{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,2]],"date-time":"2025-08-02T17:55:40Z","timestamp":1754157340689,"version":"3.41.2"},"reference-count":22,"publisher":"Emerald","issue":"5","license":[{"start":{"date-parts":[[2005,10,1]],"date-time":"2005-10-01T00:00:00Z","timestamp":1128124800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2005,10,1]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-heading\">Purpose<\/jats:title><jats:p>Aims to realize the high accurate contour control with high\u2010speed motion of articulated robot manipulator (ARM) with interference.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-heading\">Design\/methodology\/approach<\/jats:title><jats:p>Proposes a new contour control method by using Gaussian neural network (GNN) to solve the problem of the deterioration of the contour control performance due to the interference between robot links. The construction of the GNN controller and the approximation of the interference are based on the Euler\u2010Lagrange model of ARM. The actual input\/out data about the motion of ARM are used for training the GNN to accurately represent the inverse dynamics of ARM with interference. With the Lyapunov function, the stability and the robustness of the GNN controller are discussed. Through the simulation and experiment, it verified that the precision of the contour control has been improved, and illustrated the good features of the proposed method.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-heading\">Findings<\/jats:title><jats:p>Finds that the actual data about the motion of ARM, which is easily obtained from the working field, can express the real features of ARM, and the GNN controller can improve the precision of the contour control with good features.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-heading\">Practical implications<\/jats:title><jats:p>The proposed method provides an effective method for realizing high accurate contour control of ARM with interference. It can be extended to the ARMs with more than two links and concerning more factors affecting the precision of the contour control, such as friction or gravity.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-heading\">Originality\/value<\/jats:title><jats:p>Proposes a new GNN controller for realizing high accurate contour control of ARM with interference, which is significant for industry.<\/jats:p><\/jats:sec>","DOI":"10.1108\/01439910510614682","type":"journal-article","created":{"date-parts":[[2005,8,23]],"date-time":"2005-08-23T03:37:12Z","timestamp":1124768232000},"page":"408-418","source":"Crossref","is-referenced-by-count":5,"title":["Highly accurate contour control of an articulated robot manipulator using a Gaussian neural network"],"prefix":"10.1108","volume":"32","author":[{"given":"Tao","family":"Zhang","sequence":"first","affiliation":[]},{"given":"Masatoshi","family":"Nakamura","sequence":"additional","affiliation":[]},{"given":"Satoru","family":"Goto","sequence":"additional","affiliation":[]},{"given":"Nobuhiro","family":"Kyura","sequence":"additional","affiliation":[]}],"member":"140","reference":[{"key":"key2022021720444119100_b1","doi-asserted-by":"crossref","unstructured":"Cabrera, J.B.D. and Narendra, K.S. (1999), \u201cIssues in the application of neural networks for tracking based on inverse control\u201d, IEEE Transactions on Automatic Control, Vol. 44 No. 11, pp. 2007\u201027.","DOI":"10.1109\/9.802910"},{"key":"key2022021720444119100_b2","unstructured":"Fu, K.S., Gonzalez, R.C. and Lee, C.S.G. (1987), Robotics: Sensing, Vision and Intelligence, McGraw\u2010Hill, New York, NY."},{"key":"key2022021720444119100_b3","doi-asserted-by":"crossref","unstructured":"Goto, S., Nakamura, M. and Kyura, N. (1996), \u201cAccurate contour control of mechatronic servo systems using Gaussian networks\u201d, IEEE Transactions on Industrial Electronics, Vol. 43, pp. 469\u201076.","DOI":"10.1109\/41.510638"},{"key":"key2022021720444119100_b4","unstructured":"Goto, S., Nakamura, M. and Kyura, N. (1997), \u201cModified taught data method for industrial mechatronic servo\u2010controller to achieve accurate contour control performance\u201d, Proceedings of IEEE\/ASME International Conference on Advanced Intelligent Mechatronics (AIM), p. 525B."