Chen Pengpeng, Ma Honglu, Gao Shouwan, Huang Yan
School of Computer Science and Technology, China University of Mining and Technology, Xuzhou 221116, China.
Transportation Bureau of Dinghai District, Zhoushan 316000, China.
Sensors (Basel). 2015 Nov 24;15(11):29702-20. doi: 10.3390/s151129702.
Nowadays, wireless sensor networks are often deployed on the sea surface for ocean scientific monitoring. One of the important challenges is to localize the nodes' positions. Existing localization schemes can be roughly divided into two types: range-based and range-free. The range-based localization approaches heavily depend on extra hardware capabilities, while range-free ones often suffer from poor accuracy and low scalability, far from the practical ocean monitoring applications. In response to the above limitations, this paper proposes a novel signal similarity-based localization (SSL) technology, which localizes the nodes' positions by fully utilizing the similarity of received signal strength and the open-air characteristics of the sea surface. In the localization process, we first estimate the relative distance between neighboring nodes through comparing the similarity of received signal strength and then calculate the relative distance for non-neighboring nodes with the shortest path algorithm. After that, the nodes' relative relation map of the whole network can be obtained. Given at least three anchors, the physical locations of nodes can be finally determined based on the multi-dimensional scaling (MDS) technology. The design is evaluated by two types of ocean experiments: a zonal network and a non-regular network using 28 nodes. Results show that the proposed design improves the localization accuracy compared to typical connectivity-based approaches and also confirm its effectiveness for large-scale ocean sensor networks.
如今,无线传感器网络经常部署在海面上用于海洋科学监测。其中一个重要挑战是确定节点的位置。现有的定位方案大致可分为两类:基于距离的和无需测距的。基于距离的定位方法严重依赖额外的硬件能力,而无需测距的方法往往精度较差且扩展性低,远不能满足实际海洋监测应用的需求。针对上述局限性,本文提出了一种新颖的基于信号相似性的定位(SSL)技术,该技术通过充分利用接收信号强度的相似性和海面的露天特性来确定节点的位置。在定位过程中,我们首先通过比较接收信号强度的相似性来估计相邻节点之间的相对距离,然后使用最短路径算法计算非相邻节点之间的相对距离。之后,可以得到整个网络的节点相对关系图。给定至少三个锚节点,最终可以基于多维缩放(MDS)技术确定节点的物理位置。通过两种类型的海洋实验对该设计进行了评估:一个带状网络和一个使用28个节点的不规则网络。结果表明,与典型的基于连通性的方法相比,所提出的设计提高了定位精度,也证实了其对大规模海洋传感器网络的有效性。