智能机器人传感服装与数据处理研究
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摘要
触觉是机器人与外界环境交互的感知,机器人通过触觉能感知外部环境信息。触觉传感系统已成为高级智能机器人标准特征之一,是研究可覆盖机器人全身触觉传感服装的关键技术。机器人借助具有类似人皮肤功能的传感服装可以判断是否接触到外界物体,并测量与接触物体之间的压力以及压力的空间分布特性,同时判断接触物的外形,以便使其完成更复杂的任务。因此研究机器人大面积传感服装与大规模传感信号处理是机器人触觉研究的热点和难点。
本文针对触觉传感阵列未解决的兼具柔韧性和测量压力分布信息等难题,完成了机器人传感服装制备工艺、大规模阵列传感器信号处理等方面的创新性研究。研究工作取得了以下创新性成果。
①研制出了一种以导电橡胶为基料兼具柔韧性的触觉传感阵列新导电单元。借助机理实验,获得了在不同参杂浓度条件下导电橡胶单元的压阻关系特性及压力、温度与电阻的三维关系特性,为传感服装数据处理研究提供了技术理论支撑。
②研制出了一种具有接触面积大、柔韧性好、分辨率可调和可拼接组合等特点的新型机器人传感服装。针对该系统构建了一种新型的信息获取与处理系统,其硬件电路采用行列扫描方式获取传感信号,采用改进型电压镜扫描电路可避免伪信号产生;对于机器人触觉服装大规模传感信号的处理,提出了触觉数据处理构架以此提高系统的稳定性和可靠性。
③提出了在不确定传感数据模型基础上的一种基于统计信息融合的机器人传感服装数据处理算法,实验研究表明该信息处理算法实现了对压力位置和分布的精确识别,有效保证了传感数据处理结果的精确性和可靠性,增强数据可信度与系统的生存能力,扩展时间空间覆盖率。
④提出了一种基于BP神经网络大规模传感阵列的信息融合方法,通过该方法可有效消除如环境温度、电压扰动等非目标参量及大规模传感信号间串扰对传感服装压力传感阵列输出特性的影响,以此改善机器人触觉传感服装系统的稳定性和可靠性,同时可以提高机器人系统的智能判断力与信息利用率。
⑤提出了一种基于重构机器人接触物形体的归一化转动惯量特征识别方法,建立了机器人服装触觉传感数据处理的模糊认知图模型,给出相应的推理运算步骤。可借助模糊认知图运算确定机器人对接触物刺激的反应行为,找出传感服装感知过程中各要素间存在的明显因果关系。最后验证了模糊认知图可作为一种计算平台,适于机器人服装感知全过程数据处理。
综上,本文针对机器人传感服装与数据处理,研制了机器人触觉传感服装,提出了数据处理架构及相关信号处理方法。理论分析和实验结果表明,该系统设计是合理可行的,能够实现对触觉传感信息的有效和准确获取,提高了机器人的感知能力。
Tactile is a perception of interaction between robot and its external environment, the robot can sense the external environment information through the tactile function. Tactile sensing system has become one of standard features of high-level intelligent robot. It is the key technology of tactile sensing suit for covered all the robot body. By means of sensing suit owned similar human skin, it can judge that whether the robot touches to the external object, and measure the pressure between robot and touched object as well as space distribution characteristic of pressure, and judge the outline of touched object so as to let robot accomplish more complex task. Therefore the study on suit of robot sensing with large area and processing with large-scale sensing signal is the puzzle and hot point in research on robot tactile.
In this paper, aimed at the puzzle that are not solved in the tactile sensing array with both outstanding flexility of material and measure information of pressure distribution, it has been completed for innovative research to the preparation technology of robot sensing suit, and signal processing of sensor with large-scale array and so on. The research work has obtained the following innovative results.
①Developed a new conductive material of tactile sensing array based on both basic material of conductive rubber and owned outstanding flexility. By means of mechanism experiment, it obtained the characteristic of voltage and resistance as well as 3D relation characteristic among temperature and pressure and resistance under the condition of different mixed consistence for new conductive material. It provided the foundation of technical theoretical support for data processing of sensing clothing.
②Developed a sort of novel robot sensing suit owned the property with being large in contact area, better in flexibility, adjustable in resolution and being able in sewing and pruning, And also constructed a sort of novel acquisition and procession system for information. In which, the hardware adopts scanning manner of row and column to capture sensing signal, and its voltage mirror scan circuit can avoid to produce false signal.
③Presented a sort of novel fusion algorithm of multi-sensor information processing, in which the algorithm is based on stat characteristic of condition probability and has the data compensation function. It can enhance the intelligent judge ability and information utilization efficiency, strength the data reliability and system viability, and extend time and space coverage.
④Presented a sort of novel fusion method of large-scale sensing signal based on BP neural network. It can effectively eliminate the impact, such as environmental temperature and voltage disturbance and other non-target parameters and cross interfering among large-scale sensor signals, of output characteristic for sensing clothing pressure sensor, and enhance stability and reliability of pressure sensing.
⑤Presented a sort of recognition method of normalized rotation inertia feature based on outline of touch object of reconstruction robot, and established the fuzzy cognitive map model of tactile sensing data processing for robot clothing, and gave the steps of corresponding reasoning operation. By means of cognitive map operation, the robot can determine the reaction behavior for touch object activating, find the obvious causality among important factors in the perceptive process of sensing clothing. Finally it validated that the fuzzy cognitive map can be as a computing platform, and it is suitable for the whole process data processing of robot perception clothing.
In summary, aimed at the robot sensing clothing and data processing, it developed robot tactile sensing suit, and presented the architecture of data processing and processing method of correlated signal in the paper. Theoretical analysis and experimental results show that the system is reasonable and feasible, it can realize to achieve tactile sensing information effectively and accurately, and enhance the robot's perception.
本文针对触觉传感阵列未解决的兼具柔韧性和测量压力分布信息等难题,完成了机器人传感服装制备工艺、大规模阵列传感器信号处理等方面的创新性研究。研究工作取得了以下创新性成果。
①研制出了一种以导电橡胶为基料兼具柔韧性的触觉传感阵列新导电单元。借助机理实验,获得了在不同参杂浓度条件下导电橡胶单元的压阻关系特性及压力、温度与电阻的三维关系特性,为传感服装数据处理研究提供了技术理论支撑。
②研制出了一种具有接触面积大、柔韧性好、分辨率可调和可拼接组合等特点的新型机器人传感服装。针对该系统构建了一种新型的信息获取与处理系统,其硬件电路采用行列扫描方式获取传感信号,采用改进型电压镜扫描电路可避免伪信号产生;对于机器人触觉服装大规模传感信号的处理,提出了触觉数据处理构架以此提高系统的稳定性和可靠性。
③提出了在不确定传感数据模型基础上的一种基于统计信息融合的机器人传感服装数据处理算法,实验研究表明该信息处理算法实现了对压力位置和分布的精确识别,有效保证了传感数据处理结果的精确性和可靠性,增强数据可信度与系统的生存能力,扩展时间空间覆盖率。
④提出了一种基于BP神经网络大规模传感阵列的信息融合方法,通过该方法可有效消除如环境温度、电压扰动等非目标参量及大规模传感信号间串扰对传感服装压力传感阵列输出特性的影响,以此改善机器人触觉传感服装系统的稳定性和可靠性,同时可以提高机器人系统的智能判断力与信息利用率。
⑤提出了一种基于重构机器人接触物形体的归一化转动惯量特征识别方法,建立了机器人服装触觉传感数据处理的模糊认知图模型,给出相应的推理运算步骤。可借助模糊认知图运算确定机器人对接触物刺激的反应行为,找出传感服装感知过程中各要素间存在的明显因果关系。最后验证了模糊认知图可作为一种计算平台,适于机器人服装感知全过程数据处理。
综上,本文针对机器人传感服装与数据处理,研制了机器人触觉传感服装,提出了数据处理架构及相关信号处理方法。理论分析和实验结果表明,该系统设计是合理可行的,能够实现对触觉传感信息的有效和准确获取,提高了机器人的感知能力。
Tactile is a perception of interaction between robot and its external environment, the robot can sense the external environment information through the tactile function. Tactile sensing system has become one of standard features of high-level intelligent robot. It is the key technology of tactile sensing suit for covered all the robot body. By means of sensing suit owned similar human skin, it can judge that whether the robot touches to the external object, and measure the pressure between robot and touched object as well as space distribution characteristic of pressure, and judge the outline of touched object so as to let robot accomplish more complex task. Therefore the study on suit of robot sensing with large area and processing with large-scale sensing signal is the puzzle and hot point in research on robot tactile.
