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High-Fidelity Yet Fast Dynamic Models of Wheeled Mobile Robots

机译:轮式移动机器人的高保真但快速动力学模型

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Advances in hardware design have made wheeled mobile robots (WMRs) exceptionally mobile. To fully exploit this mobility, we present a novel dynamic model formulation for use in WMR planning, control, and estimation systems. The formulation is high fidelity, general, modular, and fast. It builds on our prior work on recursive methods for 3-D kinematics derivation and constrained motion prediction using differential algebraic equations. It is stable, even for large integration steps, and can enforce realistic nonlinear models of wheel–terrain interaction. Simulation tests show our dynamic models to be more functional, stable, and efficient than common alternatives. Simulations can run over 1K faster than real time on an ordinary PC. Experimental results on multiple platforms and terrain types show that, once calibrated, our models predict motion accurately. To facilitate their use, we have released open-source MATLAB and C++ libraries implementing our modeling/simulation methods.
机译:硬件设计的进步使轮式移动机器人(WMR)异常移动。为了充分利用这种流动性,我们提出了一种新颖的动态模型公式,可用于WMR计划,控制和估计系统。配方高保真,通用,模块化且快速。它建立在我们先前关于使用微分代数方程进行3-D运动学推导和约束运动预测的递归方法的工作的基础上。即使对于较大的集成步骤,它也是稳定的,并且可以强制执行轮-地相互作用的逼真的非线性模型。仿真测试表明,我们的动态模型比常见的替代品具有更高的功能,稳定性和效率。在普通PC上,仿真的运行速度比实时运行速度快1K。在多种平台和地形类型上的实验结果表明,一旦经过校准,我们的模型就可以准确地预测运动。为了方便它们的使用,我们发布了实现我们的建模/仿真方法的开源MATLAB和C ++库。

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