 
         
         "author": [ 
            "S. Pandey","X. Chu","E. Laurien"
         ],
         "authors": [
         	
            	{"first" : "S.",	"last" : "Pandey"},
            	{"first" : "X.",	"last" : "Chu"},
            	{"first" : "E.",	"last" : "Laurien"}
         ],
         "pages": "241-254",
         "bibtexKey": "Chu2018"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2c5fe690ae883f4fdfe1f7377312f85c6/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "c5fe690ae883f4fdfe1f7377312f85c6",
         "interHash" : "12d4f017f5408db451db807010c313b5",
         "label" : "Investigation of in-tube cooling of carbon dioxide at supercritical pressure by means of direct numerical simulation",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 8,
         "pub-type": "article",
         "journal": "International Journal of Heat and Mass Transfer",
         "year": "2017", 
         "url": "", 
         
         "author": [ 
            "S. Pandey","X. Chu","E. Laurien"
         ],
         "authors": [
         	
            	{"first" : "S.",	"last" : "Pandey"},
            	{"first" : "X.",	"last" : "Chu"},
            	{"first" : "E.",	"last" : "Laurien"}
         ],
         "volume": "114","pages": "944-957",
         "bibtexKey": "Chu2017"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2c114e915bd8f9cd11066761253a63ae8/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "c114e915bd8f9cd11066761253a63ae8",
         "interHash" : "ab8f83ce23ccec76efcba3c7f8af646e",
         "label" : "Flow stratification of supercritical CO<inf>2</inf> in a heated horizontal pipe",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 2,
         "pub-type": "article",
         "journal": "Journal of Supercritical Fluids",
         "year": "2016", 
         "url": "", 
         
         "author": [ 
            "X. Chu","E. Laurien"
         ],
         "authors": [
         	
            	{"first" : "X.",	"last" : "Chu"},
            	{"first" : "E.",	"last" : "Laurien"}
         ],
         "volume": "116","pages": "172-189",
         "bibtexKey": "Chu2016"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/23d9341d54c4faf3cedd08daa66209343/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "3d9341d54c4faf3cedd08daa66209343",
         "interHash" : "e9dc7b7d5210be92324970b5b65ec1ce",
         "label" : "Direct numerical simulation of convective heat transfer in porous media",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 14,
         "pub-type": "article",
         "journal": "International Journal of Heat and Mass Transfer",
         "year": "2019", 
         "url": "", 
         
         "author": [ 
            "X. Chu","G. Yang","S. Pandey","B. Weigand"
         ],
         "authors": [
         	
            	{"first" : "X.",	"last" : "Chu"},
            	{"first" : "G.",	"last" : "Yang"},
            	{"first" : "S.",	"last" : "Pandey"},
            	{"first" : "B.",	"last" : "Weigand"}
         ],
         "pages": "11-20",
         "bibtexKey": "Chu2019"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2c675bcd2f646f9ae2339998970ed3edf/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "c675bcd2f646f9ae2339998970ed3edf",
         "interHash" : "5700d1e509ced4225180201bcd6f6315",
         "label" : "Non-intrusive, transferable model for coupled turbulent channel-porous media flow based upon neural networks",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 6,
         "pub-type": "article",
         "journal": "Physics of Fluids",
         "year": "2024", 
         "url": "http://dx.doi.org/10.1063/5.0189632", 
         
         "author": [ 
            "Xu Chu","Sandeep Pandey"
         ],
         "authors": [
         	
            	{"first" : "Xu",	"last" : "Chu"},
            	{"first" : "Sandeep",	"last" : "Pandey"}
         ],
         "abstract": "<jats:p>Turbulent flow over permeable interfaces is omnipresent featuring complex flow topology. In this work, a data-driven, end-to-end machine learning model has been developed to model the turbulent flow in porous media. For the same, we have derived a non-linear reduced order model (ROM) with a deep convolution autoencoder. This model can reduce highly resolved spatial dimensions, which is a prerequisite for direct numerical simulation, by 99%. A downstream recurrent neural network has been trained to capture the temporal trend of reduced modes; thus, it is able to provide future evolution of modes. We further evaluate the trained model's capability on a newer dataset with a different porosity. In such cases, fine-tuning could reduce the efforts (up to two-order of magnitude) to train a model with limited dataset (10%) and knowledge and still show a good agreement on the mean velocity profile. Especially, the fine-tuned model shows a better agreement in the porous domain than the channel and interface areas indicating the topological feature is less challenging for training than the multi-scale nature of the turbulent flows. Leveraging the current model, we find that even quick fine-tuning achieves an impressive order-of-magnitude reduction in training time by approximately O(102) and still results in effective flow predictions. This promising discovery encourages the fast development of a substantial amount of data-driven models tailored for various types of porous media. The diminished training time substantially lowers the computational cost when dealing with changing porous topologies, making it feasible to systematically explore interface engineering with different types of porous media.</jats:p>",
         "issn" : "1070-6631",
         
