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电子皮肤触觉传感器研究进展与发展趋势
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  • 英文篇名:Research progress and development strategy on tactile sensors for e-skin
  • 作者:曹建国 ; 周建辉 ; 缪存孝 ; 尹海斌 ; 李维奇 ; 夏飞
  • 英文作者:CAO Jianguo;ZHOU Jianhui;MIAO Cunxiao;YIN Haibin;LI Weiqi;XIA Fei;School of Mechanical Engineering,University of Science and Technology Beijing;Jacobs School of Engineering,University of California-San Diego;Qianan College,North China University of Science and Technology;School of Mechanical and Electrical Engineering,Wuhan University of Technology;
  • 关键词:电子皮肤 ; 传感器 ; 柔弹性 ; 触觉 ; 仿生机器人
  • 英文关键词:e-skin;;sensor;;stretchable and flexible;;tactile;;bionic robot
  • 中文刊名:HEBX
  • 英文刊名:Journal of Harbin Institute of Technology
  • 机构:北京科技大学机械工程学院;加州大学圣地亚哥分校雅各布斯工学院;华北理工大学迁安学院;武汉理工大学机电工程学院;
  • 出版日期:2016-12-30 11:16
  • 出版单位:哈尔滨工业大学学报
  • 年:2017
  • 期:v.49
  • 基金:国家留学基金委公派高级研究学者项目(201308110343);; 中央高校基本科研业务费专项(FRF-BR-15-038A)
  • 语种:中文;
  • 页:HEBX201701001
  • 页数:13
  • CN:01
  • ISSN:23-1235/T
  • 分类号:7-19
摘要
从介绍人类皮肤的触觉感知性能出发,全面综述了国际上多学科领域模拟人类皮肤的电子皮肤触觉传感器研究进展与关键技术;分析讨论了电子皮肤触觉传感器的工作原理、新型材料和结构、先进设计制作方法、触觉传感特性和性能指标等方面内容;重点总结了国内外近年来在电子皮肤阵列触觉传感器柔性化、弹性化、空间分辨率、灵敏度、快速响应、透明化、轻量化和多功能化等方面的研究进展.指出了电子皮肤触觉传感器的研究依然存在着难以兼顾高柔性和高弹性、高灵敏度电子皮肤设计制作工艺复杂,可扩展性差和成本高等技术难题.电子皮肤触觉传感器可广泛应用于机器人、医疗健康、航空航天、军事、智能制造和汽车安全等领域,正朝着高柔弹性、宽量程的高灵敏度、多功能、自愈合与自清洁、自供电与透明化等方向发展.
        Starting from the tactile sensing performance of human skin,the progress and key technologies of tactile sensors for e-skin( electronic skin) akin to human skin by multidisciplinary fields are comprehensively reviewed.The sensing principle,new materials and structures,advanced design and making methods,sensing characteristics and performance of tactile sensors are analyzed. The recent domestic and foreign research advances of electronic skin tactile sensor array in flexibility,elasticity,spatial resolution,sensitivity,fast response,transparency,lightweight,multifunction and other aspects are summarized. It is difficult to achieve the tactile sensors for e-skin with high stretchable and flexible,less complex production process for high sensitivity e-skin,strong extensibility and low cost. The tactile sensors for e-skin can be widely used in robotics,medical health,aeronautics and space military,intelligent manufacturing,automotive security and other fields. The development of tactile sensors for eskin toward the direction of high stretchable and flexible,high sensitivity in wide range,multifunction,self-healing and self-cleaning,self-powered and transparent,has been pointed out.
引文
[1]王国彪,陈殿生,陈科位,等.仿生机器人研究现状与发展趋势[J].机械工程学报,2015,51(13):27-44.DOI:10.3901/JME.2015.13.027.WANG Guobiao,CHEN Diansheng,CHEN Kewei,et al.The current research status and development strategy on biomimetic robot[J].Journal of Mechanical Engineering,2015,51(13):27-44.DOI:10.3901/JME.2015.13.027.
