{"doi":"10.1021/acs.jpca.6c01154","title":"IPSBrain: A Unified Intelligent Data Analysis Platform for Multimodal Experimental Characterization at Advanced Photon Source","abstract":null,"journal":"The Journal of Physical Chemistry A","year":2026,"id":641953,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":null,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":null,"fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1340466,"name":"Lin Li","orcid":"0009-0004-8045-4500","position":1,"is_corresponding":false},{"id":1669399,"name":"Xiangwen Deng","orcid":null,"position":2,"is_corresponding":false},{"id":1669400,"name":"Zuoxin Xi","orcid":"0000-0003-1237-7780","position":3,"is_corresponding":false},{"id":1346179,"name":"Jing Li","orcid":"0000-0003-3209-8973","position":4,"is_corresponding":false},{"id":1669401,"name":"Mengdan Han","orcid":null,"position":5,"is_corresponding":false},{"id":335071,"name":"Yaping Sun","orcid":"0000-0002-3476-7280","position":6,"is_corresponding":false},{"id":1669402,"name":"Haodong Yao","orcid":"0000-0001-5959-8594","position":7,"is_corresponding":false},{"id":1669403,"name":"Liyuan Wu","orcid":"0000-0002-4890-2770","position":8,"is_corresponding":false},{"id":1669404,"name":"Qin Yuan","orcid":"0009-0001-7123-6155","position":9,"is_corresponding":false},{"id":284887,"name":"Lina Zhao","orcid":"0000-0002-9796-0221","position":10,"is_corresponding":false},{"id":1669398,"name":"Yihe Pang","orcid":null,"position":0,"is_corresponding":false}],"reference_count":0,"raw_metadata":{"has_enrichment":true,"resolved":true,"title":"IPSBrain: A Unified Intelligent Data Analysis Platform for Multimodal Experimental Characterization at Advanced Photon Source","abstract":"Advanced photon sources deliver X-ray with unprecedented brilliance and coherence, facilitating sophisticated multimodal characterization of diverse materials while simultaneously generating data volumes that far exceed the capacity of traditional, expert-driven analytical workflows. This growing gap between data acquisition and interpretation has become a critical bottleneck for timely scientific discovery, which creates a critical need for high-throughput and automated data analysis tools. Recent advances in artificial intelligence (AI) offer a transformative potential to address this challenge, enabling the direct mapping of complex experimental observations into scientific insights. However, existing AI-driven tools are remain largely fragmented and task-specific, limiting their adoption of modern multimodal experiments at the facility scale. Here we present IPSBrain, a unified AI-powered platform that serves as Intelligent Photon Source Brain for automated analysis of multimodal synchrotron experimental data. The platform integrated a series of novel, self-developed machine-learning-based models that enable automated data analysis from multiple experimental techniques, including diffraction, scattering, X-ray absorption, and tomograph. The platform is accessible through an intuitive web interface, which significantly lowers the technical barrier to advanced scientific data interpretation. By enabling end-to-end intelligent workflows from data acquisition to quantitative physical insight, IPSBrain supports high-throughput, reproducible, and scalable analysis aligned with the operational demands of modern synchrotron radiation sources. IPSBrain not only demonstrates a practical and extensible framework for AI-driven synchrotron data analysis but also establishes a transferable paradigm for intelligent data analysis of other large-scale research infrastructures, such as neutron sources and free-electron lasers.","is_dataset_classified":null,"base_score":0.0,"endowment":0.0,"datacite_reuse_total":0,"file_count":0,"downloads":0,"views":0,"has_version_chain":false,"is_dataset":false,"is_oa":false,"pmid":"42214078","pmcid":null,"openalex_id":"https://openalex.org/W7162814580","authors":[],"funders":[{"funder_name":"National Key Research and Development Program of China","grant_id":"2021YFA1200904","title":null},{"funder_name":"Institute of High Energy Physics, Chinese Academy of Sciences","grant_id":"E35457U210","title":null},{"funder_name":"National Natural Science Foundation of China","grant_id":"12375326","title":null},{"funder_name":"Chinese Academy of Sciences","grant_id":"XDA0480600","title":null},{"funder_name":"Chinese Academy of Sciences","grant_id":"XDA0530301","title":null},{"funder_name":"Directional institutionalized Scientific Research Platform relies on the Beijing Synchrotron Radiation Facility of the Chinese Academy of Sciences","grant_id":"JZHKYPT-2021-02","title":null}],"total_grants":6,"fwci":0.0,"citation_percentile":0.63747017,"influential_citations":0,"citation_trend":[],"oa_status":"hybrid","license":"cc-by-nc-nd","oa_locations":[{"url":"https://doi.org/10.1021/acs.jpca.6c01154","host_type":"journal"},{"url":"https://doi.org/10.1021/acs.jpca.6c01154","host_type":"publisher"},{"url":"https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.6c01154","host_type":"publisher"},{"url":"https://pubmed.ncbi.nlm.nih.gov/42214078","host_type":"repository"},{"url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13359377/","host_type":"repository"}],"fields_of_study":["Nuclear Physics and Applications","Advanced Electron Microscopy Techniques and Applications","Radiation Detection and Scintillator Technologies"],"mesh_terms":[],"keywords":["Characterization (materials science)","Component (thermodynamics)","Data acquisition","Feature (linguistics)","Field (mathematics)"],"sdg_mappings":[],"linked_datasets":[],"clinical_trials":[],"software_tools":[],"database_accessions":[],"source":"live","citation_network_status":"fetched"},"created_at":"2026-08-07T21:01:42.525829Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}