{"authors":[{"id":"orcid_______::a6b8e981f4af5ee775847bcb415bcd67","fullName":"Galvez-Aranda, Diego","name":"Diego","surname":"Galvez-Aranda","rank":1,"pid":{"id":{"scheme":"orcid","value":"0000-0002-5427-0220"},"provenance":null}},{"id":"orcid_______::7ff109c65c6467c91a9caf3037e3670d","fullName":"Fernandez, Francisco","name":"Francisco","surname":"Fernandez","rank":2,"pid":{"id":{"scheme":"orcid","value":"0000-0002-4052-5421"},"provenance":null}},{"id":"orcid_______::cc27bba2f52f5a90181137882e2b2978","fullName":"Franco, Alejandro","name":"Alejandro","surname":"Franco","rank":3,"pid":{"id":{"scheme":"orcid","value":"0000-0001-7362-7849"},"provenance":null}}],"openAccessColor":null,"publiclyFunded":false,"eoscIfGuidelines":null,"type":"publication","language":{"code":"eng","label":"English"},"countries":[{"code":"FR","label":"France","provenance":null}],"subjects":[{"subject":{"scheme":"keyword","value":"[CHIM.MATE] Chemical Sciences/Material chemistry"},"provenance":null},{"subject":{"scheme":"keyword","value":"electrode microstructure"},"provenance":null},{"subject":{"scheme":"keyword","value":"physics-assisted deep learning"},"provenance":null},{"subject":{"scheme":"keyword","value":"manufacturing process"},"provenance":null},{"subject":{"scheme":"keyword","value":"artificial intelligence"},"provenance":null},{"subject":{"scheme":"keyword","value":"lithium ion batteries"},"provenance":null}],"mainTitle":"Physics-Assisted Machine Learning for the Simulation of the Slurry Drying in the Manufacturing Process of Battery Electrodes: A Hybrid Time-Dependent VGG16-DEM Model","subTitle":null,"descriptions":["In this study, we present a hybrid Physics-Assisted Machine Learning (PAML) model that integrates Deep Learning (DL) techniques with the classical Discrete Element Method (DEM) to simulate slurry drying during a lithium-ion battery electrode manufacturing process. This model predicts the microstructure evolution leading to the formation of the electrode as a time-series along the drying process. The hybrid approach consists in performing a certain amount of DEM simulation steps, nDEM, after every DL prediction, mitigating the risk of unphysical predictions, like overlapping particles. Our PAML model was rigorously tested by evaluating different functional metrics of the predicted electrodes, including density, porosity, tortuosity factor, and radial distribution function. We conducted an in-depth analysis of performance versus accuracy, particularly focusing on the impact of the nDEM hyperparameter, which represents the number of DEM steps executed between two subsequent DL predictions. Despite the model being trained on a specific formulation (96% of Active Material, AM, and 4% of Carbon Binder Domain, CBD), it demonstrated exceptional generalization capability when used to extrapolate to a different formulation (94% AM and 6% CBD). This adaptability highlights the robustness of our PAML hybrid approach. Furthermore, the integration of DL significantly reduced the computational cost versus the original DEM model simulation, decreasing the calculation time from 615 to 36 min for the whole