    [2]吴伟国.面向作业与人工智能的仿人机器人研究进展[J].哈尔滨工业大学学报,2015,47(7):1-19.DOI:10.11918/j.issn.0367-6234.2015.07.001.WU Weiguo.Research progress of humanoid robots for mobile operation and artificial intelligence[J].Journal of Harbin institute of technology,2015,47(7):1-19.DOI:10.11918/j.issn.0367-6234.2015.07.001.
    [3]蔡鹤皋.对我国机器人产业发展的思考[J].集成技术,2015,4(5):1-4.CAI Hegao.Reflections on the development of robot industry in china[J].Journal of integration technology,2015,4(5):1-4.
    [4]MALLORY L,HAMMOCK A C,BENJAMIN C,et al.25th anniversary article:the evolution of electronic skin(E-Skin):A brief history,design considerations,and recent progress[J].Advanced Materials,2013,25(42):5997-6038.DOI:10.1002/adma.201302240.
    [5]ROGERS J A,SOMEYA T,HUANG Y G.Materials and mechanics for stretchable electronics[J].Science,2010,327(26):1603-1607.DOI:10.1126/science.1182383.
    [6]XU Sheng,ZHANG Yihui,CHO Jiong,et al.Stretchable batteries with self-similar serpentine interconnects and integrated wireless recharging systems[J].Nature Communications,2013,1543(2013-02-26)[2016-01-07].http://www.nature.com/articles/ncomms2553.DOI:10.1038/ncomms2553.
    [7]XU Sheng,ZHANG Yihui,JIA Lin,et al.Soft microfluidic assemblies of sensors,circuits,and radios for the skin[J].Science,2014,344(6179):70-74.DOI:10.1126/science.1250169.
    [8]ARGALL B D,BILLARD A G.A survey of tactile human-robot interactions[J].Robotics and Autonomous Systems,2010,58(10):1159–1176.DOI:10.1016/j.robot.2010.07.002.
    [9]FRIGOLA M,CASALS A,AMAT J.Human-robot interaction based on a sensitive bumper skin[C]//Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.Beijing:IEEE,2006:283-287.
    [10]蔡鹤皋,王志孝,曲原.弧焊机器人触觉智能的研究[J].哈尔滨工业大学学报,1985,17(增):63-70.CAI Hegao,WANG Zhixiao,QU Yuan.On the research for tactile sensing intelligence of arc-welding robots[J].Journal of Harbin institute of technology,1985,17(S):63-70.
    [11]IWATA H,HOSHINO H,MORITA T,et al.Human-humanoid physical interaction realizing force following and task fulfillment[C]//Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.Takamatsu:IEEE,2000:522-527.
    [12]LIPOMI D J,VOSGUERITCHIAN M,TEE B C K,et al.Skin-like pressure and strain sensors based on transparent elastic films of carbon nanotubes[J].Nature Nanotechnology,2011,6(12):788-792.DOI:10.1038/NNANO.2011.184.
    [13]黄英,葛运建.可连续检测三维力的人工皮肤简介[J].机器人技术与应用,2011(2):27-28.HUANG Ying,GE Yunjian.Introduction of artificial skin with the function of continuous detection of three-dimensional force[J].Robot Technique and Application,2011(2):27-28.
    [14]WANG Chuan,HWANG D,YU Zhibin,et al.User-interactive electronic skin for instantaneous pressure visualization[J].Nature Materials,2013,12(10):899-904.DOI:10.1038/NMAT3711.
    [15]RAMUZ M,TEE B C K,TOK J B H,et al.Transparent,optical,pressure-sensitive artificial skin for large-area stretchable electronics[J].Advanced Materials,2012,24(24):3223-3227.DOI:10.1002/adma.201200523.
    [16]丁俊香,葛运建,徐菲,等.基于导电橡胶的一种新型类皮肤触觉传感器阵列[J].传感技术学报,2010,23(3):315-321.DING Junxiang,GE Yunjian,XU Fei,et al.Study of a new type skin liked arrayed tactile sensor based on conductive rubber[J].Chinese journal of sensors and actuators,2010,23(3):315-321.
    [17]黄英,陆伟,赵小文,等.用于机器人皮肤的柔性多功能触觉传感器设计与实验[J].机器人,2011,33(3):347-353,359.DOI:10.3724/SP.J.1218.2011.00347.HUANG Ying,LU Wei,ZHAO Xiaowen,et al.Design and experiment of flexible multi-functional tactile sensors for robot skin[J].Robot,2011,33(3):347-353,359.DOI:10.3724/SP.J.1218.2011.00347.
