{"doi":"10.1063/5.0226525","title":"Neural network–enabled, all-electronic control of non-Newtonian fluid flow","abstract":"Real-time, all-electronic control of non-Newtonian fluid flow through a microscale channel is crucial for various applications in manufacturing and healthcare. However, existing methods lack the sensitivity required for accurate measurement and the real-time responsiveness necessary for effective adjustment. Here, we demonstrate an all-electronic system that enables closed-loop, real-time, high-sensitivity control of various waveforms of non-Newtonian fluid flow (0.76 μl min−1) through a micro-sized outlet. Our approach combines a contactless, cuff-like flow sensor with a neural-network control program. This system offers a simple, miniaturized, versatile, yet high-performance solution for non-Newtonian fluid flow control, easily integrated into existing setups.","journal":"Applied Physics Letters","year":2024,"id":481864,"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":1,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9488,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2024-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1321800,"name":"Xin Hai Zhang","orcid":"0009-0009-0636-0959","position":1,"is_corresponding":false},{"id":1155106,"name":"Xiaoyu Zhang","orcid":"0000-0002-7052-6927","position":2,"is_corresponding":false},{"id":1155107,"name":"Xiao Fan","orcid":"0000-0002-2620-3143","position":3,"is_corresponding":false},{"id":1321801,"name":"J. William Boley","orcid":"0000-0003-0020-0988","position":4,"is_corresponding":false},{"id":1155109,"name":"Jinglei Ping","orcid":"0000-0003-0386-8828","position":5,"is_corresponding":false},{"id":1155108,"name":"Huilu Bao","orcid":"0000-0001-9815-833X","position":0,"is_corresponding":true}],"reference_count":31,"raw_metadata":null,"created_at":"2026-07-19T02:07:10.067421Z","pmid":"39430054","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":[]}