Resolution Limit of Positioning Error for Range-Free Localization Schemes

The metric of resolution limit of localization error plays an important role in the range-free localization schemes design, which can manifest the best error-recognition ability that the range-free schemes could achieve. The existing derived resolution limits are found to be smaller than the real resolution limit. Therefore, this article aims to obtain the real resolution limit of range-free localization error. To achieve the goal, two algorithms are proposed in ideal channel and shadow-fading channel, respectively. Specifically, in ideal channel, maximum movable distance is defined and its important features are introduced, then the concept of critical point and its related proposition are given accordingly. Subsequently, an algorithm is proposed to derive the real resolution limit in ideal channel. For the case of shadow-fading channel, based on stochastic channel model, first, at each time instant, the random variables are turned into definite values, then, the instant resolution limit is computed, and finally, the expectation of resolution limit can be calculated. Simulation results demonstrate the correctness of our derived resolution limit. The results also show that the resolution limits or lower bounds derived by the existing methods are much smaller than the real resolution limit.

[1]  Zhetao Li,et al.  Noise-Tolerant Wireless Sensor Networks Localization via Multinorms Regularized Matrix Completion , 2018, IEEE Transactions on Vehicular Technology.

[2]  Boon-Hee Soong,et al.  A New Lower Bound on Range-Free Localization Algorithms in Wireless Sensor Networks , 2011, IEEE Communications Letters.

[3]  Vincent W. S. Wong,et al.  Concentric Anchor Beacon Localization Algorithm for Wireless Sensor Networks , 2007, IEEE Transactions on Vehicular Technology.

[4]  Jun Li,et al.  A Cramer–Rao Lower Bound of CSI-Based Indoor Localization , 2018, IEEE Transactions on Vehicular Technology.

[5]  Shiwen Mao,et al.  CSI-Based Fingerprinting for Indoor Localization: A Deep Learning Approach , 2016, IEEE Transactions on Vehicular Technology.

[6]  Sofiène Affes,et al.  Accurate Range-Free Localization in Multi-Hop Wireless Sensor Networks , 2016, IEEE Transactions on Communications.

[7]  Tarek R. Sheltami,et al.  DV-maxHop: A Fast and Accurate Range-Free Localization Algorithm for Anisotropic Wireless Networks , 2017, IEEE Transactions on Mobile Computing.

[8]  Jun Li,et al.  Low-Complexity and High-Resolution DOA Estimation for Hybrid Analog and Digital Massive MIMO Receive Array , 2017, IEEE Transactions on Communications.

[9]  S. MacLean,et al.  A lower bound on range-free node localization algorithms , 2008, 2008 IEEE International Symposium on Wireless Communication Systems.

[10]  Yunhao Liu,et al.  Non-Invasive Detection of Moving and Stationary Human With WiFi , 2015, IEEE Journal on Selected Areas in Communications.

[11]  Gaurav Sharma,et al.  Improved DV-Hop localization algorithm using teaching learning based optimization for wireless sensor networks , 2018, Telecommun. Syst..

[12]  Lei Chen,et al.  Noise-tolerant localization from incomplete range measurements for wireless sensor networks , 2015, 2015 IEEE Conference on Computer Communications (INFOCOM).

[13]  R.K. Patro Localization in wireless sensor network with mobile beacons , 2004, 2004 23rd IEEE Convention of Electrical and Electronics Engineers in Israel.

[14]  Derrick Wing Kwan Ng,et al.  A Tone-Based AoA Estimation and Multiuser Precoding for Millimeter Wave Massive MIMO , 2017, IEEE Transactions on Communications.

[15]  Gen-Huey Chen,et al.  A Historical-Beacon-Aided Localization Algorithm for Mobile Sensor Networks , 2015, IEEE Transactions on Mobile Computing.

[16]  Xiang-Yang Li,et al.  One More Tag Enables Fine-Grained RFID Localization and Tracking , 2018, IEEE/ACM Transactions on Networking.

[17]  B. R. Badrinath,et al.  DV Based Positioning in Ad Hoc Networks , 2003, Telecommun. Syst..

[18]  Xuemin Shen,et al.  WhiteFi Infostation: Engineering Vehicular Media Streaming With Geolocation Database , 2016, IEEE Journal on Selected Areas in Communications.

[19]  Radhika Nagpal,et al.  Organizing a Global Coordinate System from Local Information on an Ad Hoc Sensor Network , 2003, IPSN.

[20]  Katia Jaffrès-Runser,et al.  Accurate and platform-agnostic time-of-flight estimation in ultra-wide band , 2016, 2016 IEEE 27th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[21]  Chakchai So-In,et al.  Fuzzy Weighted Centroid Localization With Virtual Node Approximation in Wireless Sensor Networks , 2018, IEEE Internet of Things Journal.

[22]  Linqing Gui,et al.  Reference Anchor Selection and Global Optimized Solution for DV-Hop Localization in Wireless Sensor Networks , 2017, Wirel. Pers. Commun..

[23]  Christian Wietfeld,et al.  Scalable and precise multi-UAV indoor navigation using TDOA-based UWB localization , 2017, 2017 International Conference on Indoor Positioning and Indoor Navigation (IPIN).

[24]  Tarek F. Abdelzaher,et al.  Range-free localization schemes for large scale sensor networks , 2003, MobiCom '03.

[25]  Shih-Hau Fang,et al.  Attack-Resistant Wireless Localization Using an Inclusive Disjunction Model , 2012, IEEE Transactions on Communications.