GNSS World of China

Articles in press have been peer-reviewed and accepted, which are not yet assigned to volumes /issues, but are citable by Digital Object Identifier (DOI).
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Design of Satellite Navigation Service Performance Evaluation and Interference Monitoring Protection System
LI Teng, JIANG Dongwei, LI Jinlong, HU Xiaoping
 doi: 10.12265/j.gnss.2024113
[Abstract](0) [FullText HTML](0) [PDF 2132KB](0)
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Due to the vulnerability of satellite navigation signals, they are highly susceptible to intentional or unintentional electromagnetic interference. Therefore, monitoring and evaluating the service performance and interference signals of satellite navigation is of great significance to support navigation system operation services and ensure the security of spatiotemporal information applications. This article addresses the practical needs of monitoring and evaluating satellite navigation service performance, combined with the design approach of interference monitoring and investigation, providing an overall architecture and operational mechanism flow for system construction. It identifies and studies key technologies that support the effective operation of the system, aiming to provide overall guidance for the engineering realization of a guarantee system with “multi-source integration, wide-area coverage, three-dimensional perception, and rapid response.
Research on jamming methods of satellite navigation and positioning system in UAV defense
GENG Zeqi, YU Heli, JIA Zanjie, CAI Yong, TANG Bin
 doi: 10.12265/j.gnss.2024068
[Abstract](8) [FullText HTML](7) [PDF 1113KB](0)
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In view of the increasingly vicious UAV “black flight” phenomenon, and considering that its satellite navigation terminal will be loaded with multi-array adaptive zeroing anti-jamming antenna to improve the use of navigation resources, the advantages of using satellite navigation jamming for UAV defense are analyzed, and a satellite navigation jamming method for UAV defense is explored. The implementation strategy of navigation jamming from single interference source to multi-interference source is described, and the evaluation index is given. It helps protection personnel to accurately explore effective defense boundaries, determine weak areas, optimize interference source deployment strategies, and improve protection efficiency. A defense effect evaluation software is developed, which can present the defense situation and make the defense effect display more intuitive.
Analysis of the impact and effects of the solar storm on the ionosphere from May 8 to 16, 2024
WANG Shuai, QUAN Lin, LI Ling, WANG Kunpeng, HUANG Jian, YUAN Gang
 doi: 10.12265/j.gnss.2024107
[Abstract](12) [FullText HTML](6) [PDF 5660KB](0)
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Solar storms can cause severe disturbances to the state of Earth’s ionosphere and affect navigation and positioning performance. According to the ionospheric disturbance event occurring during the solar storm from May 8 to 16, 2024, the changes of ionospheric total electron content, ionospheric total electron content change rate, ionospheric F2 layer critical frequency, satellite navigation single point positioning error and so on at different latitude stations in the eastern and western hemispheres are analyzed. The analysis result shows that the sun-lit hermisphere of the ionosphere will respond to X-ray flares, but the main source of the disturbance is the geomagnetic storm caused by the solar wind southward magnetic field energy injection. The responses at the top and bottom of the ionosphere during solar storms are not synchronized; The single point positioning error of satellite navigation will increase significantly during the solar storm, especially in the vertical direction it will increase to about ±10 m. It will continue to exist during the recovery phase of ionospheric storms, and gradually weaken with the calm of the ionospheric state.
 doi: 10.12265/j.gnss.2024-04daodu
[Abstract](7) [FullText HTML](5) [PDF 1668KB](0)
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Maritime rescue terminal based on BDS short message and Emergency position indicating radio beacon
MA Jun, NIE Guigen, LIAO Mi, GAO Wenliang
 doi: 10.12265/j.gnss.2024057
[Abstract](12) [FullText HTML](7) [PDF 2299KB](0)
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Traditional maritime rescue terminals suffer from insufficient positioning accuracy and real-time performance. A maritime rescue terminal is designed for combines the functions of BDS short message and Emergency Position Indicating Radio Beacons (EPIRB). Combined with the command center and related software systems, it can achieve rapid reporting and precise positioning of distress. BeiDou Navigation Satellite System (BDS) short message communication can send messages between terminals and satellites. The COSPAS-SARSAT is an important component of the maritime distress search and rescue system implemented by the International Maritime Satellite Organization. It uses signals sent by EPIRB to locate accident locations and information. Combine the BDS short message with EPIRB, and assemble positioning modules and temperature, heart rate, and other sensors. When the holder is in danger, the terminal will immediately continuously send distress information to the command center, which can provide support for the rescue mission through analysis by the command center. After testing, its dynamic and static positioning accuracy has reached the level of 10 meters; BDS short message, EPIRB working well.