slurry drying simulation process. Our findings underscore the potential of combining ML with traditional simulation methods to enhance efficiency and accuracy in the field of electrode manufacturing."],"publicationDate":"2025-05-06","publisher":"American Chemical Society (ACS)","embargoEndDate":null,"sources":["Crossref","ACS Applied Materials & Interfaces"],"formats":null,"contributors":["DESSAIVRE, Louise"],"coverages":null,"bestAccessRight":{"code":"c_14cb","label":"CLOSED","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/"},"container":{"name":"ACS Applied Materials & Interfaces","issnPrinted":"1944-8244","issnOnline":"1944-8252","issnLinking":null,"ep":"32162","iss":null,"sp":"32150","vol":"17","edition":null,"conferencePlace":null,"conferenceDate":null},"documentationUrls":null,"codeRepositoryUrl":null,"programmingLanguage":null,"contactPeople":null,"contactGroups":null,"tools":null,"size":null,"version":null,"geoLocations":null,"id":"doi_dedup___::ec357c2fefc302ed1fff9bab94a294e1","originalIds":["10.1021/acsami.4c23103","50|doiboost____|ec357c2fefc302ed1fff9bab94a294e1","40327815","50|od______3430::7076157cfc2353d02a9c039168095c8a","oai:HAL:hal-05062016v1","50|od______4596::7076157cfc2353d02a9c039168095c8a","50|r3c4b2081b22::e3bd83396d721521654cc3450aa684c9","10.1021/ACSAMI.4C23103","50|sygma_______::ec357c2fefc302ed1fff9bab94a294e1"],"pids":[{"scheme":"doi","value":"10.1021/acsami.4c23103"},{"scheme":"pmid","value":"40327815"}],"dateOfCollection":null,"lastUpdateTimeStamp":null,"indicators":{"citationImpact":{"citationCount":11.0,"influence":2.4543934E-9,"popularity":9.462343E-9,"impulse":11.0,"citationClass":"C4","influenceClass":"C5","impulseClass":"C4","popularityClass":"C4"}},"projects":[{"id":"corda_____he::f24d8537605ea73952013bba64b87d55","code":"101135486","acronym":"DigiCell","title":"BATTERY MATERIAL CHARACTERISATION AND DIGITAL TWINS FOR CELL TO PACK PERFORMANCE IN AGILE MANUFACTURING PILOT LINES AND AUTOMOTIVE FIELD","funder":"European Commission","pids":[{"scheme":"doi","value":"10.3030/101135486"}]},{"id":"anr_________::b9f89970d442fd8b31876d20dfc02486","code":"ANR-22-PEBA-0002","acronym":"BATMAN","title":null,"funder":"French National Research Agency (ANR)","pids":null}],"organizations":[{"legalName":"Ministry of Higher Education and Research","acronym":"MESR","id":"openorgs____::215a188327fcf8e636bdf0d92ca59ded","pids":[{"scheme":"PIC","value":"999822263"},{"scheme":"fundref","value":"501100011045"},{"scheme":"ROR","value":"https://ror.org/03sjk9a61"},{"scheme":"fundref","value":"501100004562"},{"scheme":"FundRef","value":"501100011045"},{"scheme":"fundref","value":"501100004792"},{"scheme":"fundref","value":"100012948"},{"scheme":"fundref","value":"501100004793"},{"scheme":"FundRef","value":"501100004562"},{"scheme":"FundRef","value":"100012948"},{"scheme":"GRID","value":"grid.425729.f"},{"scheme":"FundRef","value":"501100004792"},{"scheme":"RRID","value":"RRID:nlx_143604"},{"scheme":"Wikidata","value":"Q2726949"},{"scheme":"FundRef","value":"501100004793"},{"scheme":"ISNI","value":"0000000123695464"},{"scheme":"RRID","value":"RRID:SCR_005532"},{"scheme":"wikidata","value":"Q2726949"},{"scheme":"OrgRef","value":"31700316"}]},{"legalName":"University