    [18]张超然,刘婉姬,王立石,等.电子皮肤专利分析[J].中国发明与专利,2016(3):26-32.ZHANG Chaoran,LIU Wanji,WANG Lishi,et al.Electronic skin patent analysis[J].China invention&patent,2016(3):26-32.
    [19]汪浩鹏.用于接触压力测量的新型高柔弹性电子皮肤研究[D].北京:北京科技大学,2015.WANG Haopeng.Development of a skin-like pressure sensor array for e-skin application[D].Beijing:University of Science and Technology Beijing,2015.
    [20]吕晓洲,卢文科.用于电子皮肤的界面应力传感器的研究[J].电子学报,2013,41(2):340-345.DOI:10.3969/j.issn.0372-2112.2013.02.021.L Xiaozhou,LU Wenke.Interfacial stress sensor for artificial skin application[J].Acta Electronica Sinica,2013,41(2):340-345.DOI:10.3969/j.issn.0372-2112.2013.02.021.
    [21]石金进,吴海彬,马志举.一种新型机器人仿生皮肤的设计[J].机器人,2013,35(1):32-38.DOI:10.3724/SP.J.1218.2013.00032.SHI Jinjin,WU Haibin,MA Zhiju.Design of a new robot skin[J].Robot,2013,35(1):32-38.DOI:10.3724/SP.J.1218.2013.00032.
    [22]胡闻珊,黄英,王敏.机器人敏感皮肤的研究进展[J].合肥工业大学学报(自然科学版),2006,29(12):1624-1626.HU Wenshan,HUANG Ying,WANG Min.Progress in the research on robot’s sensitive skin[J].Journal of Hefei University of Technology,2006,29(12):1624-1626.
    [23]篠田裕之.器用な手の皮膚と触覚[J].日本ロボット学会誌,2000,18(6):767-771.
    [24]DAHIYA R S,METTA G,VALLE M,et al.Tactile sensing-from humans to humanoids[J].IEEE Transactions on Robotics,2010,26(1):1-20.DOI:10.1109/TRO.2009.2033627.
    [25]GIRAO P S,RAMOS P M P,POSTOLACHE O,et al.Tactile sensors for robotic applications[J].Measurement,2013,46(3):1257-1271.DOI:10.1016/j.measurement.2012.11.015.
    [26]CODY F W J,GARSIDE R A D,LLOYD D,et al.Tactile spatial acuity varies with site and axis in the human upper limb[J].Neuroscience Letters,2008,433(2):103-108.DOI:10.1016/j.neulet.2007.12.054.
    [27]BENSMAIA S J,CRAIG J C,JOHANSON K O.Temporal factors in tactile spatial acuity:evidence for RA interference in fine spatial processing[J].Journal of Neurophsiology,2006,95(3):1783-1791.DOI:10.1152/jn.00878.2005.
    [28]CRAIG J C,XU Baihua.Temporal order and tactile patterns[J].Perception&Psychophysics,1990,47(1):22-34.DOI:10.3758/BF03208161.
    [29]JONES L A,LEDERMAN S J.“Tactile sensing”in human hand function[M].Cambridge:Oxford University Press,2006:44-74.
    [30]CODY F W J,IDREESA R,SPILIOTI D X,et al.Tactile spatial acuity is reduced by skin stretch at the human wrist[J].Neuroscience Letters,2010,484(1):71-75.DOI:10.1016/j.neulet.2010.08.022.
    [31]BHATTACHARJEE T,JAIN A,VAISH S,et al.Tactile sensing over articulated joints with stretchable sensors[C]//World Haptics Conference(WHC).Daejeon:IEEE,2013:103-108.
    [32]HARMON L D.Automated tactile sensing[J].The International Journal of Robotics Research,1982,1(2):3-32.DOI:10.1177/027836498200100201.
    [33]IWATA H,SUGANO S.Human-robot-contact-state identification based on tactile recognition[J].IEEE Transactions on Industrial Electronics,2005,52(6):1468-1477.DOI:10.1109/TIE.2005.858739.