GNSS Time spoofing detection method based on machine learning
SHENG Menggang, SHENG Siyuan, DENG Min, WANG Liliang, YAO Zhiqiang
 doi: 10.12265/j.gnss.2024034
[Abstract](22) [FullText HTML](16) [PDF 2615KB](0)
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Temporal and spatial information security is the foundation of national critical infrastructure security. Disruptions or interference with timing systems can result in substantial economic losses and even pose significant threats to national defense security. Existing timing deception detection methods primarily model the characteristics of receiver clock deviation to detect deception. The fitting of model parameters is challenging and computationally complex, with low environmental adaptability. In light of these challenges, this study proposes a timing deception detection method based on long short-term memory (LSTM) networks. This method eliminates the need for complex computational processes and, based on the characteristics of receiver clock deviation changes before and after timing deception, leverages the exceptional time-series prediction capability of LSTM to accurately track the trend of receiver clock deviation changes. This approach achieves effective detection of timing deception interference. Finally, experiments and analyses are conducted using the texas spoofing test battery (TEXBAT) timing deception scenario data. The performance of LSTM timing deception detection is compared with a multilayer perceptron network (MLP). The results indicate that the performance of LSTM in timing deception detection surpasses that of MLP.
A novel GNSS spoofing interference detection technology based on SQM
DENG Min, LIAO Xinlu, GUO Yingying, YAO Zhiqiang
 doi: 10.12265/j.gnss.2024017
[Abstract](23) [FullText HTML](11) [PDF 3093KB](2)
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The Global Navigation Satellite System (GNSS) plays a strategic role in positioning, navigation, and timing in infrastructure application. Given the characteristics of GNSS signals such as extremely low landing power and transparent civil code structure, civil satellite signals are extremely vulnerable to interference and spoofing attacks, which makes GNSS suffer from serious interference problems. In this paper, to address the problems of low detection probability and poor reliability of traditional SQM (signal quality monitoring) detection quantities, we propose a new type of SQM detection quantities without the carrier phase information of tracking loop. Then, the metric values are moving averaged to reduce the effect of abnormal fluctuation value on the false alarm probability. Besides, the statistical distribution characteristic of the proposed metric is derived. The computation threshold and measurement threshold without a priori information are set up. The proposed method can avoid the failure detection when the relative carrier phases of spoofing and authorized satellite navigation signal are integer multiples of π. The comparison experimental results based on the public database with real measured signals of TEXBAT (texas spoofing test battery) show that the proposed algorithm is able to detect spoofing attacks with better accuracy in a shorter time under different real signal scenarios. The research results are valuable for the development of anti-spoofing communication devices in the future to improve the detection performance effectively without making large-scale changes to the hardware structure of the receiver.
Analyzing the security of RDSS system from the perspective of information security
ZHANG Tao, NIE Guigen, MA Jun
 doi: 10.12265/j.gnss.2024055
[Abstract](11) [FullText HTML](7) [PDF 2733KB](0)
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This paper analyzes the security advantages of radio determination satellite service (RDSS) in terms of signal structure and operation mechanism, and studies the potential security risks and countermeasures of RDSS from three aspects of information security: confidentiality, integrity, and availability. In particular, the use of radio frequency recording and replay (RAR) to verify the potential counterfeiting and deception security risks of RDSS has been studied prove that RDSS has vulnerabilities in resisting RAR attacks and is easily deceived by RAR attacks. The success of this deception attack exposes the security risks in the integrity and availability of the RDSS system, which can cause information confusion for end users and may also limit the frequency of attacks, preventing them from receiving normal services. Finally, several measures were proposed to improve system security in response to such security risks
Research on GNSS spoof detection method based on PCS combined with Ratio
ZHAO Shen, HU Yong, LI Shi Ling, XIA Yi
 doi: 10.12265/j.gnss.2023234
[Abstract](17) [FullText HTML](8) [PDF 3073KB](1)
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A spoofing detection algorithm based on power combind with signal quality montoring(PCS) combind with Ratio(PCSR) is proposed to improve the performance of spoofing detection, in response to the problem of high fluctuation in the detection performance of PCS during the traction stage. The fusion process of the PCSR algorithm uses a weighting factor to linearly weight the amplitudes of the processed PCS and Ratio, and adjusts the contribution of PCS and Ratio to PCSR by changing the weighting factor.The experiment used data scenario 4 (DS4) of texas spoofing test battery (TEXBAT) from the University of Texas at Austin as the dataset to compare and analyze the deception detection performance of PCS, Ratio, and PCSR algorithms. The experimental results show that PCSR has higher detection probability and accuracy, better immediacy and robustness, and a wider detection range. The proposed PCSR algorithm combines the advantages of both PCS and Ratio algorithms and has better spoofing detection performance.
