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Simple and highly accurate indoor visible light positioning system: regression- and interpolation-based approaches

机译:简单,高精度的室内可见光定位系统:基于回归和插值的方法

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The accuracy of the visible light positioning (VLP) system is improved by using regression-based and interpolation-based approaches. These approaches are mixed with the received signal strength in both linear and nonlinear least squares techniques. The simplicity of the model is the key point, where a highly accurate VLP system with only one equation "interpolation" is used instead of many complex equations. Gaussian noise and reflections up to three bounces with high reflectivity are the source of noise. In addition, the strength of the methods is studied by changing some affecting parameters. In a previous work, we introduced the regression-based approach in VLP-based systems with one reflection. Here, we extend the work with three reflections, leading to an increase in noise to examine system robustness. The approaches are compared to the traditional ones, and show a remarkable enhancement, e.g., the average error has been improved by 67%.
机译:通过使用基于回归和基于插值的方法,可以提高可见光定位(VLP)系统的准确性。这些方法在线性和非线性最小二乘技术中都与接收信号强度混合在一起。该模型的简单性是关键点,在该模型中,仅使用一个方程“插值”的高精度VLP系统代替了许多复杂的方程。高斯噪声和高反射率的多达三个反射的反射是噪声的来源。另外,通过改变一些影响参数来研究方法的强度。在先前的工作中,我们对基于VLP的系统中的基于回归的方法进行了一次反思。在这里,我们通过三个反射来扩展工作,从而导致噪声增加,从而检查系统的鲁棒性。这些方法与传统方法进行了比较,并显示出显着的增强,例如,平均误差已提高了67%。

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