{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,5]],"date-time":"2026-08-05T23:40:59Z","timestamp":1785973259223,"version":"3.56.0"},"reference-count":56,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62173280"],"award-info":[{"award-number":["62173280"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["52575457"],"award-info":[{"award-number":["52575457"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Engineering Applications of Artificial Intelligence"],"published-print":{"date-parts":[[2026,10]]},"DOI":"10.1016\/j.engappai.2026.115668","type":"journal-article","created":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T12:53:31Z","timestamp":1783947211000},"page":"115668","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"P5","title":["Towards neural network-augmented adaptive control of deposition height stability in alternating current arc-directed energy deposition of aluminum alloys based on in-situ arc voltage sensing"],"prefix":"10.1016","volume":"181","author":[{"given":"Yuhua","family":"Cai","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cai","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guangjun","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zengxi","family":"Pan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun","family":"Xiong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"1","key":"10.1016\/j.engappai.2026.115668_bib1","doi-asserted-by":"crossref","first-page":"10","DOI":"10.3390\/jmmp7010010","article-title":"Underlying methodology for a thermal process monitoring system for wire and Arc additive manufacturing","volume":"7","author":"Baier","year":"2023","journal-title":"J. Manuf. Mater. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib2","doi-asserted-by":"crossref","DOI":"10.1016\/j.matdes.2022.111480","article-title":"Monitoring and flaw detection during wire-based directed energy deposition using in-situ acoustic sensing and wavelet graph signal analysis","volume":"225","author":"Bevans","year":"2023","journal-title":"Mater. Des."},{"issue":"2","key":"10.1016\/j.engappai.2026.115668_bib5","doi-asserted-by":"crossref","DOI":"10.1016\/j.amf.2026.200331","article-title":"Towards forming accuracy improvement in GMA-based additive manufacturing based on dual-vision sensing and decoupling control","volume":"5","author":"Cai","year":"2026","journal-title":"Additive Manufacturing Frontiers"},{"key":"10.1016\/j.engappai.2026.115668_bib4","doi-asserted-by":"crossref","DOI":"10.1016\/j.msea.2024.146144","article-title":"Grain refinement and anisotropy improvement of arc-directed energy deposited Ti\u20136Al\u20134V with oscillating laser","volume":"893","author":"Cai","year":"2024","journal-title":"Mater. Sci. Eng., A"},{"key":"10.1016\/j.engappai.2026.115668_bib3","doi-asserted-by":"crossref","first-page":"309","DOI":"10.1016\/j.jmsy.2023.07.018","article-title":"A review of in-situ monitoring and process control system in metal-based laser additive manufacturing","volume":"70","author":"Cai","year":"2023","journal-title":"J. Manuf. Syst."},{"key":"10.1016\/j.engappai.2026.115668_bib6","doi-asserted-by":"crossref","first-page":"512","DOI":"10.1016\/j.jmapro.2021.03.039","article-title":"Modeling of weld penetration control system in GMAW-P using NARMAX methods","volume":"65","author":"Cao","year":"2021","journal-title":"J. Manuf. Process."},{"issue":"9","key":"10.1016\/j.engappai.2026.115668_bib7","doi-asserted-by":"crossref","first-page":"5819","DOI":"10.1109\/TSMC.2019.2957269","article-title":"Minimum error entropy kalman filter","volume":"51","author":"Chen","year":"2021","journal-title":"Ieee Transactions on Systems Man Cybernetics-Systems"},{"key":"10.1016\/j.engappai.2026.115668_bib8","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1016\/j.jmapro.2025.03.008","article-title":"Towards automatic control of process stability for thick-wall parts in arc-directed energy deposition based on arc voltage sensing","volume":"141","author":"Chen","year":"2025","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib9","doi-asserted-by":"crossref","DOI":"10.1016\/j.measurement.2025.120032","article-title":"Optimizing Inconel 718 micro-hole drilling using response surface and random forest methods","volume":"262","author":"Cheng","year":"2026","journal-title":"Measurement"},{"key":"10.1016\/j.engappai.2026.115668_bib10","doi-asserted-by":"crossref","first-page":"19715","DOI":"10.1007\/s11665-024-10441-6","article-title":"Thermal behavior in wire arc additive manufacturing: a comparative study of the conventional process and infrared heater use","volume":"34","author":"Dogan","year":"2024","journal-title":"J. Mater. Eng. Perform."