机械工程学报 ›› 2025, Vol. 61 ›› Issue (15): 441-452.doi: 10.3901/JME.2025.15.441
• 人机协作装配与调度 • 上一篇
申慧敏1, 丁金涛1, 沈梦若2, 雷勇2
收稿日期:
2024-10-08
修回日期:
2025-03-03
发布日期:
2025-09-28
作者简介:
申慧敏(通信作者),女,1987年出生,博士,副教授。主要研究方向为人-机交互技术及电磁检测技术。E-mail:hmshen@usst.edu.cn;丁金涛,男,2000年出生,硕士研究生。主要研究方向为人-机交互技术及电磁检测技术。E-mail:233381667@st.usst.edu.cn;沈梦若,女,2000年出生,博士研究生。主要研究方向为软组织交互形变建模与计算、手术导航系统。E-mail:shenmr@zju.edu.cn;雷勇,男,1976年出生,博士,教授。主要研究方向为软组织交互形变建模与计算、手术导航系统。E-mail:ylei@zju.edu.cn
基金资助:
SHEN Huimin1, DING Jintao1, SHEN Mengruo2, LEI Yong2
Received:
2024-10-08
Revised:
2025-03-03
Published:
2025-09-28
摘要: 随着工业5.0时代的到来,智能制造对人机协同提出了更高的要求。特别是在飞机总装测试过程中,驾驶舱面板的操作极为复杂,操作员需根据测试要求准确操作数百个按键和旋钮,极易因误操作而影响测试效率和飞机安全性。为解决该问题,提出一种基于磁-惯性传感信息融合的多指动态位姿追踪与操作空间映射方法。基于手部指骨生理约束,建立工作手指的D-H运动学模型;利用结构化磁场标记技术获取手部的基坐标空间位姿信息;通过磁-惯性传感信息融合,结合手指运动学模型和空间映射方法,实现作业指尖运动向操纵面板空间映射,可用于操作识别和判定。面向模拟操作面板开展了应用试验,包括按键顺序操作和旋钮操作识别,结果显示按键操作指尖平均定位误差±方差分布在[1.64, 3.73]±[0.44, 0.82] mm,旋钮旋转操作转角识别平均误差±方差分布在[2.11, 2.42]±[0.71, 1.00]°。验证所提出方法应用于驾驶舱面板精细操纵的有效性和适用性。
中图分类号:
申慧敏, 丁金涛, 沈梦若, 雷勇. 面向飞机驾驶舱面板操纵引导的多指动态位姿追踪与操作空间映射方法[J]. 机械工程学报, 2025, 61(15): 441-452.
SHEN Huimin, DING Jintao, SHEN Mengruo, LEI Yong. Multi-finger Dynamic Position Tracking and Operation Space Mapping Method for Aircraft Cockpit Panel Maneuver Guidance[J]. Journal of Mechanical Engineering, 2025, 61(15): 441-452.
[1] 马南峰,姚锡凡,陈飞翔,等.面向工业5.0的人本智造[J].机械工程学报, 2022, 58(18):88-102. MA Nanfeng, YAO Xifan, CHEN Feixiang, et al. Human-centric smart manufacturing for Industry 5.0[J]. Journal of Mechanical Engineering, 2022, 58(18):88-102. [2] 王柏村,易兵,刘振宇,等. HCPS视角下智能制造的发展与研究[J].计算机集成制造系统, 2021, 27(10):2749-2761. WANG Baicun, YI Bing, LIU Zhenyu, et al. Evolution and state-of-the-art of intelligent manufacturing from HCPS perspective[J]. Computer Integrated Manufacturing Systems, 2021, 27(10):2749-2761. [3] JIANG C, ZHANG J, LONG T, et al. An optimization framework for worker allocation in aircraft final assembly lines based on simulation alternative modelling and historical data[J]. Engineering Optimization, 2023, 55(8):1387-1402. [4] OTTOGALLI K, ROSQUETE D, ROJO J, et al. Virtual reality simulation of human-robot coexistence for an aircraft final assembly line:Process evaluation and ergonomics assessment[J]. International Journal of Computer Integrated Manufacturing, 2021, 34(9):975-995. [5] WANG S, WANG X, WANG S, et al. Optical-nanofiber-enabled gesture-recognition wristband for human-machine interaction with the assistance of machine learning[J]. Advanced Intelligent Systems, 2023, 5(7):2200412. [6] 王瑞平,吴士泓,张美航,等.基于视觉的神经网络三维动态手势识别方法综述[J].计算机科学, 2024, 51(4):193-208. WANG Ruiping, WU Shihong, ZHANG Meihang, et al. Review of vision-based neural network 3D dynamic gesture recognition methods[J]. Computer Science, 2024, 51(4):193-208. [7] WANG F K, TANG M C, CHIU Y C, et al. Gesture Sensing using retransmitted wireless communication signals based on doppler radar technology[J]. IEEE Transactions on Microwave Theory&Techniques, 2015, 63(12):4592-4602. [8] AMPRIMO G, MASI G, PETTITI G, et al. Hand tracking for clinical applications:Validation of the Google MediaPipe Hand (GMH) and the depth-enhanced GMH-D frameworks[J]. Biomedical Signal Processing and Control, 2024, 96:106508. [9] WORRALLO AG, HARTLEY T. Robust optical based hand interaction for virtual reality[J]. IEEE Transactions on Visualization and Computer Graphics, 2021, 28(12):4186-4197. [10] NI S, AL-QANESS M A A, HAWBANI A, et al. A survey on hand gesture recognition based on surface electromyography:Fundamentals, methods, applications, challenges and future trends[J]. Applied Soft Computing, 2024:112235. [11] JIANG Y, REIMER V, SCHOSSIG T, et al. Fiber optical multifunctional human-machine interface for motion capture, temperature, and contact force monitoring[J]. Optics and Lasers in Engineering, 2020, 128:106018. [12] 申慧敏,葛瑞康,顾晓伟,等.