Anti-spoofing technology based on array antenna signal processing
LU Jianjun, PENG Xinzhi, FENG Fan, HUANG Chuhan, YUAN Xuelin, ZHU Xiangwei
 doi: 10.12265/j.gnss.2024019
[Abstract](34) [FullText HTML](19) [PDF 2489KB](3)
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Global navigation satellite systems play an important role in national infrastructure as well as life safety applications, but the increasing spoofing incidents pose a great threat to GNSS. This paper introduces the anti-spoofing technology based on array antenna signal processing, and summarizes the spoofing interference detection and spoofing interference suppression methods from both uniform and sparse arrays according to the different array configurations. Compared with uniform array, sparse array has larger array aperture and degree of freedom under the same number of antenna elements, which greatly reduces the cost of equipment, but its coherent signal processing technology requires more. Finally, this paper gives the difficulties faced by the anti-spoofing interference technology and its future development trend.
Consistency deception detection technique for GNSS/INS based on open-closed-loop alternation
CHENG Yuyang, PENG Xinzhi, FENG Fan, XU Yiyu, YUAN Xuelin, ZHU Xiangwei
 doi: 10.12265/j.gnss.2024020
[Abstract](20) [FullText HTML](10) [PDF 3052KB](2)
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The Global Navigation Satellite System (GNSS) and inertial navigation system (INS) are widely used in fields such as vehicles and drones. However, GNSS receivers are susceptible to deceptive signals. Therefore, this paper proposes a consistency deception detection technique using INS observations. Inertial devices have the characteristics of being less susceptible to deceptive signal interference and prone to cumulative errors. By alternately feeding back estimated errors in an open-closed loop manner, a GNSS/INS integrated navigation system is constructed. During the open-loop period, a deception detection window is established, and the consistency between the statistical detection measurements of the inertial device, acceleration, and angular velocity obtained from GNSS is evaluated to determine the presence of deception. Experimental results demonstrate that with a window time of 70 s, the detection probability reaches 99.2% while the false alarm probability is 5.2%.
GNSS interference localization technology using the carrier-to-noise ratio measurements of the receivers
LIU Zhijian, YAO Zhiqiang, DENG Min, PENG Deyi, JIANG Fan
 doi: 10.12265/j.gnss.2024033
[Abstract](40) [FullText HTML](13) [PDF 2553KB](3)
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Due to the low signal strength of GNSS signals upon reaching the ground, they are highly susceptible to unintentional or intentional human interference, which can severely impact the availability of navigation and positioning services. Therefore, locating and eliminating sources is of paramount interference. For common jamming interference, current positioning methods mainly involve processing the raw sampled signals, which often leads to issues with complex equipment, high computational demands, and high costs. This paper proposes a method for locating GNSS interference source using the carrier-to-noise ratio (C/N0) measurements from standard commercial receivers. By estimating the interference signal strength difference through C/N0 measurements, the position of the interference source can be calculated. Field test results indicate that, under line-of-sight conditions, in a monitoring area of approximately 11 400 square meters, this method can achieve a Mean Absolute Error (MAE) of 13.17 meters with minimal time consumption, thereby effectively locating the interference source. The proposed method does not require any modifications to the receiver's hardware or software, making it simple to implement and cost-effective, which is advantageous for engineering applications.
Introduction of ICG IDM and technology analysis of GNSS interference detection and localization
JIN Ruimin, ZHEN Weimin, HAN Chao, CHEN Li, CHEN Qidong, YANG Huiyun, CUI Xiang, GU Mingyue
 doi: 10.12265/j.gnss.2024039
[Abstract](17) [FullText HTML](10) [PDF 3241KB](3)
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Global Navigation Satellite System (GNSS) is widely used in all walks of life. However, GNSS signals are very weak and the civilian signal format is known, making it extremely susceptible to various intentional and unintentional electromagnetic interferences, which poses a serious threat to GNSS applications. GNSS interference has attracted widespread international attention, the International Committee on Global Satellite Navigation Systems (ICG) has established a special GNSS interference detection and mitigation (IDM) working group to develop IDM technologies and exchange ideas on IDM system construction. This paper introduces the situation of ICG IDM, and analyzes the research progress of GNSS interference detection and localization technology and IDM systems. It provides important technical reference and research support for deepening the theoretical and technical research on GNSS interference monitoring and ensuring the safety of satellite navigation.
