{"id":"https://openalex.org/W7163989334","doi":"https://doi.org/10.48550/arxiv.2606.07697","title":"TianJi-Environ: An Autonomous AI Scientist for Atmospheric Environmental Research","display_name":"TianJi-Environ: An Autonomous AI Scientist for Atmospheric Environmental Research","publication_year":2026,"publication_date":"2026-06-05","ids":{"openalex":"https://openalex.org/W7163989334","doi":"https://doi.org/10.48550/arxiv.2606.07697"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.07697","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.07697","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.07697","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5132604263","display_name":"Haoluo Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Haoluo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138230112","display_name":"Hongchun Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Hongchun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138235216","display_name":"Nan Li (155066)","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Nan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138264962","display_name":"Jing-Jia Luo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Jing-Jia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132690357","display_name":"Kaikai Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Kaikai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138260067","display_name":"Mengyang Yu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Mengyang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138210405","display_name":"Nan Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Nan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138210819","display_name":"Tao Song","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Song, Tao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5138213366","display_name":"Fan Meng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Meng, Fan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10075","display_name":"Atmospheric chemistry and aerosols","score":0.6164000034332275,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10075","display_name":"Atmospheric chemistry and aerosols","score":0.6164000034332275,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11320","display_name":"Atmospheric Ozone and Climate","score":0.0723000019788742,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.04280000180006027,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.607699990272522},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.6047000288963318},{"id":"https://openalex.org/keywords/executable","display_name":"Executable","score":0.5764999985694885},{"id":"https://openalex.org/keywords/shortwave","display_name":"Shortwave","score":0.38960000872612},{"id":"https://openalex.org/keywords/shortwave-radiation","display_name":"Shortwave radiation","score":0.3772999942302704},{"id":"https://openalex.org/keywords/atmospheric-model","display_name":"Atmospheric model","score":0.3402000069618225},{"id":"https://openalex.org/keywords/atmospheric-pollution","display_name":"Atmospheric pollution","score":0.29269999265670776}],"concepts":[{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.607699990272522},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6047000288963318},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.5764999985694885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.460099995136261},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3961000144481659},{"id":"https://openalex.org/C2776272892","wikidata":"https://www.wikidata.org/wiki/Q7502249","display_name":"Shortwave","level":3,"score":0.38960000872612},{"id":"https://openalex.org/C19369268","wikidata":"https://www.wikidata.org/wiki/Q7502259","display_name":"Shortwave radiation","level":3,"score":0.3772999942302704},{"id":"https://openalex.org/C118365302","wikidata":"https://www.wikidata.org/wiki/Q4817115","display_name":"Atmospheric model","level":2,"score":0.3402000069618225},{"id":"https://openalex.org/C2986609742","wikidata":"https://www.wikidata.org/wiki/Q131123","display_name":"Atmospheric pollution","level":3,"score":0.29269999265670776},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2825999855995178},{"id":"https://openalex.org/C49999975","wikidata":"https://www.wikidata.org/wiki/Q287919","display_name":"Atmospheric chemistry","level":3,"score":0.28060001134872437},{"id":"https://openalex.org/C2779926162","wikidata":"https://www.wikidata.org/wiki/Q5421173","display_name":"Experimentalism","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C2993443034","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental research","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C2992384748","wikidata":"https://www.wikidata.org/wiki/Q4817101","display_name":"Atmospheric research","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C115719804","wikidata":"https://www.wikidata.org/wiki/Q79995","display_name":"Ozone layer","level":3,"score":0.25940001010894775},{"id":"https://openalex.org/C2778329001","wikidata":"https://www.wikidata.org/wiki/Q4817104","display_name":"Atmospheric correction","level":3,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.07697","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.07697","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.07697","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.07697","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"As":[0],"atmospheric":[1,21],"environmental":[2],"prediction":[3],"continues":[4],"to":[5,136,139,156,162],"improve,":[6],"interpretable":[7],"validation":[8,25,180],"of":[9,168],"pollution":[10],"mechanisms":[11],"and":[12,45,86,92,126,165,183],"feedback":[13,94],"processes":[14],"has":[15],"become":[16],"a":[17,107,143,186],"main":[18],"challenge":[19],"in":[20,123],"chemistry.":[22],"Yet":[23],"mechanism":[24,63,104,179],"based":[26],"on":[27,34],"complex":[28,75,194],"numerical":[29],"models":[30],"still":[31],"relies":[32],"heavily":[33],"expert":[35],"knowledge:":[36],"mechanistic":[37,79],"hypotheses":[38,80],"must":[39,48],"be":[40,49,140],"operationalized":[41],"into":[42,51,81],"executable":[43,82],"experiments,":[44,85],"model":[46],"outputs":[47],"organized":[50],"traceable":[52],"evidence.":[53],"We":[54],"present":[55],"TianJi-Environ,":[56],"an":[57],"auditable":[58],"AI":[59],"Scientist":[60],"for":[61,103,133,189],"atmospheric-chemistry":[62,76,195],"validation.":[64,105],"TianJi-Environ":[65,176],"establishes":[66],"the":[67,112,116,131,148,153],"first":[68],"WRF-Chem-based":[69],"multi-agent":[70,190],"framework":[71],"that":[72,175],"autonomously":[73],"drives":[74],"simulations,":[77],"converting":[78],"configurations,":[83],"testing":[84],"evidence":[87,132],"criteria.":[88],"Using":[89],"ozone":[90,109,134],"response":[91,135,164],"particulate-matter":[93],"as":[95],"two":[96],"representative":[97],"examples,":[98],"we":[99],"demonstrate":[100],"TianJi-Environ's":[101],"capability":[102],"In":[106,142],"summertime":[108],"case":[110,146],"over":[111,147],"North":[113],"China":[114],"Plain,":[115],"system":[117],"detects":[118],"directionally":[119],"consistent":[120],"aerosol-radiation-interaction":[121],"signals":[122],"shortwave":[124],"radiation":[125],"boundary-layer":[127],"height,":[128],"but":[129],"judges":[130],"NOx":[137],"control":[138],"incomplete.":[141],"wintertime":[144],"PM2.5":[145],"Guanzhong":[149],"Basin,":[150],"it":[151],"localizes":[152],"unsupported":[154],"link":[155],"insufficient":[157],"propagation":[158],"from":[159],"black-carbon":[160],"perturbation":[161],"particulate":[163],"missing":[166],"diagnostics":[167],"vertical":[169],"absorptive":[170],"heating.":[171],"These":[172],"results":[173],"show":[174],"makes":[177],"expert-driven":[178],"explicit,":[181],"structured,":[182],"auditable,":[184],"offering":[185],"reproducible":[187],"paradigm":[188],"systems":[191],"coupled":[192],"with":[193],"models.":[196]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-10T00:00:00"}
