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Rivo Panji Yudha
Universitas Panca Sakti Bekasi
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Journal : Madani: Multidisciplinary Scientific Journal

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A Bibliometric Analysis of EEG-Based Brain Training and Robotic Feedback Integration in Motor Control Research Juswanto, Gerard Anthonius; Gracia, Anne; Wojtila, Maria Caroline; Lakusa, Tim Valentino; Yudha, Rivo Panji; Donggorables, Sandra Yap; Saleh, RM Pangeran; R, Retnaningsih; Hidayah, Ujan Taufik; Tammase, Jumraini; Tugasworo, Dodik; S, Syahrul
Madani: Jurnal Ilmiah Multidisiplin Vol 3, No 6 (2025): July 2025
Publisher : Penerbit Yayasan Daarul Huda Kruengmane

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.16724159

Abstract

Background and Objective: The integration of EEG-based brain training with robotic feedback systems represents an emerging paradigm in motor control research and neurorehabilitation. This study provides the first comprehensive bibliometric analysis to map the intellectual structure, research trends, and collaboration patterns in this rapidly evolving interdisciplinary field.Methods: A systematic bibliometric analysis was conducted using Scopus and Web of Science databases, identifying 197 relevant publications from 2015 to 2025. Data extraction included complete bibliographic records, citation metrics, and keyword assignments. Analysis was performed using VOSviewer for network visualization, Biblioshiny for comprehensive bibliometric computations, and statistical analysis for temporal trends, geographic distribution, author productivity, and thematic clustering.Results: The field demonstrated exponential growth with peak output in 2022 (40 publications, 185.7% increase). Publications achieved exceptional citation impact (average 49.0 citations per paper) with 19 papers receiving >100 citations. Five distinct research clusters were identified: EEG-based brain training, robotic rehabilitation systems, clinical stroke applications, brain-computer interface technology, and motor control learning. Singapore emerged as the leading research hub (16.2% of publications) despite small geographic size, while international collaboration rates (69.2%) significantly exceeded typical biomedical research patterns. Stroke rehabilitation dominated clinical applications, with open-access venues (particularly Frontiers journals) representing primary publication channels.Conclusions: EEG-robotic integration research has successfully transitioned from an emerging area to an established interdisciplinary field with sustained research momentum and global collaborative networks. The findings provide strategic guidance for research institutions, funding agencies, and policymakers, recommending prioritization of international partnerships, coordinated infrastructure development, and focused clinical implementation in stroke rehabilitation while expanding to other neurological conditions.
Co-Authors Adhi, Bambang P Adolfiron Luji Ahdaniyah, Durrotul Muniroh Ahmad Syukron Ahsanah Maulida Anggraeni, Apriana Ani Mulyani Anne Gracia Apriana Anggraini Apriana Anggraini Arianty Arianty Asti, Dwi Aulia Sholichah Iman Nurchotimah Ayu Vera Dewi Ayu Vera Dewi Ayuni, Fatkhul Jannah Putri Bambang Yuniarto Cep Unang Wardaya Dede Suhermah Devi Triana, Dinny Dinny Devi Triana Djuniadi Djuniadi Dodik Tugasworo Donggorables, Sandra Yap Ella Nur Angela Erna Widiastuti Erna Widiastuti Fathkul Jannah Putri Ayuni Fathkul Jannah Putri Ayuni Fitriani Fitriani Ghozali, Ade Ahmad Gracia, Anne Hamidah Handayani Nila Praja Hasmira Hasmira Heni Apifah Hervina, Mimin Hetharia, Teguh Samudra Hetraria, Teguh Samudra Hidayah, Ujan Taufik Hidayati, Tuti Husnawati Husnawati Ifat Latifah Ifat Latifah Intan Yusmarini Intan Yusmarini Isrofah Isrofah Izatovna, Toyirova Shahlo Juairiyah, Juairiyah Juli Simarmata Jumiati Juswanto, Gerard Anthonius Kaliey, Anne Gracia Rachel Komalasari, Mala Kurniasih Kurniawati, Rani Dwi Lakusa, Tim Valentino Lina Marlina lina marlina, lina Mala Komalasari Mala Komalasari Malawat, Hawa Maria Assy Maryani, Tina Masrukan Masrukan Mulyana Sukarnih Putri Nata Priatna Ngili, Agustina Elisabeth Nihayaturaochmah Nihayaturaochmah Nita Priyanti Nor Ilman Syaputra Novi Andriyati Noza Nur Aini Nurfida, Nurfida Nurhasanah Nurhasanah R, Retnaningsih R, Tika Wijayanthi R. Sapto Hendri Boedi Soesatyo Rika Sepriani Rumsiti, Titi Saleh, RM Pangeran Shofa Shofa Shofa, Shofa Siahaan, Leroy Holman Siti Aisyah Siti Aisyah Siti Saharia Sri Sundari Sri Sundari Suarti Sukiman Puspojudho Sumiati, Cucum Sundari, Sri syahrul s, syahrul Tammase, Jumraini Tuti Hidayati Uswatun Wahyu Adhi Nugroho Wahyu Adhi Nugroho Wijayanthi R, Tika Wojtila, Maria Caroline Yani Suryani Yani Suryani Yashinta Sitepu Yashinta Yashinta Yufi Fisalma Yulianah, Neneng Yuliati Septiani Yulyati Mulyanto Yusmarini, Intan Yussof, Hilmy Baihaqy