基于磁-惯性传感融合的灵巧手指单元全姿态信息反演方法[J].机械工程学报, 2022, 58(18):133-140. SHEN Huimin, GE Ruikang, GU Xiaowei, et al. Method of dexterous finger unit full-pose modeling based on magnetic-inertial sensor fusion[J]. Journal of Mechanical Engineering, 2022, 58(18):133-140. [13] WANG Z, XIONG C, ZHANG Q. Enhancing the online estimation of finger kinematics from sEMG using LSTM with attention mechanisms[J]. Biomedical Signal Processing and Control, 2024, 92:105971. [14] LEE Y, KIM M. Wearable finger tracking and cutaneous haptic interface with soft sensors for multi-fingered virtual manipulation[J]. IEEE/ASME Transactions on Mechatronics, 2018, 24(1):67-77. [15] LEE Y, DO W. Visual-inertial hand motion tracking with robustness against occlusion, interference, and contact[J]. Science Robotics, 2021, 6(58):1315. [16] SIMAO M A, GIBARU O, NETO P. Online recognition of incomplete gesture data to interface collaborative robots[J]. IEEE Transactions on Industrial Electronics, 2019, 66(12):9372-9382. [17] LIU Y, TSAI YY. Virtual reality based tactile sensing enhancements for bilateral teleoperation system with in-hand manipulation[J]. IEEE Robotics and Automation Letters, 2022, 7(3):6998-7005. [18] JIANG J, LEE K M. Digital magnetic tensor sensor with ANN measurement model for human joint motion sensing in sagittal plane[J]. IEEE/ASME Transactions on Mechatronics, 2022, 27(4):2062-2070. [19] GRINYAGIN I V, BIRYUKOVA E V, MAIER M A. Kinematic and dynamic synergies of human precision-grip movements[J]. Journal of Neurophysiology, 2005, 94(4):2284-2294. [20] MADGWICK S O H, HARRISON A J L, VAIDYANATHAN R. Estimation of IMU and MARG orientation using a gradient descent algorithm[C]//2011 IEEE International Conference on Rehabilitation Robotics, 2011, 1-7. [21] ROGER B, GUERMAZI A, SKAF A, et al. Muscle injuries in sport athletes:Clinical essentials and imaging findings[M]. Cham:Springer International Publishing, 2017:452-475. [22] BRAND P W, HOLLISTER A M. Clinical mechanics of the hand (3rd ed)[M]. Amsterdam:Mosby Publishing:Routledge, 1999. [23] 王敏,孙景健,丁基恒,等.基于D-H参数与拉格朗日联立方程的仿生水蛇机器人运动学分析及动力学建模[J].机械工程学报, 2024, 60(15):134-148. WANG Min, SUN Jingjian, DING Jiheng, et al. Kinematics analysis and dynamics modeling of bionic water snake robot based on D-H parameters and lagrange equations[J]. Journal of Mechanical Engineering, 2024, 60(15):134-148. [24] 卡潘德吉.骨关节功能解剖学[M].顾冬云,译.北京:人民军医出版社, 2011. KAPANDJI A. The physiology of the joints[M]. Translated by GU Dongyun. Beijing:People's Army Medical Press, 2011. [25] AGARWAL P, YUN Y, FOX J, et al. Design, control, and testing of a thumb exoskeleton with series elastic actuation[J]. The International Journal of Robotics Research, 2017, 36(3):355-375. [26] BARRELL Y, NAUS H W L. Detection and localisation of magnetic objects[J]. IET Science, Measurement&Technology, 2007, 1(5):245-254. [27] WANG M, SONG S, LIU J, et al. Multipoint simultaneous tracking of wireless capsule endoscope using magnetic sensor array[J]. IEEE Transactions on Instrumentation and Measurement, 2021, 70:1-10. [28] PYLVÄNÄINEN T. Automatic and adaptive calibration of 3D field sensors[J]. Applied Mathematical Modelling, 2008, 32(4):575-587. [29] HU C, REN Y. Locating intra-body capsule object by three-magnet sensing system[J]. IEEE Sensors Journal, 2016, 16(13):5167-5176. |
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