    [34]PAN L J,CHORTOS A,YU G H,et al.An ultra-sensitive resistive pressure sensor based on hollow-sphere microstructure induced elasticity in conducting polymer film[J].Nature Communications,2014,5:1-8.DOI:10.1038/ncomms4002.
    [35]LEE M H,NICHOLLS H R.Review article tactile sensing for mechatronics-a state of the art survey[J].Mechatronics,1999,9(1):1-31.DOI:10.1016/S0957-4158(98)00045-2.
    [36]刘少强,黄惟一,王爱民,等.机器人触觉传感技术研发的历史现状与趋势[J].机器人,2002,24(4):362-366.LIU Shaoqiang,HUANG Weiyi,WANG Aimin,et al.Overview and prospect of research and development on robot tactile sensory technology[J].Robot,2002,24(4):363-366.
    [37]黄英.基于压力敏感导电橡胶的柔性多维阵列触觉传感器研究[D].合肥:合肥工业大学,2008.HUANG Ying.Research on flexible multi-dimensional array tactile sensor based on pressure sensitive conduetive rubber[D].Hefei:Hefei University of Technology,2008.
    [38]吕晓洲.用于电子皮肤的新型压力传感器的研究[D].上海:东华大学,2012.L Xiaozhou.Interfacial stress sensors for artificial skin application[D].Shanghai:Donghua University,2012.
    [39]GERRAT A P,SOMMER N,LACOUR S P,et al.Stretchable capacitive tactile skin on humanoid robot fingers-first experiments and results[C]//14th IEEE-RAS International Conference on Humanoid Robots.Madrid:IEEE,2014:238-245.
    [40]CHO C,RYUH Y.Fabrication of flexible tactile force sensor using conductive ink and silicon elastomer[J].Sensors and Actuators A:Physical,2016,237(1):72-80.DOI:10.1016/j.sna.2015.10.051.
    [41]SOMEYA T,SEKITANI T,IBA S,et al.A large-area,flexible pressure sensor matrix with organic field-effect transistors for artificial skin applications[J].Proceedings of the National Academy of Sciences of the United States of America,2004,101(27):9966-9970.DOI:10.1073/pnas.0401918101.
    [42]SOMEYA T,KATO Y,SEKITANI T,et al.Conformable,flexible,large-area networks of pressure and thermal sensors with organic transistor active matrixes[J].Proceedings of the National Academy of Sciences of the United States of America,2005,102(35):12321-12325.DOI:10.1073/pnas.0502392102.
    [43]OHMURA Y,KUNIYOSHI Y,NAGAKUBO A.Conformable and scalable tactile sensor skin for curved surfaces[C]//Proceedings of the 2006 IEEE International Conference on Robotics and Automation.Orlando:IEEE Press,2006:1348-1353.
    [44]L X Z,KISHORE S R,ALEXANDER V M.Transfer function of interfacial stress sensor for artificial skin applications[J].IEEE Transactions on Electron Devices,2013,60(8):2640-2647.DOI:10.1109/TED.2013.2270559.
    [45]黄英,郭小辉,刘家俊,等.可拼接式全柔性电容触觉阵列传感器设计与实验[J].机器人,2015,37(2):136-141,151.DOI:10.13973/j.cnki.robot.2015.0136.HUANG Ying,GUO Xiaohui,LIU Jiajun,et al.Expandable fully compliant capacitive tactile sensing array:design and experiment[J].Robot,2015,37(2):136-141,151.DOI:10.13973/j.cnki.robot.2015.0136.
    [46]黄英,明小慧,向蓓,等.一种新型机器人三维力柔性触觉传感器的设计[J].传感技术学报,2008,21(10):1696-1699.HUANG Ying,MING Xiaohui,Xiang Bei,et al.A new design of flexible three-dimension force tactile sensor of robot[J].Chinese Journal of Sensors and Actuators,2008,21(10):1696-1699.
    [47]董万成,黄英,明小慧,等.一种新型柔性触觉阵列传感器信号处理电路设计[J].传感器与微系统,2009,28(9):75-78.DONG Wancheng,HUANG Ying,MING Xiaohui,et al.Design of signal processing circuit for new flexible tactile array sensor[J].Transducer and Microsystem Technologies,2009,28(9):75-78.