Localization for GNSS interference sources based on weighted K-Means combined with DRSS positioning
CHENG Hanqing, ZHANG Guomei, PENG Kejun
 doi: 10.12265/j.gnss.2024025
[Abstract](30) [FullText HTML](12) [PDF 2616KB](1)
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The carrier to noise ratio (CNR) based interference positioning in Global Navigation Satellite System (GNSS) has the problem of high localization difficulty and the low localization precision under the scenarios with multiple interference sources, multi-path transmission and long distance between receivers. Aiming at this problem, a multi-interference localization scheme that combines the weighted K-Means clustering with different receiver signal strength (DRSS) and equation solving based method is proposed in this paper. Assuming that the number of interference sources is determined and a single receiver is only affected by one interference source, the improved weighted K-Means clustering algorithm is designed to realize the initial estimation for multiple interference sources. In order to reduce the positioning error of the weighted K-Means clustering when the distance between receives is long, the receiving CNR affected more obviously by interference within each cluster are used to build the localization equations based on DRSS after clustering processing. To solve the equations can obtain the more accurate localization results. Simulation results demonstrate that the proposed scheme can realize the multi-interference localization. Compared with the scheme only including weighted K-Means, the average positioning errors of the proposed method involving DRSS parameters can be reduced by more than 19% and 38% under the two cases of single source and two single-tone sources, respectively.
An optimized deployment method for satellite navigation distributed suppression of interference
XIAO Yifan, LIU Weiping, YU Jiashu
 doi: 10.12265/j.gnss.2024028
[Abstract](28) [FullText HTML](12) [PDF 2836KB](2)
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Satellite navigation has been widely used in various fields of human production and life, however, due to weak landing signals and other reasons, satellite navigation signals are prone to interference. In practical applications, distributed suppression jamming has become an effective means of satellite navigation jamming because of its advantages such as large coverage area and difficult detection. In this paper, the visual field algorithm based on the reference surface is used to calculate the interference range of a single jamming station in a specific terrain, and on this basis, a cyclic iterative method is used to find the optimal layout scheme of distributed jamming suppression. Experimental analysis shows that under experimental conditions, the distributed suppression interference coverage rate of the proposed method is more than 98%, which is obviously better than 74.18% of the traditional high-power single interference source. At the same time, the key suppression interference targets can be further highlighted and multiple suppression interference can be realized by setting red and green zones reasonably.
Research on GNSS spoofing interference detection for multi-correlator combined power
ZHAO Shen, LIAO Yi fei, LI Shi ling, ZHOU Kai jun
 doi: 10.12265/j.gnss.2023235
[Abstract](33) [FullText HTML](12) [PDF 3465KB](2)
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Global Navigation Satellite System (GNSS) civil signals are vulnerable to external spoofing because of their openness and vulnerability. As an effective method for spoofing detection, Signal Quality Monitoring (SQM) monitors the correlation results of early code, prompt code, and late code (EPL) after the receiver's tracking loop, and compares them with the correlation characteristics without spoofing to determine whether spoofing interference exists. The conventional SQM algorithm uses only three EPL information and the detection performance is limited. Therefore, a multi-correlator combined power algorithm is proposed. The weight of the output power of multiple equally spaced correlators between EPL is taken as the detection quantity, and the inverse ratio of the correlation time and the real-time code time difference is taken as the weighting coefficient. The probability distribution characteristics of the detected quantity were further analyzed, and the optimal detection threshold was determined based on the Neyman-Pearson theory. By comparing the detected quantity and the detection threshold, the existence of deception interference was determined. Based on the Scenario 4 set published by the University of Texas, the test results show that compared with typical SQM algorithms such as Ratio and ELP, the proposed algorithm has both high detection probability and fast early warning response time under different false alarm rates.
Differential privacy-based cooperative positioning for satellite Internet
TAO Yihang, LI Jianhua
 doi: 10.12265/j.gnss.2024032
[Abstract](39) [FullText HTML](11) [PDF 2324KB](7)
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Satellite internet provides positioning, navigation and timing services for the whole world based on the Global Navigation Satellite System (GNSS), but the data containing users’ location information will be leaked during GNSS cooperative positioning process, which poses a threat to users’ privacy security. To address the current privacy-protection challenges in GNSS cooperative positioning systems, this paper proposes a differential privacy-based cooperative positioning method for GNSS systems. The method first generates the perturbed position and randomly selects one to calculate the positioning collaboration data under the premise of satisfying the privacy budget, so as to prevent the user’s location from being leaked during the collaboration process. The experimental results show that the proposed method can effectively protect user location privacy while guaranteeing real-time and accurate positioning service, which provides a theoretical reference for the research of GNSS cooperative positioning information security.