In this paper, aimed at the puzzle that are not solved in the tactile sensing array with both outstanding flexility of material and measure information of pressure distribution, it has been completed for innovative research to the preparation technology of robot sensing suit, and signal processing of sensor with large-scale array and so on. The research work has obtained the following innovative results.
①Developed a new conductive material of tactile sensing array based on both basic material of conductive rubber and owned outstanding flexility. By means of mechanism experiment, it obtained the characteristic of voltage and resistance as well as 3D relation characteristic among temperature and pressure and resistance under the condition of different mixed consistence for new conductive material. It provided the foundation of technical theoretical support for data processing of sensing clothing.
②Developed a sort of novel robot sensing suit owned the property with being large in contact area, better in flexibility, adjustable in resolution and being able in sewing and pruning, And also constructed a sort of novel acquisition and procession system for information. In which, the hardware adopts scanning manner of row and column to capture sensing signal, and its voltage mirror scan circuit can avoid to produce false signal.
③Presented a sort of novel fusion algorithm of multi-sensor information processing, in which the algorithm is based on stat characteristic of condition probability and has the data compensation function. It can enhance the intelligent judge ability and information utilization efficiency, strength the data reliability and system viability, and extend time and space coverage.
④Presented a sort of novel fusion method of large-scale sensing signal based on BP neural network. It can effectively eliminate the impact, such as environmental temperature and voltage disturbance and other non-target parameters and cross interfering among large-scale sensor signals, of output characteristic for sensing clothing pressure sensor, and enhance stability and reliability of pressure sensing.
⑤Presented a sort of recognition method of normalized rotation inertia feature based on outline of touch object of reconstruction robot, and established the fuzzy cognitive map model of tactile sensing data processing for robot clothing, and gave the steps of corresponding reasoning operation. By means of cognitive map operation, the robot can determine the reaction behavior for touch object activating, find the obvious causality among important factors in the perceptive process of sensing clothing. Finally it validated that the fuzzy cognitive map can be as a computing platform, and it is suitable for the whole process data processing of robot perception clothing.
In summary, aimed at the robot sensing clothing and data processing, it developed robot tactile sensing suit, and presented the architecture of data processing and processing method of correlated signal in the paper. Theoretical analysis and experimental results show that the system is reasonable and feasible, it can realize to achieve tactile sensing information effectively and accurately, and enhance the robot's perception.
引文
[1]张福学.机器人技术及其应用(第一版)[M].北京:电子工业出版社,2000:37-44.
[2] H. R. Nicholls, M. H. Lee.A survey of robot tactile sensing technology[J]. The International Journal of Robotics Research, 1989, 8(3):3-30.
[3] Y. Shen, N. Xi, K. W. C. Lai, W. J. Li.A novel PVDF microforce/force rate sensor for practical applications in micromanipulation[J]. Sensor Review, 2004, 24 (3): 274-283.
[4]白韶红.触觉传感器的发展[J].自动化仪表,1995,15(6):pp1-5.
[5]戈瑜.机器人传感器的研究与发展[J].高技术通讯,1997,(2):1-5.
[6] M.E.H. Eltaib , J.R. Hewit.Tactile sensing technology for minimal access surgery—A review[J] .Mechatronics, 2003 ,(13): pp.1163–1177.
[7]龚雪,张认成,张晓华等.触觉传感器述评[J].仪器仪表用户,2005,12(5):3-4.
[8]刘少强,黄惟一,王爱民,宋爱国.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.
[9]田疆,田洁,蒲军,吴晓琴,谢凯年.基于导电橡胶的柔性动态触觉传感器系统及其图像恢复的研究[J].机器人,2004,26(1):54-57.
[10]张红芬,李科杰,申延涛.机器人触觉临场感系统研究[J].机器人,2000,22(5):365-370.
[11]罗志增,何发昌.多传感器手爪的研究[J].机器人,1996, 6:349-352.
[12]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):1695-1699.
[13]艾俊波,李科杰,张红芬.机器人触觉临场感电触觉反馈技术研究[J].传感器世界,2000,2:10-13.
[14] S. Tung, S. R. Witherspoon, L.A. Roe, A.Silano, D. P.Maynard, N. Ferraro.A MEMS-based flexible sensor and actuator system for space inflatable structures[J]. Smart Materials and Structures, 2001,(10): 1230-1239.
[15] Kang Ryeol Lee, Kunnyun Kim, Yong-Kook Kim. Fabrication of polymer-based flexible tactile sensing.module with metal strain gauges and interconnecter[C]. Sensors, 2006,5th IEEE Conference,2006:pp:742-745.
[16] T. Tamura, Y. Yoshida, H. Inoue, K. Murata.A measurement on sensitivity factors of polyvinylidene fluoride (PVDF) transducers[J]. Japan Journal of Applied Physics, 2002,41(5), pp.3295-3296.
[17]罗志增,蒋静坪.一种高分辨率柔性阵列触觉传感器[J].1999,33(6):569-573.
[18]李铁军,李德仲,岳宏.电流变流体触觉传感器及触觉信号检测[J].1999,28(6):4-7.
[19] H. K. Lee, S.I. Chang ,E.Yoon. A modular expandable tactile sensor using flexible polymer[C]. Proc. 18th Int. Conf. Micro Electro Mech. Syst., 2005, pp. 642–645.
[20] Sung-Hoon Kim, Jonathan Engel, Chang Liu.Texture classification using a polymer-based MEMS tactile sensor. Journal of Micromechanics and Microengineering, 2005 (15) 912–920.
[21]梅涛,戈瑜等.多功能阵列式触觉传感器的研究[J].高技术通讯,2000,(3): 53-56.
[22] Hakozaki, M., Oasa, H. Shinoda. Telemetric robot skin[C].Proceedings of IEEE International Conference on Robotics and Automation, 1999: 957-61.
[23] J. Dargah i. A piezoelectric tactile sensor with three sensing elements for robotic, endoscopic and prosthetic applications[J]. Sensors and Actuators A , 2000, 31 (2) : 23-23.
[24] B L Gery, S N Gottsch lich. A tactile sensing system for dexterous manipulation[C]. IEEE/RSJ IROS, 1994: 1384- 1390
[25] O. Kerpa, K. Weiss, H. Worn.Development of a flexible tactile sensor system for a humanoid robot[C]. Proc. 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003), 2003: 1-6.
[26] Chunyan Li, Frank E Sauser, Richard G Azizkhan.Polymer flip-chip bonding of pressure sensors on a flexible Kapton film for neonatal catheters[J]. Journal Of Micromechanics And Microengineering, 2005,15 : 1729–1735.
[27] Chunyan Li, P.M. Wu, S.Y. Lee.Flexible dome and bump shape piezoelectric tactile sensors using PVDF-TrFE copolymer[J].Journal of Microelectromechanical Systems, 2008,17(2):334-341.
[28] Rakesh B. Katragadda ,Yong Xu.A novel intelligent textile technology based on silicon flexible skins[C].MEMS’07, 2007: 301-304.
[29] J.Yuji, K.Shida. A new multi-functional tactile sensing technique for simultaneous discrimination of material properties[C]. IEEE Instrumentation and Measurement Technology Conference,1998,pp:1029-1032.
[30]罗志增,张启忠,叶明.压阻阵列触滑觉复合传感器[J].机器人,2001,23(2):166-170.
[31] J Yuji, K Shida.Composite multi-functional tactile sensor for material discrimination[J]. Nippon Kikai Gakkai Robotikusu, Mekatoronikusu Koenkai Koen Ronbunshu, 1998,10(2):2-10.