         "preprinturl" : "10.48550/ARXIV.2311.15600",
         
         "doi" : "10.1063/5.0189632",
         
         "bibtexKey": "chu2024nonintrusive"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2b38e45c1e03d5e9da84e7badc25ee32c/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "b38e45c1e03d5e9da84e7badc25ee32c",
         "interHash" : "c3e7c84114770635df0909047f0aee67",
         "label" : "Numerical simulation of single bubble evolution in low gravity with fluctuation",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 8,
         "pub-type": "article",
         "journal": "International Communications in Heat and Mass Transfer","publisher":"Elsevier BV",
         "year": "2022", 
         "url": "https://doi.org/10.1016%2Fj.icheatmasstransfer.2021.105828", 
         
         "author": [ 
            "Tianhao Yi","Xu Chu","Bin Wang","Jingyi Wu","Guang Yang"
         ],
         "authors": [
         	
            	{"first" : "Tianhao",	"last" : "Yi"},
            	{"first" : "Xu",	"last" : "Chu"},
            	{"first" : "Bin",	"last" : "Wang"},
            	{"first" : "Jingyi",	"last" : "Wu"},
            	{"first" : "Guang",	"last" : "Yang"}
         ],
         "volume": "130","pages": "105828",
         "doi" : "10.1016/j.icheatmasstransfer.2021.105828",
         
         "bibtexKey": "Yi_2022"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2c6ef962f7b01cff3233639b53245e27c/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","misc"
         ],
         
         "intraHash" : "c6ef962f7b01cff3233639b53245e27c",
         "interHash" : "324f0bd1174c1cfe6c052e26f20fe4c1",
         "label" : "An Investigation of Information Flux between Turbulent Boundary Layer and Porous Medium",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 5,
         "pub-type": "incollection",
         "journal": "High Performance Computing in Science and Engineering '22",
         "year": "2024", 
         "url": "http://dx.doi.org/10.1007/978-3-031-46870-4_13", 
         
         "author": [ 
            "Xu Chu","Wenkang Wang","Bernhard Weigand"
         ],
         "authors": [
         	
            	{"first" : "Xu",	"last" : "Chu"},
            	{"first" : "Wenkang",	"last" : "Wang"},
            	{"first" : "Bernhard",	"last" : "Weigand"}
         ],
         
         "isbn" : "9783031468698",
         
         "preprinturl" : "10.48550/ARXIV.2312.00527",
         
         "doi" : "10.1007/978-3-031-46870-4_13",
         
         "bibtexKey": "chu2024investigation"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/2083545175e8a9e3af5e8b7a37fc6e4ae/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","misc"
         ],
         
         "intraHash" : "083545175e8a9e3af5e8b7a37fc6e4ae",
         "interHash" : "3e0a5e2333a715454a6cacb1816f1f18",
         "label" : "Celebration of Professor Bernhard Weigand on his 60th birthday",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 6,
         "pub-type": "article",
         "journal": "International Journal of Heat and Mass Transfer","publisher":"Elsevier BV",
         "year": "2022", 
         "url": "https://doi.org/10.1016%2Fj.ijheatmasstransfer.2022.122626", 
         
         "author": [ 
            "Xu Chu","Guang Yang","Alexandros Terzis","Visakh Vaikuntanathan","Wenkang Wang","Zhouhang Li","Grazia Lamanna","Stephanie Fest-Santini","Maurizio Santini","Gianpietro Elvio Cossali","Phillip Ligrani","Bassam A. Younis","Michael Crawford","Peter Ott","Jürgen Köhler","Christian Rohde","Claus-Dieter Munz","Rainer Helmig","Tianshou Zhao"
         ],
         "authors": [
         	
            	{"first" : "Xu",	"last" : "Chu"},
            	{"first" : "Guang",	"last" : "Yang"},
            	{"first" : "Alexandros",	"last" : "Terzis"},
            	{"first" : "Visakh",	"last" : "Vaikuntanathan"},
            	{"first" : "Wenkang",	"last" : "Wang"},
            	{"first" : "Zhouhang",	"last" : "Li"},
            	{"first" : "Grazia",	"last" : "Lamanna"},
            	{"first" : "Stephanie",	"last" : "Fest-Santini"},
            	{"first" : "Maurizio",	"last" : "Santini"},
            	{"first" : "Gianpietro Elvio",	"last" : "Cossali"},
            	{"first" : "Phillip",	"last" : "Ligrani"},
            	{"first" : "Bassam A.",	"last" : "Younis"},
            	{"first" : "Michael",	"last" : "Crawford"},
            	{"first" : "Peter",	"last" : "Ott"},
            	{"first" : "Jürgen",	"last" : "Köhler"},
            	{"first" : "Christian",	"last" : "Rohde"},
            	{"first" : "Claus-Dieter",	"last" : "Munz"},
            	{"first" : "Rainer",	"last" : "Helmig"},
            	{"first" : "Tianshou",	"last" : "Zhao"}
         ],
         "volume": "188","pages": "122626",
         "doi" : "10.1016/j.ijheatmasstransfer.2022.122626",
         