Application research of RINGO software in multi-system GNSS data preprocessing
FAN Jiuguo, LI Jianyong
 doi: 10.12265/j.gnss.2023202
[Abstract](206) [FullText HTML](67) [PDF 4282KB](44)
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Data preprocessing is a prerequisite for achieving high-precision positioning with the Global Navigation Satellite System (GNSS) and is also a vital step in data processing. As the number of satellite systems, numbers, and versions of Receiver Independent EXchange format (RINEX) increase, the GNSS data types and formats become progressively complex. Thought there are various data preprocessing software options available, multiple programs are required to complete the preprocessing stage, resulting in inefficiency and complexity. Therefore, to achieve efficient data preprocessing, developers have created the “RINGO” data preprocessing software, which supports all RINEX versions of multi-system data preprocessing. To achieve effective data preprocessing, developers created the “RINGO” software which supports all RINEX versions of multi-system data preprocessing. The study demonstrates the main functions, usage and principles of RINGO, with a focus on investigating and explaining confusing functions such as receiver clock jump correction. The test results demonstrate that RINGO can effectively and independently preprocess vast amounts of multi-system GNSS data, which can significantly ease the complex task of GNSS data management and foster the adoption of the latest version of RINEX observation records.
Architecture design of radiation source positioning system based on TDOA
HU Anyi, WANG Dengliang, QIN Bingkun, ZHANG Faxiang
 doi: 10.12265/j.gnss.2023174
[Abstract](126) [FullText HTML](83) [PDF 2726KB](15)
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To ensure the normal application of the Global Navigation Satellite System (GNSS), monitoring and localization of GNSS interference radiation sources are required. This paper presents the design of a radiation source positioning system architecture. By designing the system functions, architecture, grid monitoring equipment and workflows, high-precision time synchronization and reliable time difference measurements are achieved using BeiDou/GPS timing + high-stability crystal oscillators and a generalized weighted time delay estimation algorithm, which ensures the accuracy of time difference of arrival (TDOA) localization. The effective location of radiation source is realized through system application test.
2024, 49(3): 1-2.  
[Abstract](98) [FullText HTML](56) [PDF 1643KB](19)
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Theory and Discussion
Spatial signal error and precise point positioning evaluation of Galileo high accuracy service
DING Yao, FANG Rongxin, CHEN Guo, HU Bingyan, CHENG Yifan
2024, 49(3): 1-9.   doi: 10.12265/j.gnss.2024052
[Abstract](245) [FullText HTML](48) [PDF 4825KB](50)
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The high accuracy service (HAS) of the Galileo system uses E6B signals to broadcast free precision satellite orbit, clock deviation and code deviation correction information to users around the world, which is of great significance in the field of high-precision real-time satellite applications. Evaluating the spatial signal error and precise point positioning performance is an important prerequisite for using HAS well. Based on the HAS orbital clock products from December 1 to 31, 2023, the root mean square errors (RMSE) of the Galileo satellite orbit products were 4.16 cm, 8.42 cm and 7.62 cm in the radial (R), tangential (A) and normal (C) directions, and 4.52 cm, 9.99 cm and 7.07 cm in GPS, respectively, while the standard deviation (STD) of the Galileo clock products was 0.16 ns and 0.26 ns for GPS. Precise point positioning (PPP) was carried out based on the observation data of 10 stations in Europe. The results show that the positioning accuracy of Galileo in the east (E), north (N) and zenith (U) directions is 6.44 cm, 4.65 cm and 11.36 cm, GPS is 7.42 cm, 5.78 cm and 12.04 cm, and the joint positioning is 4.11 cm, 3.10 cm and 7.56 cm, respectively. The results indicate that HAS can meet the high-precision positioning requirements.