[32] J. Engel, J. Chen, Z. Fan, C. Liu.Polymer micromachined multimodal tactile sensors[J]. Sensor. Actuators A, Phys., 2005,117:50-61.
[33] Takao Someya,Tsuyoshi Sekitani,Shingo Iba.A large-area, flexible pressure sensor matrix with organic field-effect transistors for artificial skin applications[C]. Proceedings of the National Academy of Sciences’04, 2004, pp. 9966-9970.
[34] Y. J. Yang, M.Y. Chenga, W.Y. Changa. An integrated flexible temperature and tactile sensing arrayusing PI-copper films[J]. Sensors and Actuators A , 2008,143:143–153.
[35] Yasuharu YAMADA, Akio ISHIGURO, Yoshiki UCHIKAWA. A method of 3D object reconstruction by fusing vision with touch using internal models with global and local deformations[C]. Roc. IEEE Int. Conf. on Robotics and Automation, 1993,pp.782-787.
[36]罗志增,叶明.基于Bayes方法的多感觉信息融合算法及其应用[J].传感技术学报, 2001,14(3): 210-215.
[37]赵春霞,盛安冬,杨静宇等.虚拟触觉传感器的仿真模型研究[J].机器人,2000,22(4):260-263.
[38]赵冬斌,张文增,都东,陈强.机器人用PVDF触觉传感器的国外研究现状[J].压电与声光,2001,23(6):428-432.
[39] K. Hosoda, Y. Tada, M. Asada.Anthropomorphic robotic soft fingertip with randomly distributed receptors[J]. Robotics and Autonomous Systems, 2006,54(2): 104-109.
[40] T. V. Papakostas, J. Lima, M. Lowe.A large area force sensor for smart skin applications[C]. Proceedings of IEEE Sensors, 2002: 1620-1624.
[41] A.Dittmar, A.Lymeris.Smart clothes and associated wearable devices for biomedical ambulatory monitoring[C].Transducers’05, 2005:221-227.
[42] J. Engel, J. Chen, C. Liu.Development of polyimide flexible tactile sensor skin[J] .J. Micromech. Microeng., 2003,(13): 359–366.
[43] T. Hoshi , H. Shinoda.A sensitive skin based on touch-area-evaluating tactile elements[C]. 14th Symposium on Haptic Interfaces for Visual Environment and Teleoperator Systems, 2006:89-94.
[44] Emily Pritchard, Mohamed Mahfouz, Boyd Evans III.Flexible capacitive sensors for high resolution pressure measurement[C]. IEEE sensors 2008 conference, Leece, Italy, October 26-29, 2008:1484-1487.
[45] Ababou A, Ababou N, Chadli S. Accuracy improvement of large area flexible piezoresistive digital tactile array sensing system[C]. IEEE sensors 2008 conference, Leece, Italy, October 26-29, 2008:1048-1051.
[46] Yoshinobu Murayama, Mineyuki Haruta, Yuichi Hatakeyama. Development of a new instrument for examination of stiffness in the breast using haptic sensor technology[J]. Sensors and Actuators A ,2008,143 (2):430–438.
[47]付宜利,曹政才,王树国,靳保.传感器在多关节机器人系统实时避障中的应用[J].机器人, 2003,25(1):73-79.
[48] Wen-Yang Chang, Te-Hua Fang, Heng-Ju.A large area flexible array sensors using screenprinting technology[J]. Journal of display technology, 2009,5(6):178-183.
[49]戴士杰,周国香,岳宏,师占群.基于薄板变形的机器人柔顺触觉传感器研究[J].仪器仪表学报,2003,24(4):387-390.
[50]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,2006, 29 (12):1624-1626.
[51] Chang-Sin Park, Jongsung Park, Dong-Weon Lee.A piezoresistive tactile sensor based on carbon fibers and polymer substrates[J]. Microelectronic Engineering, 2009,86(4):1250-1253.
[52] Ravinder S. Dahiya, G. Metta, M. VaIle.Development of fingertip tactile sensing chips for humanoid robots[C]. Proceedings of the 2009 IEEE International Conference on Mechatronics, Malaga, Spain, April 14-17, 2009:1-6.
[53]赵家贵,付小美,董平.传感器电路设计手册(第一版)[M].北京:中国计量出版社,2002:137-144.
[54]常晓丽,付巍.机器人触觉传感器的力学分析与研究[J].机械工程与自动化,2004,(2):20-22.
[55]倪星元,张志华.传感器敏感功能材料及应用(第一版)[M].北京:化学工业出版社,2005:1-14.
[56]梁状丽,丁海曙.新型导电橡胶在协调接触压力测量中的应用[J].传感技术学报,1999, (4):p279-283.
[57]马晓兵,叶永富.导电橡胶电阻率稳定性研究[J].橡胶工业,1995,42:650-654.
[58] Fernando G. Souza Jr, Ricardo C. Michel, Bluma G. Soares.A methodology for studying the dependence of electrical resistivity with pressure in conducting composites[J]. Polymer Testing , 2005 ,(24) :998–1004.
[59]李嘉,刘文江,胡军,邱祖廉.机器人触觉传感器力学建模与仿真[J].传感技术学报,2002,(3):5-9.
[60] Waleed E. Mahmoud, A.M.Y. El-Lawindy, M.H. Eraki.Butadiene acrylonitrile rubber loaded fast extrusion furnace black as a compressive strain and pressure sensors[J] .Sensors and Actuators A , 2007 (136) :229–233.
[61] Andrew C. Clarka, Sunita P. Hob, Martine LaBerge. Conductive composite of UHMWPE and CB as a dynamic contact analysis sensor[J].Tribology International , 2006 (39) :1327–1335.
[62]金观昌,周书敏.导电橡胶动态接触压力分布测量系统[J].传感器技术,1997, 16(3): 31-34.
[63]谢泉,刘让苏,彭平,徐仲榆.导电橡胶的线性电阻特性研究[J].湖南大学学报, 1996, 23(4): 22-24.
[64]郑强,税波,沈烈.炭黑填充多组分高分子导电复合材料的研究进展[J]高分子材料科学与工程,2006, 2(4):15-18.
[65]王鹏,丁天怀,徐峰等.炭黑/硅橡胶复合材料的压阻特性研究与改进[J].传感技术学报,2004 (1):15-18.
[66] K. Yoshimura, K. Nakano, T. Miyake .Effect of compressive and tensile strains on the electrical resistivity of carbon microcoil/silicone rubber composites[J].Carbon, 2007 ,(45): 1997–2003.
[67] N.C. Das, T.K. Chaki, D. Khastgir. Effect of processing parameters, applied pressure and temperature on the electrical resistivity of rubber-based conductive composites[J].Carbon , 2002 (40): 807–816.
[68]黄英,高峰,仇怀利等.用于接触压力测量的柔性力敏导电胶研究[J].功能材料,2008,39 (2):177-180.
[69]毛芼,王世斌,佟景伟,李鸿琦.一种新型的接触压力传感器[J].实验力学,1999, 14(2): 251-255.
[70] K. Arshak, D. Morris, A. Arshak. Sensitivity of polyvinyl butyral/carbon-black sensors to pressure[J].Thin Solid Films,2008 ,(516):3298–3304.
[71] M.H. El Eraki , A.M.Y. El Lawindy , H.H. Hassan. The physical properties of pressure sensitive rubber composites[J]. Polymer Degradation and Stability , 2006 ,(91) :1417-1423.
[72]王鹏,丁天怀,徐峰等.炭黑填充型导电复合材料的压阻计算模型及实验验证[J].复合材料学报,21(6):34-38.
[73] Maris Knite ,Valdis Teteris , Aleksandra Kiploka. Polyisoprene-carbon black nanocomposites as tensile strain and pressure sensor materials[J]. Sensors and Actuators A , 2004 ,(110):142–149.
[74]连东侠,王琪民,张培强.覆盖层材料对触觉传感器空间分辨率的影响[J].传感器技术,2000, 19(2):29-31.
[75] A. Okada, Y. Makino, H. Shinoda.Cell Bridge: A signal transmission element for constructing high density sensor networks[C] Proc. of 2nd International Workshop on Networked Sensing Systems (INSS 2005), 2005: 180-185.