    [48]董万成.柔性触觉阵列传感器的信号处理及其补偿[D].合肥:合肥工业大学,2010.DONG Wancheng.Flexible tactile sensor array signal processing and compensation[D].Hefei:Hefei University of Teehnology,2010.
    [49]TAKEI K,TAKAHASHI T,HO J C,et al.Nanowire active-matrix circuitry for low-voltage macroscale artificial skin[J].Nature Materials,2010,9(10):821-826.DOI:10.1038/NMAT2835.
    [50]ZHANG X F,ZHAO Y L,ZHANG X L.Design and fabrication of a thin and soft tactile force sensor array based on conductive rubber[J].Sensor Review,2012,32(4):273-279.DOI 10.1108/02602281211257506.
    [51]YING M,BONIFAS A P,LU N S,et al.Silicon nanomembranes for fingertip electronics[J].Nanotechnology,2012,23(34):1-7.DOI:10.1088/0957-4484/23/34/344004.
    [52]YOGESWARAN N,TINKU S,KHAN S,et al.Stretchable resistive pressure sensor based on CNT-PDMS nanocomposites[C]//11th Conference on Ph.D.Research in Microelectronics and Electronics(PRIME).Glasgow:IEEE,2015:326-329.
    [53]VATANI M,MOHAMAD V,CHOI J W.Multi-layer stretchable pressure sensors using ionic liquids and carbon nanotubes[J].Applied Physics Letters,2016,108(6):061908.1-5.
    [54]ALIREZAEI H,NAGAKUBO A,KUNIYOSHI Y.A highly stretchable tactile distribution sensor for smooth surfaced humanoids[C]//7th IEEE-RAS International Conference on Humanoid Robots.Pittsburgh:IEEE Press,2007:167-173.
    [55]WANG H P,ZHOU D B,CAO J G.Development of a stretchable conductor array with embedded metal nanowires[J].IEEE Transactions on Nanotechnology,2013,12(4):561-565.DOI:10.1109/TNANO.2013.2258172.
    [56]WANG H P,ZHOU D B,CAO J G.Development of a skin-like tactile sensor array for curved surface[J].IEEE Sensors Journal,2014,14(1):55-61.DOI:10.1109/JSEN.2013.2279394.
    [57]孟军辉.基于银纳米线的弹性电极研究[D].北京:北京科技大学,2016.MENG Junhui.Stretchable conductor based on silver nanowires[D].Beijing:University of Science and Technology Beijing,2016.
    [58]GEREON H B,RISTO K,CARSTEN S,et al.Flexible and stretchable fabric-based tactile sensor[J].Robotics and Autonomous Systems,2015,63(P3):244-252.DOI:10.1016/j.robot.2014.09.007.
    [59]DOGRAMADZI S,VIRK G,BELL G,et al.Recording forces exerted on the bowel wall during colonoscopy:in vitro evaluation[J].The International Journal of Medical Robotics and Computer Assisted Surgery,2005,1(4):89-97.DOI:10.1002/rcs.61.
    [60]TEE B C,WANG C,ALLEN R,et al.An electrically and mechanically self-healing composite with pressure-and flexion-sensitive properties for electronic skin applications[J].Nature nanotechnology,2012,7(12):825–832.DOI:10.1038/NNANO.2012.192.
    [61]BENIGHT S J,WANG C,TOK J B,et al.Stretchable and selfhealing polymers and devices for electronic skin[J].Progress in Polymer Science,2013,38(12):1961-1977.DOI:10.1016/j.progpolymsci.2013.08.001.
    [62]WANG J,JIU J T,NOGI M,et al.A highly sensitive and flexible pressure sensor with electrodes and elastomeric interlayer containing silver nanowires[J].Nanoscale,2015,7(7):2926-2932.DOI:10.1039/c4nr06494a.
    [63]WANG X W,GU Y,XIONG Z P,et al.Silk-molded flexible,ultrasensitive,and highly stable electronic skin for monitoring human physiological signals[J].Advanced Materials,2014,26(9):1336-1342.DOI:10.1002/adma.201304248.