of Nantes","acronym":"University of Nantes","id":"openorgs____::f9a6d2089c93c654b6076b0c14872813","pids":[{"scheme":"ROR","value":"https://ror.org/03gnr7b55"},{"scheme":"OrgRef","value":"2153532"},{"scheme":"PIC","value":"999854176"},{"scheme":"ISNI","value":"0000000121890784"},{"scheme":"fundref","value":"501100009371"},{"scheme":"wikidata","value":"Q259388"},{"scheme":"GRID","value":"grid.4817.a"},{"scheme":"FundRef","value":"501100009371"},{"scheme":"Wikidata","value":"Q259388"}]},{"legalName":"Aix-Marseille University","acronym":"AMU","id":"openorgs____::15f2d0993187da791e8efa1f431d6c6c","pids":[{"scheme":"fundref","value":"100007587"},{"scheme":"Wikidata","value":"Q1204304"},{"scheme":"OrgRef","value":"27463842"},{"scheme":"FundRef","value":"100007586"},{"scheme":"FundRef","value":"100007587"},{"scheme":"ROR","value":"https://ror.org/035xkbk20"},{"scheme":"ISNI","value":"0000000121764817"},{"scheme":"OrgRef","value":"4876289"},{"scheme":"wikidata","value":"Q2302586"},{"scheme":"Wikidata","value":"Q2302586"},{"scheme":"wikidata","value":"Q1687719"},{"scheme":"fundref","value":"100007586"},{"scheme":"GRID","value":"grid.5399.6"},{"scheme":"OrgRef","value":"23084087"},{"scheme":"wikidata","value":"Q1204304"},{"scheme":"Wikidata","value":"Q1687719"}]},{"legalName":"University of Montpellier","acronym":"UM","id":"openorgs____::bf8d03413d836e6d5d05846bc5581147","pids":[{"scheme":"fundref","value":"501100008222"},{"scheme":"Wikidata","value":"Q776223"},{"scheme":"OrgRef","value":"47000799"},{"scheme":"GRID","value":"grid.121334.6"},{"scheme":"ROR","value":"https://ror.org/051escj72"},{"scheme":"PIC","value":"999837783"},{"scheme":"ISNI","value":"0000000120970141"},{"scheme":"PIC","value":"999875322"},{"scheme":"PIC","value":"933640521"},{"scheme":"wikidata","value":"Q776223"},{"scheme":"FundRef","value":"501100008222"}]},{"legalName":"Grenoble Alpes University","acronym":"UGA","id":"openorgs____::acf2cdf9deb58b1a9aa0369014ccde51","pids":[{"scheme":"ROR","value":"https://ror.org/02rx3b187"},{"scheme":"RNSR","value":"RNSR:201521275P"},{"scheme":"RNSR","value":"RNSR:200317671Z"},{"scheme":"RNSR","value":"RNSR:201119454C"},{"scheme":"RNSR","value":"RNSR:200711931T"},{"scheme":"GRID","value":"grid.450307.5"},{"scheme":"fundref","value":"100013349"},{"scheme":"RNSR","value":"RNSR:199511969L"},{"scheme":"FundRef","value":"100013349"},{"scheme":"RNSR","value":"RNSR:199511964F"},{"scheme":"PIC","value":"999907429"},{"scheme":"RNSR","value":"RNSR:199113164C"},{"scheme":"Wikidata","value":"Q945876"},{"scheme":"RNSR","value":"RNSR:201119445T"},{"scheme":"PIC","value":"924833212"},{"scheme":"fundref","value":"100012952"},{"scheme":"OrgReg","value":"FR0335"},{"scheme":"RNSR","value":"RNSR:200710869N"},{"scheme":"RNSR","value":"RNSR:199113161Z"},{"scheme":"RNSR","value":"RNSR:200311834E"},{"scheme":"wikidata","value":"Q945876"},{"scheme":"RNSR","value":"RNSR:200711891Z"},{"scheme":"RNSR","value":"RNSR:199911790Z"},{"scheme":"RNSR","value":"RNSR:201622378J"},{"scheme":"RNSR","value":"RNSR:200711915A"},{"scheme":"RNSR","value":"RNSR:199511789R"},{"scheme":"PIC","value":"990453906"},{"scheme":"RNSR","value":"RNSR:201119432D"},{"scheme":"RNSR","value":"RNSR:201722374A"},{"scheme":"FundRef","value":"100012952"},{"scheme":"RNSR","value":"RNSR:200711886U"},{"scheme":"RNSR","value":"RNSR:200716488W"},{"scheme":"PIC","value":"897379108"},{"scheme":"RNSR","value":"RNSR:199512018P"},{"scheme":"RNSR","value":"RNSR:199911754K"},{"scheme":"RNSR","value":"RNSR:201622165C"}]},{"legalName":"Aix