[76] R. Lazzarini, R. Magni, P. Dario.A tactile array sensor layered in an artificial skin[C]. Proceedings of IEEE/RSJ International Conference on Intellignet Robots and Systems, 1995: 114-119.
[77]罗志增,蒋静坪.一种高分辨率柔性阵列触觉传感器[J].浙江大学学报(工学版), 1999, 33(6):569-573.
[78] T. Shimizu, M. Shikida, K. Sato, K. Itoigawa. A new type of tactile sensor detecting contact force and hardness of an object[C]. Micro Electro Mechanical Systems, 2002. The Fifteenth IEEE International Conference on Volume , Issue , 2002 :344-347.
[79]王东升,秦岚.导电橡胶触觉传感器阵列的标定实验研究[J].传感器与微系统,2008,27(12):21-23.
[80]李青.基于导电橡胶的智能机器人触觉传感服装研究[D].重庆大学,2006.
[81]贾云得,李科杰,石庚辰.一种高分辨力柔性触觉传感器[J].机器人,1994,16(1):40-44.
[82] M. Inaba, Y. Hoshino, K. Nagasaka.A full-body tactile sensor suit using electrically conductive fabric and strings[C]. Proceedings of IEEE International Conference on Intelligent Robots and Systems, 1996: 450-457.
[83] H.-K. Lee, S.-I. Chang, K.-H. Kim, S.-J. Kim, K.-S. Yun, E. Yoon.A modular expandable tactile sensor using flexible polymer[C] .in Proc.18th Int. Conf. Micro Electro Mech.Syst., 2005: 642–645.
[84]才滢,毕鹏.压阻式压力传感器及其应用电路设计[J].航空计测技术,2002, 22(5):12-14.
[85] PAN Zeng-xi, CUI Hong-liang, ZHU Zhen-qi. A flexible full-body tactile sensor of low cost and minimal connections[C]. IEEE International Conference on Systems, Man and Cybernetics, 2003,(3): 2368-2373.
[86] H. C. Lim, B. Schulkin, M. J. Pulickal, S. Liu, R. Petrova, G. Thomas, S. Wagner, K. Sidhu, and J. F. Federici.Flexible membrane pressure sensor[J]. Sensor and Actuators A, Phys, 2005,(119): 332-335.
[87]秦岚,李青,孙先逵.一种新型智能机器人触觉传感服装的研究[J].传感技术学报,2006,19(3):824-827.
[88]金观昌,张军,张建中等.一种新型人足底压力分布测量系统及其应用[J].生物医学工程学杂志,2005, 22 (1):133-136.
[89] F. Axisa, P.M. Schmitt, C. Gehin , G. Delhomme , E. McAdams.Dittmar.Flexible technologies and smart clothing for citizen medicine, home healthcare, and disease prevention[J]. IEEE Trans Inf Technol Biomed,2005(9): 325-336.
[90] F. Jiang, G. B. Lee, Y. C. Tai, C. M. Ho.A flexible micromachine-based shear-stress sensor array and its application to separation-point detection[J]. Sensor and. Actuators A, 2000, (79): 194-203.
[91] M. Shimojo, T.Suzuki, A. Namiki.Development of a system for experiencing tactile sensation from a robot hand by electrically stimulating sensory nerve fiber[C]. Proceedings of the IEEE International Conference on Robotics & Automation, 2003: 1264-1270.
[92]张正勇,孔德义,梅涛等.一种柔性三维力触觉传感器阵列的实现方法[J].传感技术学报,2007,20(11):2382-2385.
[93] LUMELSKY V J, SHUR M S , WAGNER S. Sensitive skin[J].IEEE Sensors Journal, 2001,1(1): 41-51.
[94]张庆,蒋洪明,周亮.一种基于阵列式触觉传感器的主动触觉搜索方法及仿真[J].机器人,1994,16(2):82-86.
[95] R. Kageyama, S. Kagami, M. Inaba, and H. Inoue.Development of soft and distributed tactile sensors and the application to a humanoid robot[C]. Proceedings of IEEE International Conference on Systems, Man, and Cybernetics ,1999: 981-986.
[96]罗志增,张启忠,何发昌.机器人压阻阵列触觉数据采样的研究[J].传感器技术,1997, 16(5): 29-34.
[97] Luo Zhizeng , Xi Xugang ,Jia Yutao. Sampling of tactile sensor array using a thick-film circuit[C].Proceedings of the IEEE International Conference on Mechatronics & Automation,2005.pp:1976-1980.
[98] S. Han, Z. Y. Tan, K. Sato ,M. Shikida.Thermal characterization of micro heater arrays on a polyimide film substrate for fingerprint sensing applications[J].Micromech. Microeng., 2005,15: 282-289.
[99] A. Okada, Y. Makino, H. Shinoda.Cell-bridge-based connection method of high density sensor elements[C]. Proc. of 22nd Sensor Symposium, 2005: 425-428.
[100]罗志增,蒋静坪著.机器人感觉与多信息融合(第一版)[M].北京:机械工业出版社,2002:12-24.
[101] R. B. Katragadda, Y. Xu.A novel intelligent textile technology based on silicon flexible skins[C]. MEMS’07,2007: 301-304.
[102]童利标,徐科军,梅涛.国外手爪中多传感器数据融合技术的研究概况[J].合肥工业大学学报,2001,24(1):40-46.
[103] K. Noda ,I. Shimoyama.A shear stress sensing for robot hands -orthogonal arrayed piezoresistive cantilevers standing in elastic material[C]. 14th Symposium on Haptic Interfaces for Visual Environment and Teleoperator Systems, 2006: 63-66.
[104] M. Shimojo, A. Namiki, M. Ishikawa, R. Makino, K. Mabuchi.A tactile sensor sheet using pressure conductive rubber with electrical-wires stitched method[J] .IEEE Sensors Journal, 2004,(4): 589-596.
[105]宋爱国,李建清,黄惟一.基于随机共振的机器人二值化触觉传感器降噪方法[J].传感技术学报,2001,(12):312-317.
[106] H. Iwata, H. Hoshino, T. Morita, S. Sugano.Force detectable surface covers for humanoid robots[C]. Proceedings of IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2001: 1205-1210.
[107] G. W. Xiao, P.C.H. Chan, A. Teng, J. Cai, M.M.F. Yuen.A pressure sensor using flip-chip on low-cost flexible substrate[C]. Electronic Components and Technology Conference, 2001: 760-754.
[108]曹政才,付宜利,王树国,靳保,马全武.机器人敏感皮肤多传感器数据融合[J].哈尔滨工业大学学报,2005,37(8):1019-1021.
[109]关键,孟祥伟,何友,彭应宁.多传感器分布式检测中新的反馈方案及其最优融合[J].电子学报,2002,30(9):1357-1359.
[110]陈国良,黄心汉,王敏.多传感器机器人数据采集与融合系统研究[J].华中科技大学学报,2004(10):117-119.
[111] H. Maekawa, K. Tanie, K. Komoriya.Tactile feedback for multifingered dynamic grasping[J]. IEEE Control Systems Magazine,1997,17(1): 63-71.
[112]李嘉,刘文江,胡军,胡怀中.基于Bayes估计的机器人触觉传感器信号数据融合[J].微电子学与计算机,2003,(11):34-36.
[113]李嘉,刘文江,胡军,胡怀中.基于信息融合的阵列式触觉传感器信号处理方法研究[J].传感技术学报,2003,(2):147-149.
[114]徐科军,李巧利,刘扬,童利标,梅涛.基于多传感器数据融合的机器人腕力测量[J].仪器仪表学报,2003,24(3):286-290.
[115] Yong Xu, Fukang Jiang. Flexible shear-stress sensor skin and its application to unmanned aerial vehicles[J] Sensors and Actuators, 2003 (105), pp.321–329.
[116] G. Kinoshita, C. Oota, H. Osumi, M. Shimojo.Acquisition of reaction force distribution for a walking humanoid robot[C]. Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, 2004: 3859-3564.
