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Enhancing the efficacy of human\u2013robot handovers involves enabling robots to comprehend and foresee human handover intentions. This article introduces human\u2010teaching\u2013robot\u2010learning\u2010prediction framework, allowing robots to learn from diverse human demonstrations and anticipate human handover intentions. The framework facilitates human programming of robots through demonstrations utilizing augmented reality and a wearable dataglove, aligned with task requirements and human working preferences. Subsequently, robots enhance their cognitive capabilities by assimilating insights from human handover demonstrations, utilizing deep neural network algorithms. Furthermore, robots can proactively seek clarification from humans via an augmented reality system when confronted with ambiguity in human intentions, mirroring how humans seek clarity from their counterparts. This proactive approach empowers robots to anticipate human intentions and assist human partners during handovers. Empirical results underscore the benefits of the proposed approach, demonstrating highly accurate prediction of human intentions in human\u2013robot handover tasks.<\/jats:p>","DOI":"10.1002\/aisy.202300545","type":"journal-article","created":{"date-parts":[[2024,1,9]],"date-time":"2024-01-09T23:50:07Z","timestamp":1704844207000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Multimodal Learning\u2010Based Proactive Human Handover Intention Prediction Using Wearable Data Gloves and Augmented Reality"],"prefix":"10.1002","volume":"6","author":[{"given":"Rui","family":"Zou","sequence":"first","affiliation":[{"name":"State Key Laboratory of Robotics and Systems Harbin Institute of Technology  Harbin 150001 China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7908-853X","authenticated-orcid":false,"given":"Yubin","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Systems Harbin Institute of Technology  Harbin 150001 China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Zhao","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Systems Harbin Institute of Technology  Harbin 150001 China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hegao","family":"Cai","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Systems Harbin Institute of Technology  Harbin 150001 China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2024,1,9]]},"reference":[{"key":"e_1_2_11_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2022.102432"},{"key":"e_1_2_11_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2022.102510"},{"key":"e_1_2_11_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2020.3041231"},{"key":"e_1_2_11_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2023.04.007"},{"key":"e_1_2_11_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TASE.2022.3147702"},{"key":"e_1_2_11_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2023.102571"},{"key":"e_1_2_11_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/LRA.2023.3270745"},{"key":"e_1_2_11_9_1","doi-asserted-by":"crossref","unstructured":"G.Corsini M.Jacquet H.Das A.Afifi D.Sidobre A.Franchi in2022 IEEE\/RSJ Int. 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