2017
DOI: 10.1109/tii.2016.2612646
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Neural Control of Bimanual Robots With Guaranteed Global Stability and Motion Precision

Abstract: Robots with coordinated dual arms are able to perform more complicated tasks that a single manipulator could hardly achieve. However, more rigorous motion precision is required to guarantee effective cooperation between the dual arms, especially when they grasp a common object. In this case, the internal forces applied on the object must also be considered in addition to the external forces. Therefore, a prescribed tracking performance at both transient and steady states is first specified, and then a controll… Show more

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Cited by 346 publications
(179 citation statements)
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“…Before introducing our control design method, let us first recall the approximation property of the NNs [11][12][13][14][36][37][38][39][40][41][42][43][44][45] . The NNs take the form of W T σ ( ξ ) where W ∈ R ×m is called weight matrix, with being the number of NN nodes; and σ (ξ ) ∈ R is a vector valued function defined in R , with ξ ∈ R q being the NN input vector.…”
Section: Neural Networkmentioning
confidence: 99%
“…Before introducing our control design method, let us first recall the approximation property of the NNs [11][12][13][14][36][37][38][39][40][41][42][43][44][45] . The NNs take the form of W T σ ( ξ ) where W ∈ R ×m is called weight matrix, with being the number of NN nodes; and σ (ξ ) ∈ R is a vector valued function defined in R , with ξ ∈ R q being the NN input vector.…”
Section: Neural Networkmentioning
confidence: 99%
“…6 Complexity For formula (37), design controller is with guaranteed cost. Consider that reference state input is bounded and assume that nonlinear function ( , , ) = ( ( )) satisfies…”
Section: Nonfragile Guaranteed Cost Control Containing Nonlinear Pertmentioning
confidence: 99%
“…SHLNN can achieve mapping to arbitrary nonlinear function. The basic structure includes weighted summation, nonlinear function map, and linear dynamic states, and the inputoutput relationship is defined as follows [36,37]:…”
Section: Shlnn Controller Design For Nonfragile Guaranteed Cost Contrmentioning
confidence: 99%
“…These intelligent control methods improve the performance of gyroscopes, so that the applications of MEMS gyroscopes are expanded. With the vigorous development of nonlinear system control methods [1][2][3][4][5][6][7][8], a variety of gyroscopic modal control methods emerged.…”
Section: Introductionmentioning
confidence: 99%