[117] R. C. Luo, C. C. Yih, K. L. Su.Multisensor fusion and integration: approaches, applications, and future research directions[C]. IEEE Sensors Journal, 2002, 2(2): 107-119.
[118] V. V. S. Sarma , S. Raju.Multi-Sensor data fusion and decision support for airborne target identification[J]. IEEE Transaction System on Man, Cybernetics, 1999, 21 (1): pp.1224-1230.
[119] I. Fujimoto, Y. Yamada, T. Morizono, Y. Umetani, T. Maeno.Development of artificial finger skin to detect incipient slip for realization of static friction sensation[C]. Proceedings of IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, Nagoya, Japan, 2003: 15-20.
[120]郭兵,秦岚,邓达强等.机器人服装触觉传感信息融合数据处理方法[P].中国,ZL200710093123.4,2007.12.13.
[121] C. T. Lin ,C. S. George Lee.Neural Fuzzy Systems: A neuro-fuzzy synergism to intelligent systems[M] Singapore: Prentice-Hall Pte Inc, 1996.
[122]涂亚庆,黄尚廉.光纤传感信号的神经网络处理[J].压电与声光,1992, 14(6): 14-20.
[123]王正宏,马以武,陈建群.基于BP网络的厚膜压力传感器非线性校正[J].传感器与微系统,2007,26(2):82-84.
[124] G. Canepa, R. Petrigliane, M. Campanella, D. D. Rossi.Detection of incipient object slippage by skin-like sensing and neural network processing[C]. IEEE Transactions on Systems, Man, and Cybernetics,1998, 28 (3): 348-356.
[125] M. Ohka, H. Kobayashi, Y. Mitsuya.Sensing characteristics of an optical three-axis tactile sensor mounted on a multi-fingered robotic hand[J] in Proc. 2005 IEEE/RSJ Int. Conf. Intell. Robots Syst., 2005: 1959–1964.
[126] C. Li, F.E. Sauser, R. Azizkhan, C.H. Ahn, I. Papautsky.Polymer flip-chip bonding of pressure sensors on flexible Kapton film for neonatal catheters[J]. J. Micromech. Microeng, 2005,1(l5): 1729-1735.
[127] D. Um, B. Stankovic, E. Giles, T. Hammond, V. Lumelsky. A modularized sensitive skin for motion planning in uncertain environments[C]. Proceedings o f the 1998 IEEE International Conference on Robotics &r Automation ,1998: 7-12.
[128]王吉连,熊有伦.机器人阵列式触觉传感器的仿真[J].华中理工大学学报,1994,22(9):45-49.
[129] K. Suzuki , K. Najafi.A 1024-element high-performance silicon tactile imager[J]. IEEE Transactions on Electron Devices, 1990,37(8): 1852-1860.
[130] M. Ishikawa,M. Shimojo.An Imaging tactile sensor with video output and tactile image processing[C]. The Society of Instrument and Control Engineers, 1988,24(7): 662-669.
[131] M. Shimojo, M. Ishikawa, K. Kanaya.A flexible high resolution tactile imager with video signal output[C]. Proceedings of IEEE International Conference on Robotics and Automation, 1991: 384-389.
[132] B. J. Kane, Mark R. Cutkosky, Gregory T. A. Kovacs.CMOS compatible traction stress sensor for use in high-resolution tactile imaging[J].Sensors and Actuators, 1996 ,(54): 511–516.
[133] H. K. Lee, S. I. Chang ,E. Yoon.A capacitive proximity sensor in dual implementation with tactile imaging capability on a single flexible platform for robot assistant applications[C]. MEMS’06, 2006: 606-609.
[134] V.Georgopoulos,G.Mal,raki,C.Stylios. A fuzzy cognitive map approach to differential diagnosis of specific language impairment[J]. Journal of Artificial Intelligence in Medicine,2002(679):1–18.
[135] E.I. Papageorgiou,C.D.Stylios, P.P. Groumpos.A combined fuzzy cognitive map and decision trees model for medical decision making[C]. Proceedings of the 28th IEEE EMBS Annual Intern. Conference in Medicine and Biology Society, EMBS 2006, 2006:6117–6120.
[136] E.I. Papageorgiou, P.Spyridonos, D. Glotsos. Brain tumour characterization using the soft computing technique of fuzzy cognitive maps[J]. Application Soft Computing, 2008,(8):820–828.
[137] V.C. Georgopoulos ,C.D. Stylios.Complementary case-based reasoning and competitive fuzzy cognitive maps for advanced medical decisions[J].Soft Computing, 2008(12): 191–199.
[138]骆祥峰.认知图理论及其在图像分析与理解中的应用[D].合肥:合肥工业大学博士学位论文,2003.
[139]郭兵,秦岚,邓达强.基于认知图的机器人触觉传感服装数据处理[J].浙江大学学报(工学版),2007,41(10):1633-1636.
[140]杨小冈,付光远,缪栋等.基于图像NMI特征的目标识别新方法.计算机工程[J],2002,(6):79-82.
[141] C.D. Stylios, Voula C. Georgopoulos ,Georgia A.Malandraki.Fuzzy cognitive map architectures for medical decision support systems[J] Application Soft Computing, 2008,8 (3):1243–1251.
[142] C.D. Stylios , P.P.Groumpos.Modeling complex systems using fuzzy cognitive maps[J]. IEEE Trans. Syst., Man Cybern. 2004,34 (1): 155–162.
[143] E.I. Papageorgiou ,P.P. Groumpos. A new hybrid method using evolutionary algorithms to train fuzzy cognitive maps[J] Application Soft Computing, 2005(5):409–431.
[2] H. R. Nicholls, M. H. Lee.A survey of robot tactile sensing technology[J]. The International Journal of Robotics Research, 1989, 8(3):3-30.
[3] Y. Shen, N. Xi, K. W. C. Lai, W. J. Li.A novel PVDF microforce/force rate sensor for practical applications in micromanipulation[J]. Sensor Review, 2004, 24 (3): 274-283.
[4]白韶红.触觉传感器的发展[J].自动化仪表,1995,15(6):pp1-5.
[5]戈瑜.机器人传感器的研究与发展[J].高技术通讯,1997,(2):1-5.
[6] M.E.H. Eltaib , J.R. Hewit.Tactile sensing technology for minimal access surgery—A review[J] .Mechatronics, 2003 ,(13): pp.1163–1177.
[7]龚雪,张认成,张晓华等.触觉传感器述评[J].仪器仪表用户,2005,12(5):3-4.
[8]刘少强,黄惟一,王爱民,宋爱国.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.
[9]田疆,田洁,蒲军,吴晓琴,谢凯年.基于导电橡胶的柔性动态触觉传感器系统及其图像恢复的研究[J].机器人,2004,26(1):54-57.
[10]张红芬,李科杰,申延涛.机器人触觉临场感系统研究[J].机器人,2000,22(5):365-370.
[11]罗志增,何发昌.多传感器手爪的研究[J].机器人,1996, 6:349-352.
[12]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):1695-1699.
[13]艾俊波,李科杰,张红芬.机器人触觉临场感电触觉反馈技术研究[J].传感器世界,2000,2:10-13.
[14] S. Tung, S. R. Witherspoon, L.A. Roe, A.Silano, D. P.Maynard, N. Ferraro.A MEMS-based flexible sensor and actuator system for space inflatable structures[J]. Smart Materials and Structures, 2001,(10): 1230-1239.
[15] Kang Ryeol Lee, Kunnyun Kim, Yong-Kook Kim. Fabrication of polymer-based flexible tactile sensing.module with metal strain gauges and interconnecter[C]. Sensors, 2006,5th IEEE Conference,2006:pp:742-745.
[16] T. Tamura, Y. Yoshida, H. Inoue, K. Murata.A measurement on sensitivity factors of polyvinylidene fluoride (PVDF) transducers[J]. Japan Journal of Applied Physics, 2002,41(5), pp.3295-3296.
[17]罗志增,蒋静坪.一种高分辨率柔性阵列触觉传感器[J].1999,33(6):569-573.
[18]李铁军,李德仲,岳宏.电流变流体触觉传感器及触觉信号检测[J].1999,28(6):4-7.
