U-Limb: A multi-modal, multi-center database on arm motion control in healthy and post-stroke conditions

被引:20
|
作者
Averta, Giuseppe [1 ,2 ,3 ]
Barontini, Federica [1 ,2 ,3 ]
Catrambone, Vincenzo [1 ,2 ]
Haddadin, Sami [4 ]
Handjaras, Giacomo [5 ]
Held, Jeremia P. O. [6 ]
Hu, Tingli [4 ]
Jakubowitz, Eike [7 ]
Kanzler, Christoph M. [8 ]
Kuehn, Johannes [4 ]
Lambercy, Olivier [8 ]
Leo, Andrea [5 ]
Obermeier, Alina [7 ]
Ricciardi, Emiliano [5 ]
Schwarz, Anne [6 ]
Valenza, Gaetano [1 ,2 ]
Bicchi, Antonio [1 ,2 ,3 ]
Bianchi, Matteo [1 ,2 ]
机构
[1] Univ Pisa, Res Ctr Enrico Piaggio, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
[2] Univ Pisa, Dipartimento Ingn Informaz, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
[3] Fdn Ist Italiano Tecnol, Soft Robot Human Cooperat & Rehabil, Via Morego 30, I-16163 Genoa, Italy
[4] Tech Univ Munich, RSI Chair Robot & Syst Intelligence, Munich Sch Robot & Machine Intelligence, Hessstr 134, D-80797 Munich, Germany
[5] IMT Sch Adv Studies Lucca, MoMiLab Res Unit, Piazza S Francesco 19, I-55100 Lucca, Italy
[6] Univ Zurich, Div Vasc Neurol & Neurorehabil, Dept Neurol, Frauenklin Str 26, CH-8006 Zurich, Switzerland
[7] Hannover Med Sch, Lab Biomech & Biomat, Dept Orthopaed Surg, L384, D-30625 Hannover, Germany
[8] Dept Hlth Sci & Technol, Inst Robot & Intelligent Syst, Rehabil Engn Lab, CLA H 1-1 Tannenstr 3, CH-8092 Zurich, Switzerland
来源
GIGASCIENCE | 2021年 / 10卷 / 06期
基金
欧盟地平线“2020”;
关键词
motion control; upper limb; stroke; human kinematics; electromyography; electro-encephalography; functional magnetic resonance imaging; Virtual Peg Insertion Test; HAND;
D O I
10.1093/gigascience/giab043
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Shedding light on the neuroscientific mechanisms of human upper limb motor control, in both healthy and disease conditions (e.g., after a stroke), can help to devise effective tools for a quantitative evaluation of the impaired conditions, and to properly inform the rehabilitative process. Furthermore, the design and control of mechatronic devices can also benefit from such neuroscientific outcomes, with important implications for assistive and rehabilitation robotics and advanced human-machine interaction. To reach these goals, we believe that an exhaustive data collection on human behavior is a mandatory step. For this reason, we release U-Limb, a large, multi-modal, multi-center data collection on human upper limb movements, with the aim of fostering trans-disciplinary cross-fertilization. Contribution: This collection of signals consists of data from 91 able-bodied and 65 post-stroke participants and is organized at 3 levels: (i) upper limb daily living activities, during which kinematic and physiological signals (electromyography, electro-encephalography, and electrocardiography) were recorded; (ii) force-kinematic behavior during precise manipulation tasks with a haptic device; and (iii) brain activity during hand control using functional magnetic resonance imaging.
引用
收藏
页数:17
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