},{"key":"10.1016\/j.engappai.2026.115668_bib11","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1007\/s00170-023-11879-z","article-title":"Relationship between droplet transfer and forming quality in wire arc additive manufacturing of 2319 aluminum alloy","volume":"129","author":"Dou","year":"2023","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib12","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2024.109578","article-title":"Anomaly detection in smart-manufacturing era: areview","volume":"139","author":"El\u00eda","year":"2025","journal-title":"Eng. Appl. Artif. Intell."},{"key":"10.1016\/j.engappai.2026.115668_bib13","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1016\/j.jmapro.2024.06.032","article-title":"Hybridizing additive manufacturing and sheet forming process to manufacture complex components with multi-features: a review","volume":"124","author":"Ge","year":"2024","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib14","doi-asserted-by":"crossref","first-page":"576","DOI":"10.1016\/j.jmapro.2022.05.009","article-title":"Microstructure and mechanical properties of ultra-high strength Al-Zn-Mg-Cu-Sc aluminum alloy fabricated by wire plus arc additive manufacturing","volume":"79","author":"Guo","year":"2022","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib15","doi-asserted-by":"crossref","DOI":"10.1016\/j.corsci.2023.111188","article-title":"The corrosion response of the heterogeneous nitriding structure originated from the laser additive manufactured steel","volume":"218","author":"Hong","year":"2023","journal-title":"Corros. Sci."},{"key":"10.1016\/j.engappai.2026.115668_bib16","doi-asserted-by":"crossref","DOI":"10.3389\/fnbot.2022.1065256","article-title":"A robust zeroing neural network and its applications to dynamic complex matrix equation solving and robotic manipulator trajectory tracking","volume":"16","author":"Jin","year":"2022","journal-title":"Front. Neurorob."},{"key":"10.1016\/j.engappai.2026.115668_bib17","doi-asserted-by":"crossref","DOI":"10.1016\/j.jmatprotec.2025.119147","article-title":"Optimizing L-DED repair of arc-shaped grooves via defocus control: thermodynamic modeling and aspect ratio-defocus distance matching mechanism","volume":"347","author":"Jin","year":"2026","journal-title":"J. Mater. Process. Technol."},{"issue":"5\u20136","key":"10.1016\/j.engappai.2026.115668_bib18","doi-asserted-by":"crossref","first-page":"2579","DOI":"10.1007\/s00170-025-15285-5","article-title":"A novel approach to path planning related to the intersections of aluminum WAAM","volume":"137","author":"Kelly","year":"2025","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib20","article-title":"Effects of arc oscillation on interface behavior and properties of additive-manufactured 2319\/5356 dissimilar aluminum alloy","volume":"47","author":"Kou","year":"2025","journal-title":"Mater. Today Commun."},{"key":"10.1016\/j.engappai.2026.115668_bib19","doi-asserted-by":"crossref","DOI":"10.1177\/02670836251383115","article-title":"Effect of cold metal transfer mode and arc oscillation on the microstructure and properties of additive-manufactured 2319 aluminum alloy","author":"Kou","year":"2025","journal-title":"Mater. Sci. Technol."},{"issue":"Part A","key":"10.1016\/j.engappai.2026.115668_bib25","article-title":"Composite waveform and variable amplitude fatigue life prediction for TC21 titanium alloy welded joints by machine learning model","volume":"225","author":"Li","year":"2026","journal-title":"Thin-Walled Struct."