Developing an Algorithm to Improve Positioning Accuracy of Low-Cost Global Navigation Satellite System Modules

Malavige Don Eranda Kanchana Gunathilaka, Indula Karunathilaka, Nihal Perera
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Abstract

Global Navigation Satellite System (GNSS) technology is the most widely used technique for obtaining positioning and navigation information for various applications. However, GNSS is not an error free technology. Differential GNSS techniques are used to mitigate these errors and different commercial brands of GNSS receivers have been developed to avoid some errors where quality and  performance depends heavily on the price tag of such advance GNSS receivers due to the fact that technological capabilities adopted and  embedded in each single GNSS receiver. There are user cases where the few or more those capabilities has to keep leave behind thereby compromise the cost to benefit ratio. As an alternative to above problem, some low-cost GNSS modules are now available in the market which has quite low position accuracy but can be developed to address unique requirements of some user cases. In practical situations, Real-Time-Kinematic (RTK) positioning systems cannot be used everywhere due to its technical limitations and GNSS receivers use different levels of techniques such as moving baseline system or Satellite Based Augmentation System (SBAS). Further, heading information is also a very important parameter in marine industry for obtaining the vessel’s orientation. This research attempts to assess the capability of u-blox NEO M8N GNSS module for hydrographic surveys by developing a moving baseline GNSS configuration and simple Kalman filter based algorithm. The developed prototype was tested in both static and kinematic observations. The prototype achieved 0.5-2.5 meters of position accuracy at the 95% confidence level in static observations, while it archived around 3 meters of positioning accuracy in kinematic observations. This is a sufficient accuracy for Order 1a, Order 1b and Order 2 standards of hydrographic surveys according to the IHO S-44 guidelines.
开发算法以提高低成本全球导航卫星系统模块的定位精度
全球导航卫星系统(GNSS)技术是为各种应用获取定位和导航信息的最广泛应用技术。然而,全球导航卫星系统并不是一种没有误差的技术。差分全球导航卫星系统技术被用来减少这些误差,不同商业品牌的全球导航卫星系统接收器已被开发出来,以避免一些误差,其质量和性能在很大程度上取决于这些先进的全球导航卫星系统接收器的标价,因为事实上每个单一的全球导航卫星系统接收器都采用和嵌入了技术能力。在某些情况下,用户不得不舍弃少数或更多的这些功能,从而影响了成本效益比。为了解决上述问题,目前市场上出现了一些低成本的全球导航卫星系统模块,这些模块的定位精度很低,但可以针对某些用户的特殊要求进行开发。在实际情况中,由于技术限制,实时定位系统(RTK)不能在所有地方使用,全球导航卫星系统接收器使用不同级别的技术,如移动基线系统或卫星增强系统(SBAS)。此外,航向信息也是海洋工业中获取船舶方位的一个非常重要的参数。本研究试图通过开发移动基线 GNSS 配置和基于卡尔曼滤波器的简单算法,评估 u-blox NEO M8N GNSS 模块用于水文测量的能力。对开发的原型进行了静态和运动观测测试。原型在静态观测中达到了 0.5-2.5 米的定位精度(置信度为 95%),而在运动观测中则达到了约 3 米的定位精度。根据国际水文学组织 S-44 准则,这一精度足以满足 1a、1b 和 2 级水文测量标准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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