ROBOT. Fuzzy Fusion of Forces Feedback in Vascular Interventional Surgery Robot System
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1 35 3 ROBOT Vol.35, No. Jan., 3 DOI.37/SP.J TP.3 A -(3)--- Fuzzy Fusion of Forces Feedback in Vascular Interventional Surgery Robot System ZHAO Depeng LIU Da (Robotics Institute, Beihang University, Beijing 9, China) Abstract: In order to consummate the master-slave robot system used in vascular interventional procedures, a closed loop of force is rebuilt. Two micro force sensors are integrated with a catheter, which can measure those forces between the tip or side wall of the catheter and vascular walls respectively at the same time. Given that the master-slave mode is different from the traditional hands-on operation and that it is necessary to ensure the sustained effect of the valuable experience from surgeons, a two-input one-output model in fuzzy inference is adopted to accomplish the fusion of the two sensors data. By means of calibrating membership functions and establishing a table of fusion rules, experience is converted into numerical strategies about the force feedback, which not only improves the force reflection under low sampling rate, but also characterizes collisions accurately with different resolutions. It ensures the safety, applicability and efficiency of the robot system. Keywords: master-slave robot; force feedback; micro force sensor; fuzzy fusion; membership function; fusion rule Introduction X [] [] X CT/MRI DSA [3-] 83 9AA drliuda@buaa.edu.cn -3-/-5-9/-7-
2 35 [3-] [3] Force measurement [5-7] mm m PTFE 5 Hz [8] () () (3) Fig. Force sensors of optical fiber and conductive rubber (a) 5 V AD Omega 3 (b) Fig. Animal experiment of the master-slave robot system 3 Fig.3 The master-slave robot system 3 Fuzzy fusion of forces
3 3 (a) (b) (c) (d) (e) [3] F sensor = K FS f S + K FStip f Stip () khz [9] 5 Hz []?? u u Fig. Closed loop of forces in the vascular interventional master-slave robot system 3. {,,,, } U i = {MP, QP, ZP, SP, YP} u i = [, 5V] i =, {,,,, } F ={HX, JX, JD, D, HD} f = [, N] {,,,3,,5,,7,8,9,,,,3} 3. 5 MP QP ZP SP YP 3 5 /V 5 Fig.5 Membership functions of the fuzzy sets of Collision
4 35 3 Omega X HX JX JD D HD 3 5 /N Fig. Membership functions of the fuzzy sets of Force 3.3 [] U U U (a) (e) IF U =ZP AND U =ZP THEN U =SP, F =D (a) F j > F j j =,3,,5 (b) F i j = F ji i, j =,3,,5 (c) F ik F i j F ki F ji i, j =,,3,,5 k = j +,,5 Tab. Table of fuzzy fusion rules U U U MP QP ZP SP YP MP MP QP ZP SP YP QP MP QP ZP SP YP ZP QP ZP SP SP YP SP ZP SP SP YP YP YP SP YP YP YP YP Tab. Correspondence of fuzzy subsets between the integral collision and force feedback U MP QP ZP SP YP F HX JX JD D HD IF-THEN 5 /V /s 7 Fig.7 Data from tip collision Simulation and experiment. MATLAB
5 3 u = u = u = u =3 u = u =5 u = u =7 u =8 u =9 u = u = u = u =3 Fig.8 8 MATLAB Results of the simulation by MATLAB 7 {,,,3,,5,,7,8,9,,,,3} Hz
6 Fig.9 9 Experiment in a vessel model /N tip side force /V /V /s Fig. Data from the experiment in the vessel model [] /s Fig. Result of the fuzzy fusion in the model experiment 5 Conclusion References [] [J]9 8() Lu W S, Liu D, Tian Z M, et al. The analysis of key technologies of intravascular intervention surgical robot[j]. Journal of Biomedical Engineering Research, 9, 8(): [] [J] 3()
7 3 Chen D G, Shen J, Yan Y H. An overview of robot assisted catheter insertion system[j]. Chinese Journal of Medical Instrumentation,, 3(): [3] Tanimoto M, Arai F, Fukuda T, et al. Force display method for intravascular neurosurgery[c]//ieee International Conference on Systems, Man, and Cybernetics. Piscataway, NJ, USA: IEEE, 999: [] Polygerinos P, Schaeffter T, Seneviratne L, et al. Measuring tip and side forces of a novel catheter prototype: A feasibility study[c]//ieee/rsj International Conference on Intelligent Robots and Systems. Piscataway, NJ, USA: IEEE, 9: [5] Guo J, Xiao N, Guo S X, et al. A force display method for a novel catheter operating system[c]//ieee International Conference on Information and Automation. Piscataway, NJ, USA: IEEE, : [] Esashi M, Komatsu H, Matsuo T, et al. Fabrication of cathetertip and sidewall miniature pressure sensors[j]. IEEE Transactions on Electron Devices, 98, 9(): [7] Sedaghati R, Dargahi J, Singh H. Design and modeling of an endoscopic piezoelectric tactile sensor[j]. International Journal of Solids and Structures, 5, (/): [8] [D] 9. Wang D S. Research of tactile sensing array and calibration experimental based on conductive rubber[d]. Chongqing: Chongqing University, 9. [9] Tan H Z, Srinivasan M A, Eberman B, et al. Human factors for the design of force-reflecting haptic interfaces[j]. Dynamic Systems and Control, 99, 55(): [] [M] Han L Q. The principle and application of intelligent control[m]. Beijing: China Machine Press, 7: [] [J]3(7): 9-. Sun L N, Tan F S, Rong W B, et al. Research on the architecture of virtual reality based on micromanipulation robot[j]. Modular Machine Tool & Automatic Manufacturing Technique, 3(7): 9-. [] Spanlang B, Normand J, Giannopoulos E, et al. GPU based detection and mapping of collisions for haptic rendering in immersive virtual reality[c]//ieee International Symposium on Haptic Audio-Visual Environments and Games. Piscataway, NJ, USA: IEEE, : -. [3] [D] Wang L F. Research on the adhesive contact of microparts and micromanipulation methods based on adhesion forces[d]. Harbin Harbin Institute of Technology, 8: 3-3. [] Adams R J, Hannaford B. Stable haptic interaction with virtual environments[j]. IEEE Transactions on Robotics and Automation, 999, 5(3): 5-7. [5] Kim S G, Sitti M. Task-based and stable telenanomanipulation in a nanoscale virtual environment[j]. IEEE Transactions on Automation Science and Engineering,, 3(3): -7. [] [J] 3 5(): 3-3. Lü X D, Huang X H, Wang M, et al. Micromanipulation robot depth extraction based on micro image defocus feature[j]. Robot, 3, 5():
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