Marseille Université","acronym":"Aix Marseille Université","id":"pending_org_::96c3080a5a7c8117e4065d541542e415","pids":null},{"legalName":"Panthéon-Assas University","acronym":"Panthéon-Assas University","id":"openorgs____::9de1a1e96e998647780674c0e7c4e584","pids":[{"scheme":"wikidata","value":"Q662976"},{"scheme":"GRID","value":"grid.33831.3a"},{"scheme":"ROR","value":"https://ror.org/04qb2qm38"},{"scheme":"PIC","value":"999838462"},{"scheme":"Wikidata","value":"Q662976"},{"scheme":"OrgRef","value":"1259276"},{"scheme":"RNSR","value":"RNSR:201420811P"},{"scheme":"OrgReg","value":"FR0175"},{"scheme":"mag_id","value":"117841876"},{"scheme":"ROR","value":"https://ror.org/05hdxka83"},{"scheme":"ISNI","value":"0000000122999829"}]},{"legalName":"University of Picardie Jules Verne","acronym":"UPJV","id":"openorgs____::d369f91dc00f7e90bee9371fc475e7e7","pids":[{"scheme":"RNSR","value":"RNSR:201220712R"},{"scheme":"RNSR","value":"RNSR:201220276S"},{"scheme":"PIC","value":"998207116"},{"scheme":"RNSR","value":"RNSR:200815521R"},{"scheme":"RNSR","value":"RNSR:200815525V"},{"scheme":"RNSR","value":"RNSR:201220282Y"},{"scheme":"OrgRef","value":"5291239"},{"scheme":"RNSR","value":"RNSR:200415167Y"},{"scheme":"RNSR","value":"RNSR:199613705U"},{"scheme":"ISNI","value":"0000000107891385"},{"scheme":"RNSR","value":"RNSR:202023591K"},{"scheme":"mag_id","value":"4647051"},{"scheme":"RNSR","value":"RNSR:201822701B"},{"scheme":"wikidata","value":"Q947747"},{"scheme":"RNSR","value":"RNSR:201220281X"},{"scheme":"RNSR","value":"RNSR:201221327J"},{"scheme":"Wikidata","value":"Q947747"},{"scheme":"RNSR","value":"RNSR:200720140R"},{"scheme":"GRID","value":"grid.11162.35"},{"scheme":"RNSR","value":"RNSR:200815526W"},{"scheme":"ROR","value":"https://ror.org/01gyxrk03"}]},{"legalName":"Institut Pprime","acronym":"Institut Pprime","id":"openorgs____::5b96edd22decab5f76c5148c47d4e323","pids":[{"scheme":"ISNI","value":"0000000121643230"},{"scheme":"GRID","value":"grid.462224.4"},{"scheme":"wikidata","value":"Q3151798"},{"scheme":"OrgRef","value":"47000235"},{"scheme":"Wikidata","value":"Q3151798"},{"scheme":"CNRS","value":"UPR3346"},{"scheme":"ROR","value":"https://ror.org/05vjdsn22"},{"scheme":"mag_id","value":"2802931824"}]},{"legalName":"UNIVERSITE FEDERALE DE TOULOUSE MIDI-PYRENEES","acronym":"UNIVERSITE FEDERALE DE TOULOUSE MIDI-PYRENEES","id":"pending_org_::cc3a74269e7f68c7efd533556d29ce08","pids":[{"scheme":"ISNI","value":"0000000123531689"},{"scheme":"wikidata","value":"Q20669873"},{"scheme":"FundRef","value":"501100004718"},{"scheme":"PIC","value":"951301214"},{"scheme":"Wikidata","value":"Q20669873"},{"scheme":"OrgReg","value":"FR0814"},{"scheme":"GRID","value":"grid.508721.9"},{"scheme":"ROR","value":"https://ror.org/004raaa70"}]},{"legalName":"Université