},{"key":"10.1016\/j.engappai.2026.115668_bib23","article-title":"A segmented activation function-based zeroing neural network model for dynamic sylvester equation solving and robotic manipulator control","volume":"21\u201322","author":"Li","year":"2025","journal-title":"Concurrency Comput. Pract. Ex."},{"key":"10.1016\/j.engappai.2026.115668_bib24","doi-asserted-by":"crossref","DOI":"10.1016\/j.ijheatmasstransfer.2025.127769","article-title":"Effects of branch current and wire feed speed on arc and droplet transfer behaviors in branch wire coupled arc-directed energy deposition","volume":"255","author":"Li","year":"2026","journal-title":"Int. J. Heat Mass Tran."},{"key":"10.1016\/j.engappai.2026.115668_bib22","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1016\/j.jmst.2021.03.020","article-title":"A review of the thermal stability of metastable austenite in steels: martensite formation","volume":"91","author":"Li","year":"2021","journal-title":"J. Mater. Sci. Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib21","doi-asserted-by":"crossref","DOI":"10.1016\/j.measurement.2023.113377","article-title":"Monitoring process stability in gas metal arc additive manufacturing based on arc sensing","volume":"220","author":"Li","year":"2023","journal-title":"Measurement"},{"key":"10.1016\/j.engappai.2026.115668_bib26","doi-asserted-by":"crossref","DOI":"10.1016\/j.triboint.2024.110351","article-title":"Edge segmentation method for Si3N4 bearing rolling elements microcracks with profile-distortion","volume":"202","author":"Liao","year":"2025","journal-title":"Tribol. Int."},{"key":"10.1016\/j.engappai.2026.115668_bib27","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1016\/j.jmapro.2025.10.044","article-title":"Complex-geometry metal parts in arc-directed energy deposition: fabrication methods, defect formation mechanisms, quality improvement strategies","volume":"155","author":"Liu","year":"2025","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib28","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1016\/j.jmapro.2025.04.072","article-title":"Influence of dwell time on mechanical and microstructural anisotropy of additively manufactured SS 316 L: experimental and numerical investigation","volume":"145","author":"Mishra","year":"2025","journal-title":"J. Manuf. Process."},{"issue":"1","key":"10.1016\/j.engappai.2026.115668_bib29","doi-asserted-by":"crossref","DOI":"10.1080\/17452759.2024.2425822","article-title":"In-Situ visual reconstruction of strut profiles in pulsed wire arc additive manufacturing of lattice structures","volume":"19","author":"Pan","year":"2024","journal-title":"Virtual Phys. Prototyp."},{"issue":"9\u201310","key":"10.1016\/j.engappai.2026.115668_bib30","doi-asserted-by":"crossref","first-page":"5087","DOI":"10.1007\/s00170-024-13641-5","article-title":"In situ process monitoring of multi-layer deposition in wire arc additive manufacturing (WAAM) process with acoustic data analysis and machine learning","volume":"132","author":"Rahman","year":"2024","journal-title":"Int. J. Adv. Manuf. Technol."},{"issue":"11","key":"10.1016\/j.engappai.2026.115668_bib31","article-title":"Surface properties-performance relationship of aluminum foil as negative electrode for rechargeable aluminum batteries","volume":"6","author":"Sabi","year":"2023","journal-title":"Batter. Supercaps"},{"key":"10.1016\/j.engappai.2026.115668_bib32","doi-asserted-by":"crossref","first-page":"5643","DOI":"10.1016\/j.jmrt.2024.10.212","article-title":"A review on aluminum alloys produced by wire arc additive manufacturing (WAAM): applications, benefits, challenges and future trends","volume":"33","author":"Sarikaya","year":"2024","journal-title":"J. Mater. Res. Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib33","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/j.jmapro.2020.06.007","article-title":"Thermal management in WAAM through the CMT Advanced process and an active cooling technique","volume":"57","author":"Scotti","year":"2020","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib34","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/j.actamat.2019.08.033","article-title":"Physical metallurgy-guided machine learning and artificial intelligent design of ultrahigh-strength stainless steel","volume":"179","author":"Shen","year":"2019","journal-title":"Acta Mater."