Availability analysis of BDS-3 PPP-B2b real-time precise point positioning service
XU Yangyin, REN Xia, MING Feng
2024, 49(3): 10-19.   doi: 10.12265/j.gnss.2023214
[Abstract](140) [FullText HTML](45) [PDF 5608KB](30)
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Aiming at the availability of BDS-3 PPP-B2b service, a systematic analysis has been conducted towards the availability ratio of PPP-B2b corrections, the average number of satellites with available corrections and the matching characteristics of PPP-B2b corrections. The results show that in China and surrounding areas, the availability of BDS-3 PPP-B2b corrections is between 71% and 95%, and reaches the maximum in Beijing. While that for the GPS system is between 68.5% and 88.6%, which is worse than the BDS-3. The satellite observation arcs lack of PPP-B2b corrections are mainly concentrated in low elevation angle periods for users in China and surrounding areas, and the availability of PPP-B2b corrections will increase with the increase of cut-off elevation angle. The average number of satellites with available PPP-B2b corrections for BDS-3, GPS and BDS-3/GPS systems in China and surrounding areas is about 8, 7 and 15 respectively, which can ensure effective real-time PPP service performance. However, on average, about 1 BDS-3 satellite and 2 GPS satellites cannot participate in the real-time PPP positioning due to the lack of PPP-B2b corrections for users in the area. For areas south of the equator, BDS-3 only or GPS-only system is basically unable to provide effective real-time PPP services with the average availability of PPP-B2b correction being less than 50%, but the BDS-3/GPS dual system can provide about 7 to 11 available satellites in some low latitude areas. Users should be noticed that there will be a temporary mismatching state between the orbit and clock offset corrections each time when the IOD Corr parameter changes due to the different updating frequency.
Improved vision/inertial guidance fusion localization algorithm for vision front-end
LI Zhizheng, NIE Zhixi, WANG Zhenjie, ZHANG Yuanfan
2024, 49(3): 20-27.   doi: 10.12265/j.gnss.2024024
[Abstract](160) [FullText HTML](42) [PDF 3951KB](24)
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Aiming at the problem of high-precision positioning of mobile robot in Global Navigation Satellite System GNSS denied environment, An adaptive thresholding adaptive and generic accelerated segment test AGAST feature detection algorithm is proposed to improve the visual front-end of a vision/inertial guidance fusion localization system for mobile robots. The algorithm improves the visual odometry computation method by local histogram equalization and adaptive threshold detection, improves the quality of feature point extraction, and enhances the positioning accuracy and stability of visual odometry in complex environments. Visual odometry and inertial navigation system are fused based on factor graph optimization algorithm to realize high-precision positioning of mobile robot. The results show that, compared with the mainstream VINS-Mono algorithm, the proposed algorithm improves the positioning accuracy by 22.8% in the experiment of indoor data set and 59.7% in the experiment of outdoor data set, the proposed algorithm perform better than VINS-Mono algorithm in both two experiments and it can provide better positioning services for mobile robots.
GNSS vertical time series denoising method for mining area subsidence monitoring
ZHENG Canguang, ZHENG Hui, XIE Shicheng, ZHU Mingfei, HAN Yuchen, YANG Xu
2024, 49(3): 28-37.   doi: 10.12265/j.gnss.2024002
[Abstract](142) [FullText HTML](34) [PDF 2835KB](17)
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The GNSS technology, as an important tool for mining subsidence monitoring, is significantly affected by the noise present in its time series. This paper proposes a denoising method that combines an Improved hybrid grey wolf particle swarm optimization (IPSOGWO) and an improved complete ensemble empirical mode decomposition with adaptive noise (ICEEMDAN), coupled with wavelet thresholding (WT). The IPSOGWO optimizes the hyperparameters of the ICEEMDAN algorithm to decompose the GNSS time series and extract the intrinsic mode functions (IMF). The multi-scale permutation entropy is used to select the IMF components containing noise. These components are then secondarily processed using wavelet thresholding and reconstructed with the remaining IMF components to obtain the denoised results. Experiments with simulated signals and actual data from an automated monitoring station in a mining area demonstrate that the proposed method outperforms the wavelet threshold, complete ensemble empirical mode decomposition (CEEMD), and GWO-ICEEMDAN in terms of denoising performance, providing reliable data for subsequent analysis of working face subsidence.