[19] H. K. Lee, S.I. Chang ,E.Yoon. A modular expandable tactile sensor using flexible polymer[C]. Proc. 18th Int. Conf. Micro Electro Mech. Syst., 2005, pp. 642–645.
[20] Sung-Hoon Kim, Jonathan Engel, Chang Liu.Texture classification using a polymer-based MEMS tactile sensor. Journal of Micromechanics and Microengineering, 2005 (15) 912–920.
[21]梅涛,戈瑜等.多功能阵列式触觉传感器的研究[J].高技术通讯,2000,(3): 53-56.
[22] Hakozaki, M., Oasa, H. Shinoda. Telemetric robot skin[C].Proceedings of IEEE International Conference on Robotics and Automation, 1999: 957-61.
[23] J. Dargah i. A piezoelectric tactile sensor with three sensing elements for robotic, endoscopic and prosthetic applications[J]. Sensors and Actuators A , 2000, 31 (2) : 23-23.
[24] B L Gery, S N Gottsch lich. A tactile sensing system for dexterous manipulation[C]. IEEE/RSJ IROS, 1994: 1384- 1390
[25] O. Kerpa, K. Weiss, H. Worn.Development of a flexible tactile sensor system for a humanoid robot[C]. Proc. 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003), 2003: 1-6.
[26] Chunyan Li, Frank E Sauser, Richard G Azizkhan.Polymer flip-chip bonding of pressure sensors on a flexible Kapton film for neonatal catheters[J]. Journal Of Micromechanics And Microengineering, 2005,15 : 1729–1735.
[27] Chunyan Li, P.M. Wu, S.Y. Lee.Flexible dome and bump shape piezoelectric tactile sensors using PVDF-TrFE copolymer[J].Journal of Microelectromechanical Systems, 2008,17(2):334-341.
[28] Rakesh B. Katragadda ,Yong Xu.A novel intelligent textile technology based on silicon flexible skins[C].MEMS’07, 2007: 301-304.
[29] J.Yuji, K.Shida. A new multi-functional tactile sensing technique for simultaneous discrimination of material properties[C]. IEEE Instrumentation and Measurement Technology Conference,1998,pp:1029-1032.
[30]罗志增,张启忠,叶明.压阻阵列触滑觉复合传感器[J].机器人,2001,23(2):166-170.
[31] J Yuji, K Shida.Composite multi-functional tactile sensor for material discrimination[J]. Nippon Kikai Gakkai Robotikusu, Mekatoronikusu Koenkai Koen Ronbunshu, 1998,10(2):2-10.
[32] J. Engel, J. Chen, Z. Fan, C. Liu.Polymer micromachined multimodal tactile sensors[J]. Sensor. Actuators A, Phys., 2005,117:50-61.
[33] Takao Someya,Tsuyoshi Sekitani,Shingo Iba.A large-area, flexible pressure sensor matrix with organic field-effect transistors for artificial skin applications[C]. Proceedings of the National Academy of Sciences’04, 2004, pp. 9966-9970.
[34] Y. J. Yang, M.Y. Chenga, W.Y. Changa. An integrated flexible temperature and tactile sensing arrayusing PI-copper films[J]. Sensors and Actuators A , 2008,143:143–153.
[35] Yasuharu YAMADA, Akio ISHIGURO, Yoshiki UCHIKAWA. A method of 3D object reconstruction by fusing vision with touch using internal models with global and local deformations[C]. Roc. IEEE Int. Conf. on Robotics and Automation, 1993,pp.782-787.
[36]罗志增,叶明.基于Bayes方法的多感觉信息融合算法及其应用[J].传感技术学报, 2001,14(3): 210-215.
[37]赵春霞,盛安冬,杨静宇等.虚拟触觉传感器的仿真模型研究[J].机器人,2000,22(4):260-263.
[38]赵冬斌,张文增,都东,陈强.机器人用PVDF触觉传感器的国外研究现状[J].压电与声光,2001,23(6):428-432.
[39] K. Hosoda, Y. Tada, M. Asada.Anthropomorphic robotic soft fingertip with randomly distributed receptors[J]. Robotics and Autonomous Systems, 2006,54(2): 104-109.
[40] T. V. Papakostas, J. Lima, M. Lowe.A large area force sensor for smart skin applications[C]. Proceedings of IEEE Sensors, 2002: 1620-1624.
[41] A.Dittmar, A.Lymeris.Smart clothes and associated wearable devices for biomedical ambulatory monitoring[C].Transducers’05, 2005:221-227.
[42] J. Engel, J. Chen, C. Liu.Development of polyimide flexible tactile sensor skin[J] .J. Micromech. Microeng., 2003,(13): 359–366.
[43] T. Hoshi , H. Shinoda.A sensitive skin based on touch-area-evaluating tactile elements[C]. 14th Symposium on Haptic Interfaces for Visual Environment and Teleoperator Systems, 2006:89-94.
[44] Emily Pritchard, Mohamed Mahfouz, Boyd Evans III.Flexible capacitive sensors for high resolution pressure measurement[C]. IEEE sensors 2008 conference, Leece, Italy, October 26-29, 2008:1484-1487.
[45] Ababou A, Ababou N, Chadli S. Accuracy improvement of large area flexible piezoresistive digital tactile array sensing system[C]. IEEE sensors 2008 conference, Leece, Italy, October 26-29, 2008:1048-1051.
[46] Yoshinobu Murayama, Mineyuki Haruta, Yuichi Hatakeyama. Development of a new instrument for examination of stiffness in the breast using haptic sensor technology[J]. Sensors and Actuators A ,2008,143 (2):430–438.
[47]付宜利,曹政才,王树国,靳保.传感器在多关节机器人系统实时避障中的应用[J].机器人, 2003,25(1):73-79.
[48] Wen-Yang Chang, Te-Hua Fang, Heng-Ju.A large area flexible array sensors using screenprinting technology[J]. Journal of display technology, 2009,5(6):178-183.
[49]戴士杰,周国香,岳宏,师占群.基于薄板变形的机器人柔顺触觉传感器研究[J].仪器仪表学报,2003,24(4):387-390.
[50]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,2006, 29 (12):1624-1626.
[51] Chang-Sin Park, Jongsung Park, Dong-Weon Lee.A piezoresistive tactile sensor based on carbon fibers and polymer substrates[J]. Microelectronic Engineering, 2009,86(4):1250-1253.
[52] Ravinder S. Dahiya, G. Metta, M. VaIle.Development of fingertip tactile sensing chips for humanoid robots[C]. Proceedings of the 2009 IEEE International Conference on Mechatronics, Malaga, Spain, April 14-17, 2009:1-6.
[53]赵家贵,付小美,董平.传感器电路设计手册(第一版)[M].北京:中国计量出版社,2002:137-144.
[54]常晓丽,付巍.机器人触觉传感器的力学分析与研究[J].机械工程与自动化,2004,(2):20-22.
[55]倪星元,张志华.传感器敏感功能材料及应用(第一版)[M].北京:化学工业出版社,2005:1-14.
[56]梁状丽,丁海曙.新型导电橡胶在协调接触压力测量中的应用[J].传感技术学报,1999, (4):p279-283.
[57]马晓兵,叶永富.导电橡胶电阻率稳定性研究[J].橡胶工业,1995,42:650-654.
[58] Fernando G. Souza Jr, Ricardo C. Michel, Bluma G. Soares.A methodology for studying the dependence of electrical resistivity with pressure in conducting composites[J]. Polymer Testing , 2005 ,(24) :998–1004.
[59]李嘉,刘文江,胡军,邱祖廉.机器人触觉传感器力学建模与仿真[J].传感技术学报,2002,(3):5-9.
[60] Waleed E. Mahmoud, A.M.Y. El-Lawindy, M.H. Eraki.Butadiene acrylonitrile rubber loaded fast extrusion furnace black as a compressive strain and pressure sensors[J] .Sensors and Actuators A , 2007 (136) :229–233.
[61] Andrew C. Clarka, Sunita P. Hob, Martine LaBerge. Conductive composite of UHMWPE and CB as a dynamic contact analysis sensor[J].Tribology International , 2006 (39) :1327–1335.