},{"key":"10.1016\/j.engappai.2026.115668_bib35","doi-asserted-by":"crossref","DOI":"10.1016\/j.measurement.2021.110001","article-title":"Monitoring process stability in GTA additive manufacturing based on vision sensing of arc length","volume":"185","author":"Shi","year":"2021","journal-title":"Measurement"},{"key":"10.1016\/j.engappai.2026.115668_bib36","doi-asserted-by":"crossref","DOI":"10.1016\/j.msea.2025.148384","article-title":"In-situ microstructure evolution and recrystallization behavior of 321 stainless steel fabricated by wire and arc additive manufacturing and inter-layer ultrasonic impact treatment","volume":"935","author":"Sun","year":"2025","journal-title":"Mater. Sci. Eng., A"},{"key":"10.1016\/j.engappai.2026.115668_bib37","doi-asserted-by":"crossref","DOI":"10.1016\/j.optlastec.2024.111453","article-title":"Improving the formability and quality of CMT additively manufactured aluminum thin-wall parts via laser stabilization effect","volume":"180","author":"Tan","year":"2025","journal-title":"Opt. Laser Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib40","doi-asserted-by":"crossref","DOI":"10.1016\/j.optlastec.2022.108442","article-title":"Optimization of multistage femtosecond laser drilling process using machine learning coupled with molecular dynamics","volume":"156","author":"Wang","year":"2022","journal-title":"Opt Laser. Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib39","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.jmapro.2020.01.029","article-title":"Arc length stable method of GTAW based on adaptive Kalman filter","volume":"63","author":"Wang","year":"2021","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib41","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2025.111012","article-title":"Multi-objective optimization of additive manufacturing process parameters of nitinol alloys for elastocaloric cooling","volume":"154","author":"Wang","year":"2025","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"1","key":"10.1016\/j.engappai.2026.115668_bib38","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1007\/s40194-019-00813-1","article-title":"An online surface height measurement method for GTAW-based additive manufacturing","volume":"64","author":"Wang","year":"2020","journal-title":"Weld. World"},{"issue":"6","key":"10.1016\/j.engappai.2026.115668_bib42","doi-asserted-by":"crossref","DOI":"10.1088\/2631-7990\/ad7f2e","article-title":"Additive manufacturing of heat-resistant aluminum alloys: a review","volume":"6","author":"Wu","year":"2024","journal-title":"Int. J. Extrem. Manuf."},{"key":"10.1016\/j.engappai.2026.115668_bib43","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.jmsy.2020.08.008","article-title":"A review on wire arc additive manufacturing: monitoring, control and a framework of automated system","volume":"57","author":"Xia","year":"2020","journal-title":"J. Manuf. Syst."},{"key":"10.1016\/j.engappai.2026.115668_bib44","article-title":"Optimization design of bearing insulation for traction motors of high-speed trains under overvoltage impulses","author":"Xiao","year":"2026","journal-title":"IEEE Trans. Dielectr. Electr. Insul."},{"key":"10.1016\/j.engappai.2026.115668_bib46","doi-asserted-by":"crossref","DOI":"10.1016\/j.measurement.2022.110867","article-title":"Arc voltage measurements for height control in pulsed arc additive manufacturing","volume":"191","author":"Xiong","year":"2022","journal-title":"Measurement"},{"issue":"8","key":"10.1016\/j.engappai.2026.115668_bib45","doi-asserted-by":"crossref","first-page":"2209","DOI":"10.1007\/s10845-020-01634-6","article-title":"Control of deposition height in WAAM using visual inspection of previous and current layers","volume":"32","author":"Xiong","year":"2021","journal-title":"J. Intell. Manuf."