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Fast GNSS spoofing detection based on LSTM-detect model

GPS Solutions - Thu, 01/23/2025 - 00:00
Abstract

Spoofing detection is an essential process in global navigation satellite system anti-spoofing. Signal quality monitoring (SQM) methods have been widely studied as simple and effective means to detect spoofing. However, the disadvantages of the existing SQM methods, such as long alarm times and low detection rates, necessitate the study of new methods. Therefore, to address these challenges, this paper proposes a novel SQM method based on a long short-term memory-detect (LSTM-Detect) model with a strong capacity for sequential signal processing. In particular, this method evaluates the distortion of the autocorrelation function (ACF) by the trained LSTM-Detect model for spoofing detection. The simulation results demonstrate that the LSTM-Detect model can detect a wide range of spoofing signals, varying in signal power advantages, code phase differences, and carrier phase differences. In the Texas Spoofing Test Battery datasets 2–6, the detection rate exceeds 98.5%, with an alarm time of less than 5 ms. Compared with five existing SQM methods, the LSTM-Detect model exhibits a more comprehensive spoofing detection performance.

Recent advances and applications of low-cost GNSS receivers: a review

GPS Solutions - Thu, 01/23/2025 - 00:00
Abstract

Low-cost (LC) Global Navigation Satellite System (GNSS) receivers are argued as an alternative solution to geodetic GNSS counterparts for different applications. Single-frequency low-cost (SF-LC) GNSS receivers have been in the market for many years while their inability to acquire GNSS observations in second frequency limited their use. A few years ago, dual-frequency low-cost (DF-LC) GNSS receivers with enhanced capabilities entered the mass market, considering the advancements they have been tested and evaluated by many researchers. Lastly, multi-frequency low-cost (MF-LC) GNSS receivers become available. With the ability to track more satellite signals, these GNSS receivers are expected to obtain better overall performance. This review article aims to analyze recent advances and applications of LC GNSS receivers. To provide answers to the research question relevant articles were selected and analyzed. From the reviewed articles, it was concluded that the performance of SF-LC and DF-LC GNSS receivers is comparable to that of geodetic counterparts only in open-sky conditions. However, in adverse conditions, the differences become more highlighted. In such environments, SF and DF-LC GNSS receivers face challenges not only with positioning quality but also with their proper work. Limited studies on MF-LC receivers have reported comparable observations and positioning performance to geodetic GNSS receivers. Despite drawbacks, LC GNSS receivers have been successfully applied in surveying, mapping, geodetic monitoring, precision agriculture, navigation, atmosphere monitoring, Earth surface monitoring, and other fields.

Coral bleaching and mortality overestimated in projections based on Degree Heating Months

Nature Geoscience - Thu, 01/23/2025 - 00:00

Nature Geoscience, Published online: 23 January 2025; doi:10.1038/s41561-024-01635-7

Coral bleaching and mortality are substantially overestimated in most model projections that are based on Degree Heating Months instead of Degree Heating Weeks, calling into question results generated using Degree Heating Months.

Long-lived partial melt beneath Cascade Range volcanoes

Nature Geoscience - Thu, 01/23/2025 - 00:00

Nature Geoscience, Published online: 23 January 2025; doi:10.1038/s41561-024-01630-y

Upper-crustal magma bodies are present beneath most Cascade Range volcanoes, indicating that large volumes of melt can persist at shallow depth through eruption cycles, according to systematic seismic imaging.

An efficient decoupled 3-D axial anisotropic resistivity inversion for magnetotelluric data with OpenMP parallelization

Earth,Planets and Space - Thu, 01/23/2025 - 00:00
We have developed two novel axial anisotropic inversion codes for magnetotelluric (MT) data: a full axial inversion and a decoupled axial inversion. Both codes are based on the data space Gauss–Newton inversio...

Precise baseline determination for InSAR formation-flying satellites based on spaceborne BDS-3 and GPS observations

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Dachen Peng, Kai Shao, Defeng Gu, Houzhe Zhang, Zhiyong Huang, Bin Yi, Jubo Zhu

Low-thrust transfer with Theory of Functional Connections: Application to 243 Ida with a solar sail

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): A.K. de Almeida, T. Vaillant, L.B.T. Santos, D. Maia

A recurrent neural network-based approach for ballistic coefficient estimation of resident space objects in low earth orbit

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): N. Cimmino, D. Amato, R. Opromolla, G. Fasano

Investigation of attitude control actuators for large flexible space structures using inverse simulation

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Robert Gordon, Matteo Ceriotti, Kevin Worrall

Phase residuals analysis in kinematic orbit determination of GRACE-FO

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Rui Zhang, Yongliang Xiong, Shaoguang Xu

Variability of bio-optical properties of Sundarbans mangrove estuarine ecosystem using elemental analysis, Sentinel 3 OLCI imageries and neural network models

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Ismail Mondal, Isha Jha, SK Ariful Hossain, Aakash De, Hamad Ahmed Altuwaijri, Felix Jose, Tarun Kumar De, Quang-Oai Lu, Nguyen Nguyet Minh

Evaluating soil moisture retrieved from a portable L-band radiometer

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Sooraj Krishnan, J. Indu

A machine learning-based approach for flash flood susceptibility mapping considering rainfall extremes in the northeast region of Bangladesh

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Md Enayet Chowdhury, A.K.M. Saiful Islam, Rashed Uz Zzaman, Sharfaraj Khadem

Extraction and analysis of short-term variation characteristics of code multipath error

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Deyan Li, Houpu Li, Shuguang Wu, Yi Liu, Bing Ji, Deying Yu, Dongfang Zhao

Time-series studies of land surface temperature in Damascus, Syria through MODIS by Google Earth Engine

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Mohamad Khalil, J. Satish Kumar

Validation of OceanSat-3 sea surface winds for their utilization in the NCMRWF NWP assimilation systems

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Dineshkumar K. Sankhala, S. Indira Rani, D. Srinivas, V.S. Prasad, John P. George

Identification of groundwater recharge potential zone using geospatial approaches and multi criteria decision models in Udham Singh Nagar district, Uttarakhand, India

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Manjar Alam, Pankaj Chauhan, Laxmi Narayan Thakural, Darshan Malviya, Rizwan Ahmad, Mohammad Sajid

Contribution analysis of the addition of laser ranging interferometry on GRACE-FO gravity field estimation under different accelerometer calibration schemes

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Qiujie Chen, Zhanglin Shen, Yufeng Nie, Yunzhong Shen, Xingfu Zhang

A robust SVD-UKF algorithm and its application in integrated navigation systems

Publication date: 15 January 2025

Source: Advances in Space Research, Volume 75, Issue 2

Author(s): Guiling Zhao, Zihao Jiang, Jinbao Wang, Shuai Gao

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