Research on indoor location algorithm based on 5G+UWB
ZHANG Kaili, TU Rui, LI Fangxin, XU Xiayun, WANG Bing
2024, 49(3): 38-44.   doi: 10.12265/j.gnss.2024038
[Abstract](252) [FullText HTML](51) [PDF 2743KB](37)
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The 5th-Generation (5G) communication technology has brought new possibilities to the field of indoor positioning. Ultra-broadband (UWB) location technology, like 5G location, has the characteristics of large bandwidth and high frequency, but there are slight differences in positioning performance. To address the issues of poor accuracy and stability in single sensor positioning, a fusion positioning algorithm of 5G+UWB was studied in this paper. It establishes an indoor positioning system based on time difference of arrival (TDOA) for 5G, a UWB indoor positioning system based on trilateral positioning algorithm, and a 5G+UWB indoor positioning model based on the fusion positioning algorithm. The initial positioning results of each single system obtained through weighted least squares (WLS) algorithm are validated, followed by verification of improved positioning results obtained through Taylor series expansion method. Furthermore, experimental verification is conducted on the combined positioning results obtained by fusing the positioning results of the two single systems. It has been indicated by the experimental results that UWB single-system positioning shows lower accuracy but higher stability, while 5G single-system positioning exhibits higher accuracy but lower stability. After the combination of the two methods, the accuracy and stability of the combined system can be relatively high. The positioning accuracy of the combined system can be as high as 0.22 m and as low as 0.73 m, enabling sub-meter level positioning.
Extraction of common mode error based on SSA method and its impact analysis on GNSS vertical coordinate time series
HUANG Liubo
2024, 49(3): 45-50, 79.   doi: 10.12265/j.gnss.2023223
[Abstract](94) [FullText HTML](52) [PDF 2501KB](14)
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This study, based on eight years of data from 24 Global Navigation Satellite Systems (GNSS) stations in northern Germany, introduces the singular spectrum analysis method. It proposes a common mode error identification method that considers the inter-correlation of different residual subcomponents and their contribution rates. The impact of common mode errors on GNSS coordinate time series noise and parameter estimation is explored. Compared with the principal component analysis (PCA) method, it is found that the method proposed in this paper closely aligns with the common mode errors extracted by PCA, confirming the feasibility of the new method. The GNSS common mode error sequence mainly contains white noise, flicker noise, and power-law noise with non-integer spectral indices. After removing common mode errors, the magnitude of white noise and colored noise at each station decreased by an average of 30.32% and 52.61% respectively, indicating that colored noise dominates in common mode errors. Furthermore, after correcting common mode errors, the annual and semi-annual cycle amplitudes of coordinates are reduced, and the root mean square error of parameter fitting is decreased by 16.7%. In summary, the method described in this paper is of significant practical importance in improving the quality of GNSS coordinate time series.
Fractional cycle bias estimation and ambiguity resolution for Galileo triple-frequency uncombined PPP
XIONG Bowen, PAN Lin, PEI Gen, LIU Ning, ZHANG Xiangyue, DENG Min
2024, 49(3): 51-56.   doi: 10.12265/j.gnss.2023157
[Abstract](89) [FullText HTML](47) [PDF 2642KB](27)
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Galileo already has 28 in-orbit satellites, with precise positioning capabilities on a global scale. All Galileo satellites are capable of broadcasting multi-frequency signals, and multi-frequency integration is expected to further improve the performance of precise point positioning (PPP) ambiguity-fixed solutions. In this paper, the fractional cycle bias (FCB) estimation method and ambiguity resolution (AR) method for Galileo triple-frequency uncombined (UC) PPP are developed, and the derived results are compared with those of dual-frequency UC PPP ambiguity-fixed and ambiguity-float solutions. The results indicate that the standard deviation (STD) of UC FCB series on a single frequency is better than 0.04 cycles using datasets from 155 globally distributed ground tracking stations. The convergence time of Galileo dual-frequency PPP float solutions in the east, north and up directions is 32.0 min, 10.0 min and 43.5 min, respectively, and the corresponding statistic of dual-frequency PPP fixed solutions is reduced to 30.5 min, 8.5 min and 32.0 min in the three directions, respectively. The convergence time of triple-frequency PPP fixed solutions is further shortened to 16.5 min, 8.0 min and 32.0 min in the three directions, respectively.
Improved MixNet for indoor localization using CSI image fingerprints
LONG Liang, WANG Xiaopeng, LI Gang, WANG Jiang
2024, 49(3): 57-64.   doi: 10.12265/j.gnss.2023198
[Abstract](129) [FullText HTML](45) [PDF 2678KB](11)
Abstract:
To enhance the performance of indoor localization using channel state information (CSI) fingerprints, an CSI image-based indoor localization method based on the improved MixNet model is proposed. In the offline phase, the method involves selecting the three access points (APs) with the highest received signal strength indication (RSSI) at the reference point (RP), extracting their CSI data, and converting it into image. Subsequently, the improved MixNet model is employed to train on these images and save the model. The improved MixNet model introduces coordinate attention (CA) and residual connections. Specifically, it replaces the squeeze-and-excitation (SE) attention in MixNet-s with CA to enhance the network’s information representation capability and extract CSI image fingerprint features more accurately. Moreover, it incorporates residual connections, tailored to the characteristics of the MixNet-s model, to enhance the network’s representation capacity and prevent overfitting. Finally, the network depth is reduced to ensure that all network layers are adequately trained. During the online phase, CSI data from the target device is collected and converted into image, and then input into the pre-trained improved MixNet model (named MixNet-CA). The final device position is estimated using a weighted centroid algorithm based on the model's output probabilities. The proposed method is validated in an indoor environment and achieve an average positioning error of 0.362 0 m.