    [64]LOU Z,CHEN S,WANG L L,et al.An ultra-sensitive and rapid response speed graphene pressure sensors for electronic skin and health monitoring[J].Nano Energy,2016,23:7-14.DOI:10.1016/j.nanoen.2016.02.053.
    [65]JOO Y,BYUN J,SEONG N,et al.Silver nanowire-embedded PDMS with a multiscale structure for a highly sensitive and robust flexible pressure sensor[J].Nanoscale,2015,7(14):6208-6215.DOI:10.1039/c5nr00313j.
    [66]LAI Y C,YE B W,LU C F,et al.Extraordinarily sensitive and low-voltage operational cloth-based electronic skin for wearable sensing and multifunctional integration uses:a tactile-induced insulatingto-conducting transition[J].Advanced Functional Materials,2016,26(8):1286-1295.DOI:10.1002/adfm.201503606.
    [67]VIRY L,LEVI A,TOTARO M,et al.Flexible three-axial force sensor for soft and highly sensitive artificial touch[J].Advanced Materials,2014,26(17):2659-2664.DOI:10.1002/adma.201305064.
    [68]TIAN H,SHU Y,WANG X F,et al.A graphene-based resistive pressure sensor with record-high sensitivity in a wide pressure range[J].Scientific Reports,2015,8603.(2015-02-27)[2016-01-07].http://www.nature.com/articles/srep08603.DOI:10.1038/srep08603.
    [69]MORTEZA A,AEKACHAN P,SANGJUN L,et al.Highly stretchable and sensitive strain sensor based on silver nanowire elastomer nanocomposite[J].ACS Nano,2014,8(5):5154-5163.DOI:10.1021/nn501204t.
    [70]ISHIKAWA M,SHIMOJO M.A method for measuring the center position of a two dimensional distributed load using pressure conductive rubber[J].The Society of Instrument and Control Engineers,1982,18(7):730-735.DOI:10.9746/sicetr1965.18.730.
    [71]DAISUKE G,YOSHITOMO M,SEIICHI T,et al.Grasping force control of multi-fingered robot hand based on slip detection using tactile sensor[C]//SICE Annual Conference.Tokyo:IEEE,2008:894-899.
    [72]PARK J,LEE Y,HONG J,et al.Tactile-direction-sensitive and stretchable electronicskins based on Human-Skin-Inspired interlocked microstructures[J].ACS Nano,2014,8(12):12020-12029.DOI:10.1021/nn505953t.
    [73]PARK J,LEE Y,HONG J,et al.Giant tunneling piezoresistance of composite elastomers with interlocked microdome arrays for ultrasensitive and multimodal electronic skins[J].ACS Nano,2014,8(5):4689-4697.DOI:10.1021/nn500441k.
    [74]赵杰.我国工业机器人发展现状与面临的挑战[J].航空制造技术,2012(12):26-29.ZHAO Jie.Development and challenge of chinese industrial robot[J].Aeronautical Manufacturing Technology,2012(12):26-29.
    [75]曲道奎.中国机器人产业发展的机遇与挑战[J].科协论坛,2015,30(12):15-17.QU Daokui.Opportunities and challenges of China's robot industry[J].Science&Technology Association Forum,2015,30(12):15-17.
    [76]王田苗,陈殿生,陶永,等.改变世界的智能机器:智能机器人发展思考[J].科技导报,2015,33(21):16-22.WANG Tianmiao,CHEN Diansheng,TAO Yong,et al.Intelligent machines that will change the world:Thinking on the development of intelligent robots[J].Science&Technology Review,2015,33(21):16-22.
    [77]乔红,尹沛劼,李睿,等.机器人与神经科学交叉的意义:关于智能机器人未来发展的思考[J].中国科学院院刊,2015,30(6):762-771.DOI:10.16418/j.issn.1000-3045.2015.06.007.QIAO Hong,YIN Peijie,LI Rui,et al.What is the meaning for the interdisciplinary research of robot and neuroscience:thoughts on the future development of intelligent robot[J].Bulletin of Chinese Academy of Sciences,2015,30(6):762-771.DOI:10.16418/j.issn.1000-3045.2015.06.007.