         "bibtexKey": "Chu_2022"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/261bc91409b8a4e3fa60c6a4169e540c8/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-5","PN1-7","selected"
         ],
         
         "intraHash" : "61bc91409b8a4e3fa60c6a4169e540c8",
         "interHash" : "00e3ff542ffdc825427d0614ea5cbb7c",
         "label" : "An assessment of turbulence transportation near regular and random permeable interfaces",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 10,
         "pub-type": "article",
         "journal": "Physics of Fluids","publisher":"AIP Publishing",
         "year": "2021", 
         "url": "https://doi.org/10.1063%2F5.0069311", 
         
         "author": [ 
            "Wenkang Wang","Guang Yang","Cenk Evrim","Alexandros Terzis","Rainer Helmig","Xu Chu"
         ],
         "authors": [
         	
            	{"first" : "Wenkang",	"last" : "Wang"},
            	{"first" : "Guang",	"last" : "Yang"},
            	{"first" : "Cenk",	"last" : "Evrim"},
            	{"first" : "Alexandros",	"last" : "Terzis"},
            	{"first" : "Rainer",	"last" : "Helmig"},
            	{"first" : "Xu",	"last" : "Chu"}
         ],
         "volume": "33","number": "11","pages": "115103",
         "doi" : "10.1063/5.0069311",
         
         "bibtexKey": "Wang_2021"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/22d8428f82225b6abe5e1005e1739e552/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "2d8428f82225b6abe5e1005e1739e552",
         "interHash" : "a60f98ef3b1b174bc40a4ceaec3ff524",
         "label" : "A modified convective heat transfer model for heated pipe flow of supercritical carbon dioxide",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 9,
         "pub-type": "article",
         "journal": "International Journal of Thermal Sciences",
         "year": "2017", 
         "url": "", 
         
         "author": [ 
            "S. Pandey","E. Laurien","X. Chu"
         ],
         "authors": [
         	
            	{"first" : "S.",	"last" : "Pandey"},
            	{"first" : "E.",	"last" : "Laurien"},
            	{"first" : "X.",	"last" : "Chu"}
         ],
         "volume": "117","pages": "227-238",
         "bibtexKey": "Chu2017"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/20730aba9ca6da73df7080db07791f3ae/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "0730aba9ca6da73df7080db07791f3ae",
         "interHash" : "08b33ee8970f6bbf292c790d58f8a6fc",
         "label" : "Direct numerical simulation of strongly heated air flow in a vertical pipe",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 9,
         "pub-type": "article",
         "journal": "International Journal of Heat and Mass Transfer",
         "year": "2016", 
         "url": "", 
         
         "author": [ 
            "X. Chu","E. Laurien","D.M. McEligot"
         ],
         "authors": [
         	
            	{"first" : "X.",	"last" : "Chu"},
            	{"first" : "E.",	"last" : "Laurien"},
            	{"first" : "D.M.",	"last" : "McEligot"}
         ],
         "volume": "101","pages": "1163-1176",
         "bibtexKey": "Chu2016"

      }
,
      {
         "type" : "Publication",
         "id"   : "https://puma.ub.uni-stuttgart.de/bibtex/26f74908e064867784dd6084ca4a71d18/testusersimtech",         
         "tags" : [
            "EXC2075","PN1","PN1-7","selected"
         ],
         
         "intraHash" : "6f74908e064867784dd6084ca4a71d18",
         "interHash" : "d517ef2a864cad75dc4973612aac0b51",
         "label" : "Flow turbulence topology in regular porous media: From macroscopic to microscopic scale with direct numerical simulation",
         "user" : "testusersimtech",
         "description" : "",
         "date" : "2024-09-16 14:37:42",
         "changeDate" : "2024-09-16 14:37:42",
         "count" : 12,
         "pub-type": "article",
         "journal": "Physics of Fluids",
         "year": "2018", 
         "url": "", 
         
         "author": [ 
            "X. Chu","B. Weigand","V. Vaikuntanathan"
         ],
         "authors": [
         	
            	{"first" : "X.",	"last" : "Chu"},
            	{"first" : "B.",	"last" : "Weigand"},
            	{"first" : "V.",	"last" : "Vaikuntanathan"}
         ],
         "volume": "30","number": "6",
         "bibtexKey": "Chu2018"

      }
	  
   ]
}