[62]金观昌,周书敏.导电橡胶动态接触压力分布测量系统[J].传感器技术,1997, 16(3): 31-34.
[63]谢泉,刘让苏,彭平,徐仲榆.导电橡胶的线性电阻特性研究[J].湖南大学学报, 1996, 23(4): 22-24.
[64]郑强,税波,沈烈.炭黑填充多组分高分子导电复合材料的研究进展[J]高分子材料科学与工程,2006, 2(4):15-18.
[65]王鹏,丁天怀,徐峰等.炭黑/硅橡胶复合材料的压阻特性研究与改进[J].传感技术学报,2004 (1):15-18.
[66] K. Yoshimura, K. Nakano, T. Miyake .Effect of compressive and tensile strains on the electrical resistivity of carbon microcoil/silicone rubber composites[J].Carbon, 2007 ,(45): 1997–2003.
[67] N.C. Das, T.K. Chaki, D. Khastgir. Effect of processing parameters, applied pressure and temperature on the electrical resistivity of rubber-based conductive composites[J].Carbon , 2002 (40): 807–816.
[68]黄英,高峰,仇怀利等.用于接触压力测量的柔性力敏导电胶研究[J].功能材料,2008,39 (2):177-180.
[69]毛芼,王世斌,佟景伟,李鸿琦.一种新型的接触压力传感器[J].实验力学,1999, 14(2): 251-255.
[70] K. Arshak, D. Morris, A. Arshak. Sensitivity of polyvinyl butyral/carbon-black sensors to pressure[J].Thin Solid Films,2008 ,(516):3298–3304.
[71] M.H. El Eraki , A.M.Y. El Lawindy , H.H. Hassan. The physical properties of pressure sensitive rubber composites[J]. Polymer Degradation and Stability , 2006 ,(91) :1417-1423.
[72]王鹏,丁天怀,徐峰等.炭黑填充型导电复合材料的压阻计算模型及实验验证[J].复合材料学报,21(6):34-38.
[73] Maris Knite ,Valdis Teteris , Aleksandra Kiploka. Polyisoprene-carbon black nanocomposites as tensile strain and pressure sensor materials[J]. Sensors and Actuators A , 2004 ,(110):142–149.
[74]连东侠,王琪民,张培强.覆盖层材料对触觉传感器空间分辨率的影响[J].传感器技术,2000, 19(2):29-31.
[75] A. Okada, Y. Makino, H. Shinoda.Cell Bridge: A signal transmission element for constructing high density sensor networks[C] Proc. of 2nd International Workshop on Networked Sensing Systems (INSS 2005), 2005: 180-185.
[76] R. Lazzarini, R. Magni, P. Dario.A tactile array sensor layered in an artificial skin[C]. Proceedings of IEEE/RSJ International Conference on Intellignet Robots and Systems, 1995: 114-119.
[77]罗志增,蒋静坪.一种高分辨率柔性阵列触觉传感器[J].浙江大学学报(工学版), 1999, 33(6):569-573.
[78] T. Shimizu, M. Shikida, K. Sato, K. Itoigawa. A new type of tactile sensor detecting contact force and hardness of an object[C]. Micro Electro Mechanical Systems, 2002. The Fifteenth IEEE International Conference on Volume , Issue , 2002 :344-347.
[79]王东升,秦岚.导电橡胶触觉传感器阵列的标定实验研究[J].传感器与微系统,2008,27(12):21-23.
[80]李青.基于导电橡胶的智能机器人触觉传感服装研究[D].重庆大学,2006.
[81]贾云得,李科杰,石庚辰.一种高分辨力柔性触觉传感器[J].机器人,1994,16(1):40-44.
[82] M. Inaba, Y. Hoshino, K. Nagasaka.A full-body tactile sensor suit using electrically conductive fabric and strings[C]. Proceedings of IEEE International Conference on Intelligent Robots and Systems, 1996: 450-457.
[83] H.-K. Lee, S.-I. Chang, K.-H. Kim, S.-J. Kim, K.-S. Yun, E. Yoon.A modular expandable tactile sensor using flexible polymer[C] .in Proc.18th Int. Conf. Micro Electro Mech.Syst., 2005: 642–645.
[84]才滢,毕鹏.压阻式压力传感器及其应用电路设计[J].航空计测技术,2002, 22(5):12-14.
[85] PAN Zeng-xi, CUI Hong-liang, ZHU Zhen-qi. A flexible full-body tactile sensor of low cost and minimal connections[C]. IEEE International Conference on Systems, Man and Cybernetics, 2003,(3): 2368-2373.
[86] H. C. Lim, B. Schulkin, M. J. Pulickal, S. Liu, R. Petrova, G. Thomas, S. Wagner, K. Sidhu, and J. F. Federici.Flexible membrane pressure sensor[J]. Sensor and Actuators A, Phys, 2005,(119): 332-335.
[87]秦岚,李青,孙先逵.一种新型智能机器人触觉传感服装的研究[J].传感技术学报,2006,19(3):824-827.
[88]金观昌,张军,张建中等.一种新型人足底压力分布测量系统及其应用[J].生物医学工程学杂志,2005, 22 (1):133-136.
[89] F. Axisa, P.M. Schmitt, C. Gehin , G. Delhomme , E. McAdams.Dittmar.Flexible technologies and smart clothing for citizen medicine, home healthcare, and disease prevention[J]. IEEE Trans Inf Technol Biomed,2005(9): 325-336.
[90] F. Jiang, G. B. Lee, Y. C. Tai, C. M. Ho.A flexible micromachine-based shear-stress sensor array and its application to separation-point detection[J]. Sensor and. Actuators A, 2000, (79): 194-203.
[91] M. Shimojo, T.Suzuki, A. Namiki.Development of a system for experiencing tactile sensation from a robot hand by electrically stimulating sensory nerve fiber[C]. Proceedings of the IEEE International Conference on Robotics & Automation, 2003: 1264-1270.
[92]张正勇,孔德义,梅涛等.一种柔性三维力触觉传感器阵列的实现方法[J].传感技术学报,2007,20(11):2382-2385.
[93] LUMELSKY V J, SHUR M S , WAGNER S. Sensitive skin[J].IEEE Sensors Journal, 2001,1(1): 41-51.
[94]张庆,蒋洪明,周亮.一种基于阵列式触觉传感器的主动触觉搜索方法及仿真[J].机器人,1994,16(2):82-86.
[95] R. Kageyama, S. Kagami, M. Inaba, and H. Inoue.Development of soft and distributed tactile sensors and the application to a humanoid robot[C]. Proceedings of IEEE International Conference on Systems, Man, and Cybernetics ,1999: 981-986.
[96]罗志增,张启忠,何发昌.机器人压阻阵列触觉数据采样的研究[J].传感器技术,1997, 16(5): 29-34.
[97] Luo Zhizeng , Xi Xugang ,Jia Yutao. Sampling of tactile sensor array using a thick-film circuit[C].Proceedings of the IEEE International Conference on Mechatronics & Automation,2005.pp:1976-1980.
[98] S. Han, Z. Y. Tan, K. Sato ,M. Shikida.Thermal characterization of micro heater arrays on a polyimide film substrate for fingerprint sensing applications[J].Micromech. Microeng., 2005,15: 282-289.
[99] A. Okada, Y. Makino, H. Shinoda.Cell-bridge-based connection method of high density sensor elements[C]. Proc. of 22nd Sensor Symposium, 2005: 425-428.
[100]罗志增,蒋静坪著.机器人感觉与多信息融合(第一版)[M].北京:机械工业出版社,2002:12-24.
[101] R. B. Katragadda, Y. Xu.A novel intelligent textile technology based on silicon flexible skins[C]. MEMS’07,2007: 301-304.
[102]童利标,徐科军,梅涛.国外手爪中多传感器数据融合技术的研究概况[J].合肥工业大学学报,2001,24(1):40-46.
[103] K. Noda ,I. Shimoyama.A shear stress sensing for robot hands -orthogonal arrayed piezoresistive cantilevers standing in elastic material[C]. 14th Symposium on Haptic Interfaces for Visual Environment and Teleoperator Systems, 2006: 63-66.