},{"key":"key2022021720444119100_b5","doi-asserted-by":"crossref","unstructured":"Goto, S., Nakamura, M. and Obata, M. (2000), \u201cFeedforward compensator for control systems through pole assignment regulator\u201d, Proceedings of 2000 IEEE Industrial Electronics Conference (IECON), pp. 1791\u20107.","DOI":"10.1109\/IECON.2000.972547"},{"key":"key2022021720444119100_b6","doi-asserted-by":"crossref","unstructured":"Hwang, M.C. and Hu, X.H. (2000), \u201cA robust position\/force learning controller of manipulators via nonlinear H\u221e control and neural networks\u201d, IEEE Transactions on Systems, Man, and Cybernetics, Vol. 30, pp. 310\u201021.","DOI":"10.1109\/3477.836379"},{"key":"key2022021720444119100_b7","doi-asserted-by":"crossref","unstructured":"Kim, Y.H. and Lewis, F.L. (1999), \u201cNeural network output feedback control of robot manipulators\u201d, IEEE Transactions on Robotics and Automation, Vol. 15, pp. 301\u20109.","DOI":"10.1109\/70.760351"},{"key":"key2022021720444119100_b8","doi-asserted-by":"crossref","unstructured":"Lee, S. and Kil, R.M. (1991), \u201cA Gaussian potential function network with hierarchically self\u2010organizing learning\u201d, Neural Networks, Vol. 4, pp. 207\u201024.","DOI":"10.1016\/0893-6080(91)90005-P"},{"key":"key2022021720444119100_b9","unstructured":"Lewis, F.L., Abdallah, C.T. and Dawson, D.M. (1993), Control of Robot Manipulators, MacMillan, New York, NY."},{"key":"key2022021720444119100_b10","doi-asserted-by":"crossref","unstructured":"Lin, F. and Brandt, R.D. (1998), \u201cAn optimal control approach to robust control of robot manipulators\u201d, IEEE Transactions on Robotics and Automation, Vol. 14 No. 1, pp. 69\u201077.","DOI":"10.1109\/70.660845"},{"key":"key2022021720444119100_b11","doi-asserted-by":"crossref","unstructured":"Luh, J.Y., Lin, S. and Lin, C.S. (1984), \u201cApproximate joint trajectories for control of industrial robots along Cartesian paths\u201d, IEEE Transactions on System, Man, and Cybertics, Vol. 14, pp. 444\u201050.","DOI":"10.1109\/TSMC.1984.6313237"},{"key":"key2022021720444119100_b12","doi-asserted-by":"crossref","unstructured":"Melkote, H. and Khorrami, F. (1999), \u201cNonlinear adaptive control of direct\u2010drive brushless DC motors and applications to robotic manipulators\u201d, IEEE Transactions on Mechatronics, Vol. 4 No. 1, pp. 71\u201081.","DOI":"10.1109\/3516.752086"},{"key":"key2022021720444119100_b13","doi-asserted-by":"crossref","unstructured":"Nakamura, M., Goto, S. and Sugi, T. (1999), \u201cA methodology for designing controllers for industry systems based on nonlinear separation model and control\u201d, Control Engineering Practice, Vol. 7, pp. 347\u201056.","DOI":"10.1016\/S0967-0661(98)00187-7"},{"key":"key2022021720444119100_b14","unstructured":"Nakamura, M., Munasinghe, R., Goto, S. and Kyura, N. (2000), \u201cFeasible method of optimum control of industrial robot manipulators in operation under speed and torque constraints\u201d, Proceedings of the 3rd Asian Control Conference, pp. 2887\u201092."},{"key":"key2022021720444119100_b15","doi-asserted-by":"crossref","unstructured":"Nakamura, M., Obata, M., Goto, S. and Kyura, N. (2001), \u201cMulti\u2010dimensional modified taught data method for mechatronic servo systems: accurate contour control of articulated robot manipulators by considering interference of links\u201d, Transactions of IEE Japan, Vol. 121\u2010C No. 1 pp. 90\u20107 (in Japanese).","DOI":"10.1541\/ieejeiss1987.121.1_90"},{"key":"key2022021720444119100_b16","doi-asserted-by":"crossref","unstructured":"Nakashima, R., Ojima, M., Oguro, R. and Tsuji, T. 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