Paris Cité","acronym":"Université Paris Cité","id":"openorgs____::0b9e745684e2ea344f4caa4bdfac8125","pids":[{"scheme":"RNSR","value":"RNSR:201020824W"},{"scheme":"wikidata","value":"Q1155944"},{"scheme":"Wikidata","value":"Q55849612"},{"scheme":"RNSR","value":"RNSR:201420755D"},{"scheme":"ROR","value":"https://ror.org/0220k9r37"},{"scheme":"PIC","value":"897691060"},{"scheme":"Wikidata","value":"Q1155944"},{"scheme":"fundref","value":"501100021716"},{"scheme":"OrgRef","value":"3110687"},{"scheme":"RNSR","value":"RNSR:201420830K"},{"scheme":"fundref","value":"501100005413"},{"scheme":"OrgReg","value":"FR0178"},{"scheme":"ROR","value":"https://ror.org/05f82e368"},{"scheme":"FundRef","value":"501100021716"},{"scheme":"FundRef","value":"501100005413"},{"scheme":"ISNI","value":"0000000121880914"},{"scheme":"GRID","value":"grid.508487.6"},{"scheme":"ISNI","value":"0000000478857602"},{"scheme":"wikidata","value":"Q55849612"},{"scheme":"GRID","value":"grid.10992.33"},{"scheme":"RNSR","value":"RNSR:200412801B"},{"scheme":"RNSR","value":"RNSR:201019130E"}]},{"legalName":"University of Upper Alsace","acronym":"UHA","id":"openorgs____::1a57a124321574493c6cb3e1ca50452a","pids":[{"scheme":"RNSR","value":"RNSR:200515247F"},{"scheme":"mag_id","value":"2800745255"},{"scheme":"RNSR","value":"RNSR:200918489M"},{"scheme":"wikidata","value":"Q280183"},{"scheme":"RNSR","value":"RNSR:201119493V"},{"scheme":"PIC","value":"999861839"},{"scheme":"OrgReg","value":"FR0150"},{"scheme":"RNSR","value":"RNSR:199713885K"},{"scheme":"GRID","value":"grid.9156.b"},{"scheme":"Wikidata","value":"Q280183"},{"scheme":"OrgRef","value":"14271867"},{"scheme":"ROR","value":"https://ror.org/04k8k6n84"},{"scheme":"RNSR","value":"RNSR:201822676Z"},{"scheme":"ISNI","value":"0000000404735039"},{"scheme":"RNSR","value":"RNSR:199713862K"}]},{"legalName":"University of Toulouse II - Le Mirail","acronym":"UTM","id":"openorgs____::e57642bdab607084f202845729298f75","pids":[{"scheme":"OrgRef","value":"9915233"},{"scheme":"wikidata","value":"Q21584794"},{"scheme":"GRID","value":"grid.410542.6"},{"scheme":"ROR","value":"https://ror.org/04ezk3x31"},{"scheme":"Wikidata","value":"Q1933558"},{"scheme":"wikidata","value":"Q1933558"},{"scheme":"PIC","value":"999501096"},{"scheme":"ISNI","value":"000000040486042X"},{"scheme":"Wikidata","value":"Q21584794"}]},{"legalName":"Institut Universitaire de France","acronym":"IUF","id":"openorgs____::1b3db26b579e735f52c6ec69fb9ad4d3","pids":[{"scheme":"FundRef","value":"501100004795"},{"scheme":"wikidata","value":"Q1665127"},{"scheme":"mag_id","value":"185839726"},{"scheme":"fundref","value":"501100004795"},{"scheme":"ISNI","value":"0000000119314817"},{"scheme":"GRID","value":"grid.440891.0"},{"scheme":"Wikidata","value":"Q1665127"},{"scheme":"ROR","value":"https://ror.org/055khg266"}]},{"legalName":"French National Centre for Scientific