},{"key":"10.1016\/j.engappai.2026.115668_bib47","doi-asserted-by":"crossref","first-page":"1514","DOI":"10.1016\/j.jmapro.2024.09.080","article-title":"Deposit characteristics of Al-Cu-Mg-Ag heat-resistant alloy during wire arc direct energy deposition","volume":"131","author":"Xu","year":"2024","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib48","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1016\/j.jmapro.2025.04.016","article-title":"High-performance manufacturing of metal components via multi-field assisted wire-arc directed energy deposition","volume":"143","author":"Yi","year":"2025","journal-title":"J. Manuf. Process."},{"key":"10.1016\/j.engappai.2026.115668_bib49","article-title":"A review of research on aluminum alloy materials in structural engineering","volume":"17","author":"You","year":"2024","journal-title":"Dev. Built Environ."},{"key":"10.1016\/j.engappai.2026.115668_bib50","doi-asserted-by":"crossref","DOI":"10.1016\/j.optlastec.2023.110243","article-title":"Identification of cladding layer offset using infrared temperature measurement and deep learning for WAAM","volume":"170","author":"Yu","year":"2024","journal-title":"Opt. Laser Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib54","doi-asserted-by":"crossref","first-page":"2237","DOI":"10.1007\/s40194-025-02210-3","article-title":"Microstructures and mechanical properties analysis of TiAl joints using novel brazing filler metal","volume":"70","author":"Zhang","year":"2026","journal-title":"Weld. World"},{"issue":"4","key":"10.1016\/j.engappai.2026.115668_bib51","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1080\/10426914.2022.2089894","article-title":"Arc characteristics and weld formation of aluminum alloy by AC\/DC mixed GTAW","volume":"38","author":"Zhang","year":"2023","journal-title":"Mater. Manuf. Process."},{"issue":"14","key":"10.1016\/j.engappai.2026.115668_bib52","doi-asserted-by":"crossref","first-page":"3303","DOI":"10.1080\/00207721.2025.2468364","article-title":"Kalman filter-based SMC for systems with noise and disturbances: applications to magnetic levitation system","volume":"56","author":"Zhang","year":"2025","journal-title":"Int. J. Syst. Sci."},{"key":"10.1016\/j.engappai.2026.115668_bib53","article-title":"Enhancing interlayer bonding and tensile isotropy in additive friction stir deposition of Al-Zn-Mg-Cu alloys via a novel tool design strategy","volume":"125","author":"Zhang","year":"2026","journal-title":"Addit. Manuf."},{"key":"10.1016\/j.engappai.2026.115668_bib56","doi-asserted-by":"crossref","first-page":"1521","DOI":"10.1007\/s00170-018-2604-7","article-title":"Characteristics of metal droplet transfer in wire-arc additive manufacturing of aluminum alloy","volume":"99","author":"Zhu","year":"2018","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"10.1016\/j.engappai.2026.115668_bib55","doi-asserted-by":"crossref","DOI":"10.1016\/j.rcim.2020.101977","article-title":"Increasing deposition height stability in robotic GTA additive manufacturing based on arc voltage sensing and control","volume":"65","author":"Zhu","year":"2020","journal-title":"Robot. Comput. Integrated Manuf."}],"container-title":["Engineering Applications of Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0952197626019524?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0952197626019524?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,8,5]],"date-time":"2026-08-05T22:40:16Z","timestamp":1785969616000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0952197626019524"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,10]]},"references-count":56,"alternative-id":["S0952197626019524"],"URL":"https:\/\/doi.org\/10.1016\/j.engappai.2026.115668","relation":{},"ISSN":["0952-1976"],"issn-type":[{"value":"0952-1976","type":"print"}],"subject":[],"published":{"date-parts":[[2026,10]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Towards neural network-augmented adaptive control of deposition height stability in alternating current arc-directed energy deposition of aluminum alloys based on in-situ arc voltage sensing","name":"articletitle","label":"Article Title"},{"value":"Engineering Applications of Artificial Intelligence","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.engappai.2026.115668","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"115668"}}