    [78]刘辛军,于靖军,王国彪,等.机器人研究进展与科学挑战[J].中国科学基金,2016(5):425-431.LIU Xinjun,YU Jingjun,Wang Guobiao,et al.Research trend and scientific challenge of robotics[J].Bulletin of National Nature Science Foundation of China,2016(5):425-431.
    [79]ZHAO J D,JIANG L,CAI H G,et al.A five-fingered underactuated prosthetic hand:hardware and its control scheme[J].Journal of Harbin Institute of Technology,2008,15(2):228-234.
    [80]MUTH J T,VOGT D M,TRUBY R L,et al.Embedded 3D printing of strain sensors within highly stretchable elastomers[J].Advanced Materials,2014,26(36):6307-6312.DOI:10.1002/adma.201400334.
    [81]PU J,LI L J,TAKENOBU T.Flexible and stretchable thin-film transistors based on molybdenum disulphide[J].Physical Chemistry Chemical Physics,2014,16(29):14973-15718.DOI:10.1039/c3cp55270e.
    [82]ZUCCA A,YAMAGISHI K,FUJIE T,et al.Roll to roll processing of ultraconformable conducting polymer nanosheets[J].Journal of Materials Chemistry C,2015,3(25):6539-6548.DOI:10.1039/C5TC00750J.
    [83]VATANI M,ENGEBERG E D,CHOI J W.Conformal direct-print of piezoresistive polymer/nanocomposites forcompliant multi-layer tactile sensors[J].Additive Manufacturing,2015,7(7):73-82.DOI:10.1016/j.addma.2014.12.009.
    [84]XU Feng,ZHU Yong.Highly conductive and stretchable silver nanowire conductors[J].Advanced Materials,2012,24(37):5117-5122.DOI:10.1002/adma.201201886.
    [85]曹建国,廖然,杨利花.燃料电池电动汽车发展现状与前景[J].新材料产业,2015(4):58-63.CAO Jianguo,LIAO Ran,YANG Lihua.Development situation and prospect of fuel cell electric vehicles[J].Advanced Materials Industry,2015(4):58-63.
    [86]曹建国,唐慧,杨光辉,等.有高温相变的电工钢热轧起浪的有限元分析[J].哈尔滨工业大学学报,2016,48(1):146-151.DOI:10.11918/j.issn.0367-6234.2016.01.022.CAO Jianguo,TANG Hui,YANG Guanghui,et al.Finite element analysis of edge wave for non-oriented electrical strip with high temperature phase transition[J].Journal of Harbin institute of technology,2016,48(1):146-151.DOI:10.11918/j.issn.0367-6234.2016.01.022.
    [87]王菲露.基于神经网络方法的三维力柔性触觉传感器阵列解耦研究[D].合肥:中国科学技术大学,2014.WANG Feilu.Decoupling research of three-dimensional force flexible tactile sensor array based on neural network methods[D].Hefei:University of Science and Technology of China,2014.
    [88]许德成,郭小辉.用于仿生皮肤的电容式三维力触觉感知系统[J].吉林大学学报(信息科学版),2015,33(6):652-657.XU Decheng,GUO Xiaohui.Capacitive three-dimensional force tactile perception system for artificial skin[J].Journal of Jilin University(Information Science Edition),2015,33(6):652-657.
    [89]陶镛汀,周俊,孟一猛,等.果蔬表面粗糙度特性检测触觉传感器设计与试验[J].农业机械学报,2015,46(11):16-21.DOI:10.6041/j.issn.1000-1298.2015.11.003.TAO Yongting,ZHOU Jun,MENG Yimeng,et al.Design and experiment of tactile sensors for testing surface roughness of fruits and vegetables[J].Transactions of the Chinese Society for Agricultural Machinery,2015,46(11):16-21.DOI:10.6041/j.issn.1000-1298.2015.11.003.
    [90]张庭.仿人型假手指尖三维力触觉传感器及动态抓取研究[D].哈尔滨:哈尔滨工业大学,2014.ZHANG Ting.Research on fingertip three-dimensional force tactile sensor and dynamic grasp for anthropomorphic prosthetic hand[D].Harbin:Harbin Institute of Technology,2014.

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