Research","acronym":"CNRS","id":"openorgs____::7fbdf9cd4423c4604745a16afe728bc7","pids":[{"scheme":"FundRef","value":"501100004794"},{"scheme":"Wikidata","value":"Q39411466"},{"scheme":"fundref","value":"501100004794"},{"scheme":"wikidata","value":"Q280413"},{"scheme":"Wikidata","value":"Q280413"},{"scheme":"ROR","value":"https://ror.org/02feahw73"},{"scheme":"ISNI","value":"0000000121129282"},{"scheme":"ISNI","value":"0000000122597504"},{"scheme":"wikidata","value":"Q39411466"},{"scheme":"OrgRef","value":"144610"},{"scheme":"GRID","value":"grid.4444.0"}]},{"legalName":"Sorbonne Université","acronym":"Sorbonne Université","id":"pending_org_::402993914853814b6a15b2d70a57a5c1","pids":[{"scheme":"wikidata","value":"Q3491150"},{"scheme":"ISNI","value":"0000000123081657"},{"scheme":"fundref","value":"100012946"},{"scheme":"Wikidata","value":"Q546118"},{"scheme":"wikidata","value":"Q546118"},{"scheme":"ROR","value":"https://ror.org/02en5vm52"},{"scheme":"OrgRef","value":"47001018"},{"scheme":"OrgRef","value":"4732720"},{"scheme":"OrgRef","value":"3749721"},{"scheme":"Wikidata","value":"Q3491150"},{"scheme":"GRID","value":"grid.462844.8"},{"scheme":"FundRef","value":"501100019125"},{"scheme":"FundRef","value":"100012946"},{"scheme":"Wikidata","value":"Q1144549"},{"scheme":"fundref","value":"501100019125"},{"scheme":"wikidata","value":"Q1144549"},{"scheme":"Wikidata","value":"Q41497113"},{"scheme":"FundRef","value":"501100005737"},{"scheme":"fundref","value":"501100005737"},{"scheme":"wikidata","value":"Q41497113"}]},{"legalName":"Laboratoire de Réactivité et Chimie des Solides","acronym":"LRCS","id":"openorgs____::1c0ade234ff4a53c7b3d723a98f89b0f","pids":[{"scheme":"ISNI","value":"0000000403848832"},{"scheme":"GRID","value":"grid.463728.c"},{"scheme":"ROR","value":"https://ror.org/02m9cs548"},{"scheme":"RNSR","value":"RNSR:201220281X"},{"scheme":"CNRS","value":"UMR7314"}]},{"legalName":"Sorbonne University","acronym":"Sorbonne University","id":"openorgs____::d5eb679abdd31f70fcd4c8ba711148bf","pids":[{"scheme":"OrgReg","value":"FR0808"},{"scheme":"RNSR","value":"RNSR:199912418G"},{"scheme":"ISNI","value":"0000000123081657"},{"scheme":"RNSR","value":"RNSR:199712666K"},{"scheme":"Wikidata","value":"Q546118"},{"scheme":"RNSR","value":"RNSR:199712644L"},{"scheme":"RNSR","value":"RNSR:201420756E"},{"scheme":"RNSR","value":"RNSR:199719334H"},{"scheme":"ROR","value":"https://ror.org/02en5vm52"},{"scheme":"RNSR","value":"RNSR:200517555P"},{"scheme":"OrgReg","value":"FR0347"},{"scheme":"OrgRef","value":"47001018"},{"scheme":"RNSR","value":"RNSR:200919210W"},{"scheme":"RNSR","value":"RNSR:199812880N"},{"scheme":"OrgRef","value":"4732720"},{"scheme":"OrgRef","value":"3749721"},{"scheme":"RNSR","value":"RNSR:199712620K"},{"scheme":"mag_id","value":"39804081"},{"scheme":"RNSR","value":"RNSR:200918542V"},{"scheme":"RNSR","value":"RNSR:200919226N"},{"scheme":"RNSR","value":"RNSR:199712668M"},{"scheme":"RNSR","value":"RNSR:201019356A"},{"scheme":"RNSR","value":"RNSR:200918463J"},{"scheme":"RNSR","value":"RNSR:200212794C"},{"scheme":"RNSR","value":"RNSR:199712632Y"},{"scheme":"RNSR","value":"RNSR:200918526C"},{"scheme":"RNSR","value":"RNSR:199812867Z"},{"scheme":"Wikidata","value":"Q3491150"},{"scheme":"RNSR","value":"RNSR:201119726Y"},{"scheme":"GRID","value":"grid.462844.8"},{"scheme":"RNSR","value":"RNSR:200612819M"},{"scheme":"RNSR","value":"RNSR:199712661E"},{"scheme":"PIC","value":"909875521"},{"scheme":"RNSR","value":"RNSR:201420918F"},{"scheme":"RNSR","value":"RNSR:199712634A"},{"scheme":"RNSR","value":"RNSR:200512529B"},{"scheme":"RNSR","value":"RNSR:201923185Y"},{"scheme":"RNSR","value":"RNSR:200918450V"},{"scheme":"Wikidata","value":"Q1144549"},{"scheme":"RNSR","value":"RNSR:201420871E"},{"scheme":"RNSR","value":"RNSR:201420765P"},{"scheme":"RNSR","value":"RNSR:199812843Y"},{"scheme":"RNSR","value":"RNSR:199712651U"},{"scheme":"RNSR","value":"RNSR:200112481S"},{"scheme":"RNSR","value":"RNSR:201420916D"},{"scheme":"RNSR","value":"RNSR:199712631X"},{"scheme":"RNSR","value":"RNSR:200716512X"},{"scheme":"Wikidata","value":"Q41497113"},{"scheme":"RNSR","value":"RNSR:199712636C"},{"scheme":"RNSR","value":"RNSR:201019031X"},{"scheme":"RNSR","value":"RNSR:199712664H"},{"scheme":"RNSR","value":"RNSR:201420764N"},{"scheme":"RNSR","value":"RNSR:200712566H"},{"scheme":"RNSR","value":"RNSR:199812926N"},{"scheme":"FundRef","value":"501100005737"},{"scheme":"RNSR","value":"RNSR:200119846X"},{"scheme":"RNSR","value":"RNSR:201822759P"},{"scheme":"RNSR","value":"RNSR:200918471T"}]}],"communities":[{"code":"uarctic","label":"UArctic","provenance":null}],"collectedFrom":[{"key":"openaire____::a8db6f6b2ce4fe72e8b2314a9a93e7d9","value":"Sygma"},{"key":"opendoar____::ed46558a56a4a26b96a68738a0d28273","value":"HAL Sorbonne Université"},{"key":"opendoar____::2d2c8394e31101a261abf1784302bf75","value":"HAL AMU"},{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"},{"key":"opendoar____::8b6dd7db9af49e67306feb59a8bdc52c","value":"Europe PubMed Central"},{"key":"re3data_____::c4b2081b224be6b3e79d0e5e5556f631","value":"European Union Open Data Portal"}],"instances":[{"pids":[{"scheme":"doi","value":"10.1021/acsami.4c23103"}],"license":"STM Policy #29","accessRight":{"code":"c_14cb","label":"CLOSED","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://doi.org/10.1021/acsami.4c23103"],"publicationDate":"2025-05-06","refereed":"peerReviewed","hostedBy":{"key":"issn___print::5b25957e9ed002ddda51b8e62d068ec3","value":"ACS Applied Materials & Interfaces"},"collectedFrom":{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"}},{"pids":[{"scheme":"pmid","value":"40327815"}],"alternateIdentifiers":[{"scheme":"doi","value":"10.1021/acsami.4c23103"}],"type":"Article","urls":["https://pubmed.ncbi.nlm.nih.gov/40327815"],"refereed":"nonPeerReviewed","hostedBy":{"key":"issn___print::5b25957e9ed002ddda51b8e62d068ec3","value":"ACS Applied Materials & Interfaces"},"collectedFrom":{"key":"opendoar____::8b6dd7db9af49e67306feb59a8bdc52c","value":"Europe PubMed Central"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.1021/acsami.4c23103"}],"accessRight":{"code":"c_14cb","label":"CLOSED","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://u-picardie.hal.science/hal-05062016v1","https://doi.org/10.1021/acsami.4c23103"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::2d2c8394e31101a261abf1784302bf75","value":"HAL AMU"},"collectedFrom":{"key":"opendoar____::2d2c8394e31101a261abf1784302bf75","value":"HAL