[104] M. Shimojo, A. Namiki, M. Ishikawa, R. Makino, K. Mabuchi.A tactile sensor sheet using pressure conductive rubber with electrical-wires stitched method[J] .IEEE Sensors Journal, 2004,(4): 589-596.
[105]宋爱国,李建清,黄惟一.基于随机共振的机器人二值化触觉传感器降噪方法[J].传感技术学报,2001,(12):312-317.
[106] H. Iwata, H. Hoshino, T. Morita, S. Sugano.Force detectable surface covers for humanoid robots[C]. Proceedings of IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2001: 1205-1210.
[107] G. W. Xiao, P.C.H. Chan, A. Teng, J. Cai, M.M.F. Yuen.A pressure sensor using flip-chip on low-cost flexible substrate[C]. Electronic Components and Technology Conference, 2001: 760-754.
[108]曹政才,付宜利,王树国,靳保,马全武.机器人敏感皮肤多传感器数据融合[J].哈尔滨工业大学学报,2005,37(8):1019-1021.
[109]关键,孟祥伟,何友,彭应宁.多传感器分布式检测中新的反馈方案及其最优融合[J].电子学报,2002,30(9):1357-1359.
[110]陈国良,黄心汉,王敏.多传感器机器人数据采集与融合系统研究[J].华中科技大学学报,2004(10):117-119.
[111] H. Maekawa, K. Tanie, K. Komoriya.Tactile feedback for multifingered dynamic grasping[J]. IEEE Control Systems Magazine,1997,17(1): 63-71.
[112]李嘉,刘文江,胡军,胡怀中.基于Bayes估计的机器人触觉传感器信号数据融合[J].微电子学与计算机,2003,(11):34-36.
[113]李嘉,刘文江,胡军,胡怀中.基于信息融合的阵列式触觉传感器信号处理方法研究[J].传感技术学报,2003,(2):147-149.
[114]徐科军,李巧利,刘扬,童利标,梅涛.基于多传感器数据融合的机器人腕力测量[J].仪器仪表学报,2003,24(3):286-290.
[115] Yong Xu, Fukang Jiang. Flexible shear-stress sensor skin and its application to unmanned aerial vehicles[J] Sensors and Actuators, 2003 (105), pp.321–329.
[116] G. Kinoshita, C. Oota, H. Osumi, M. Shimojo.Acquisition of reaction force distribution for a walking humanoid robot[C]. Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, 2004: 3859-3564.
[117] R. C. Luo, C. C. Yih, K. L. Su.Multisensor fusion and integration: approaches, applications, and future research directions[C]. IEEE Sensors Journal, 2002, 2(2): 107-119.
[118] V. V. S. Sarma , S. Raju.Multi-Sensor data fusion and decision support for airborne target identification[J]. IEEE Transaction System on Man, Cybernetics, 1999, 21 (1): pp.1224-1230.
[119] I. Fujimoto, Y. Yamada, T. Morizono, Y. Umetani, T. Maeno.Development of artificial finger skin to detect incipient slip for realization of static friction sensation[C]. Proceedings of IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, Nagoya, Japan, 2003: 15-20.
[120]郭兵,秦岚,邓达强等.机器人服装触觉传感信息融合数据处理方法[P].中国,ZL200710093123.4,2007.12.13.
[121] C. T. Lin ,C. S. George Lee.Neural Fuzzy Systems: A neuro-fuzzy synergism to intelligent systems[M] Singapore: Prentice-Hall Pte Inc, 1996.
[122]涂亚庆,黄尚廉.光纤传感信号的神经网络处理[J].压电与声光,1992, 14(6): 14-20.
[123]王正宏,马以武,陈建群.基于BP网络的厚膜压力传感器非线性校正[J].传感器与微系统,2007,26(2):82-84.
[124] G. Canepa, R. Petrigliane, M. Campanella, D. D. Rossi.Detection of incipient object slippage by skin-like sensing and neural network processing[C]. IEEE Transactions on Systems, Man, and Cybernetics,1998, 28 (3): 348-356.
[125] M. Ohka, H. Kobayashi, Y. Mitsuya.Sensing characteristics of an optical three-axis tactile sensor mounted on a multi-fingered robotic hand[J] in Proc. 2005 IEEE/RSJ Int. Conf. Intell. Robots Syst., 2005: 1959–1964.
[126] C. Li, F.E. Sauser, R. Azizkhan, C.H. Ahn, I. Papautsky.Polymer flip-chip bonding of pressure sensors on flexible Kapton film for neonatal catheters[J]. J. Micromech. Microeng, 2005,1(l5): 1729-1735.
[127] D. Um, B. Stankovic, E. Giles, T. Hammond, V. Lumelsky. A modularized sensitive skin for motion planning in uncertain environments[C]. Proceedings o f the 1998 IEEE International Conference on Robotics &r Automation ,1998: 7-12.
[128]王吉连,熊有伦.机器人阵列式触觉传感器的仿真[J].华中理工大学学报,1994,22(9):45-49.
[129] K. Suzuki , K. Najafi.A 1024-element high-performance silicon tactile imager[J]. IEEE Transactions on Electron Devices, 1990,37(8): 1852-1860.
[130] M. Ishikawa,M. Shimojo.An Imaging tactile sensor with video output and tactile image processing[C]. The Society of Instrument and Control Engineers, 1988,24(7): 662-669.
[131] M. Shimojo, M. Ishikawa, K. Kanaya.A flexible high resolution tactile imager with video signal output[C]. Proceedings of IEEE International Conference on Robotics and Automation, 1991: 384-389.
[132] B. J. Kane, Mark R. Cutkosky, Gregory T. A. Kovacs.CMOS compatible traction stress sensor for use in high-resolution tactile imaging[J].Sensors and Actuators, 1996 ,(54): 511–516.
[133] H. K. Lee, S. I. Chang ,E. Yoon.A capacitive proximity sensor in dual implementation with tactile imaging capability on a single flexible platform for robot assistant applications[C]. MEMS’06, 2006: 606-609.
[134] V.Georgopoulos,G.Mal,raki,C.Stylios. A fuzzy cognitive map approach to differential diagnosis of specific language impairment[J]. Journal of Artificial Intelligence in Medicine,2002(679):1–18.
[135] E.I. Papageorgiou,C.D.Stylios, P.P. Groumpos.A combined fuzzy cognitive map and decision trees model for medical decision making[C]. Proceedings of the 28th IEEE EMBS Annual Intern. Conference in Medicine and Biology Society, EMBS 2006, 2006:6117–6120.
[136] E.I. Papageorgiou, P.Spyridonos, D. Glotsos. Brain tumour characterization using the soft computing technique of fuzzy cognitive maps[J]. Application Soft Computing, 2008,(8):820–828.
[137] V.C. Georgopoulos ,C.D. Stylios.Complementary case-based reasoning and competitive fuzzy cognitive maps for advanced medical decisions[J].Soft Computing, 2008(12): 191–199.
[138]骆祥峰.认知图理论及其在图像分析与理解中的应用[D].合肥:合肥工业大学博士学位论文,2003.
[139]郭兵,秦岚,邓达强.基于认知图的机器人触觉传感服装数据处理[J].浙江大学学报(工学版),2007,41(10):1633-1636.
[140]杨小冈,付光远,缪栋等.基于图像NMI特征的目标识别新方法.计算机工程[J],2002,(6):79-82.
[141] C.D. Stylios, Voula C. Georgopoulos ,Georgia A.Malandraki.Fuzzy cognitive map architectures for medical decision support systems[J] Application Soft Computing, 2008,8 (3):1243–1251.
[142] C.D. Stylios , P.P.Groumpos.Modeling complex systems using fuzzy cognitive maps[J]. IEEE Trans. Syst., Man Cybern. 2004,34 (1): 155–162.
[143] E.I. Papageorgiou ,P.P. Groumpos. A new hybrid method using evolutionary algorithms to train fuzzy cognitive maps[J] Application Soft Computing, 2005(5):409–431.