AMU"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.1021/acsami.4c23103"}],"accessRight":{"code":"c_14cb","label":"CLOSED","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://u-picardie.hal.science/hal-05062016v1","https://doi.org/10.1021/acsami.4c23103"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::ed46558a56a4a26b96a68738a0d28273","value":"HAL Sorbonne Université"},"collectedFrom":{"key":"opendoar____::ed46558a56a4a26b96a68738a0d28273","value":"HAL Sorbonne Université"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.1021/acsami.4c23103"}],"type":"Article","urls":["http://dx.doi.org/10.1021/ACSAMI.4C23103"],"publicationDate":"2025-01-01","refereed":"peerReviewed","hostedBy":{"key":"issn___print::5b25957e9ed002ddda51b8e62d068ec3","value":"ACS Applied Materials & Interfaces"},"collectedFrom":{"key":"re3data_____::c4b2081b224be6b3e79d0e5e5556f631","value":"European Union Open Data Portal"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.1021/acsami.4c23103"}],"license":"STM Policy #29","type":"Article","urls":["http://dx.doi.org/10.1021/acsami.4c23103"],"refereed":"nonPeerReviewed","hostedBy":{"key":"issn___print::5b25957e9ed002ddda51b8e62d068ec3","value":"ACS Applied Materials & Interfaces"},"collectedFrom":{"key":"openaire____::a8db6f6b2ce4fe72e8b2314a9a93e7d9","value":"Sygma"}}],"links":[{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"corda_____he::f24d8537605ea73952013bba64b87d55","relatedRecordType":"project","relationProvenance":"sysimport:crosswalk","trust":"0.9"},"collectedfrom":[{"dsId":"openaire____::3f264f93cf3b0cfc4ede188a6300455c","dsName":"CORDA - COmmon Research DAta Warehouse - Horizon Europe"}],"projectTitle":"BATTERY MATERIAL CHARACTERISATION AND DIGITAL TWINS FOR CELL TO PACK PERFORMANCE IN AGILE MANUFACTURING PILOT LINES AND AUTOMOTIVE FIELD","code":"101135486","funding":{"funder":{"id":"ec__________::EC","shortname":"EC","name":"European Commission","jurisdiction":{"code":"EU","label":"European Union"},"pid":null},"level0":{"id":"ec__________::EC::HE","description":"Horizon Europe Framework Programme","name":"HE"},"level1":{"id":"ec__________::EC::HE::HORIZON-RIA","description":"HORIZON  Research and Innovation Actions","name":"HORIZON-RIA"},"level2":{"id":null,"description":null,"name":null}},"startDate":"2024-01-01","endDate":"2026-12-31"},{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"anr_________::b9f89970d442fd8b31876d20dfc02486","relatedRecordType":"project","relationProvenance":"sysimport:actionset","trust":"0.91"},"collectedfrom":[{"dsId":"openaire____::457528c43fabd74e212db2ed61101075","dsName":"Agence Nationale de la Recherche"}],"code":"ANR-22-PEBA-0002","funding":{"funder":{"id":"anr_________::ANR","shortname":"ANR","name":"French National Research Agency (ANR)","jurisdiction":{"code":"FR","label":"France"},"pid":null},"level0":{"id":null,"description":null,"name":null},"level1":{"id":null,"description":null,"name":null},"level2":{"id":null,"description":null,"name":null}},"startDate":"2023-01-02"}],"otherTitles":null,"inDiamondJournal":false,"green":false,"isGreen":false,"isInDiamondJournal":false}