Smartphone RTK positioning based on integrated weighting of GNSS base station signal-to-noise ratio and joint satellite system
WANG Ershen, WANG Heng, ZHANG Yize, CHENG Quanrun, TANG Wenjie, LEI Hong
2024, 49(3): 65-72, 93.   doi: 10.12265/j.gnss.2024045
[Abstract](119) [FullText HTML](27) [PDF 3397KB](23)
Abstract:
With the continuous improvement of smartphone chip and antenna performance, high-precision positioning based on mobile phones has gradually attracted widespread attention from academia and industry. Compared with single-point positioning, real-time kinematic (RTK) positioning usually shows higher positioning performance. However, there are still relatively few studies on the stochastic model of mobile phone RTK positioning. Therefore, this study takes Xiaomi 8 as an example to focus on the stochastic model of smartphones in a multi-system RTK positioning scenario. The research results show that different systems There are significant differences in satellite pseudorange noise, while the difference in phase noise is smaller. Based on this, this paper proposes a stochastic model of base station signal-to-noise ratio combined with comprehensive weighting between satellite systems, which is more efficient than the traditional signal-to-noise ratio model. The weight distribution between different systems was accurately considered. Static and kinematic experiments were conducted under open and occluded conditions. The results show that compared with the traditional signal-to-noise ratio model, the new model is RTK positioning accuracy in the three-dimensional direction under static openness, static occlusion, kinematic openness and kinematic occlusion has increased by 18.7%, 18.3%, 3.3% and 4.6% respectively.
GNSS/IMU/LiDAR fusion positioning research
LIU Ao, GUO Hang, XIONG Jian, WANG Mengli
2024, 49(3): 73-79.   doi: 10.12265/j.gnss.2024013
[Abstract](307) [FullText HTML](88) [PDF 2402KB](37)
Abstract:
To improve the anti-interference and positioning accuracy of conventional integrated navigation and positioning under the conditions of low-cost satellite receivers and IMU, this paper proposes to fuse GNSS, inertial measurement unit (IMU), and laser radar (LiDAR) to enhance the robustness and accuracy of positioning. In complex environments such as high-rise buildings, where satellite signals are lost, the robustness and accuracy of navigation and positioning can be improved by fusing IMU and GNSS. However, if the satellite signal loss time is too long, the IMU/GNSS integrated positioning accuracy under low-cost conditions is still not ideal. This paper proposes to use the position information output by the LiDAR odometer and the conventional integrated navigation to perform fusion positioning through extended Kalman filter (EKF). The experiments show that in the unobstructed environment, the fusion positioning standard deviation (STD) accuracy is 53.7% higher than the satellite positioning, the root mean square error (RMSE) accuracy is 56% higher, the fusion positioning STD accuracy is 37.9% higher than the GNSS/IMU integrated positioning, and the RMSE accuracy is 38.6% higher. In the obstructed environment, the fusion positioning STD accuracy is 59.4% higher than the satellite positioning, the RMSE accuracy is 71.3% higher, the fusion positioning STD accuracy is 26.3% higher than the GNSS/IMU integrated positioning, and the RMSE accuracy is 33.7% higher.
Research on evaluation of GNSS system broadcast ERP parameters
ZHANG Fen, RUAN Rengui, JIA Xiaolin, ZHU Yongxing, WANG Long
2024, 49(3): 80-86.   doi: 10.12265/j.gnss.2023191
[Abstract](75) [FullText HTML](28) [PDF 2651KB](14)
Abstract:
Modernized navigation messages of Global Navigation Satellite Systems like BDS, GPS, QZSS and IRNSS include earth rotation parameters (ERPs), namely the pole coordinates and UT-UTC (ΔUT1). Broadcast ERPs are primarily needed for space-borne GNSS applications that require transformations between earth-fixed and inertial reference frames like satellite precise orbit determination as well as earth to the moon navigation. Based on the International GNSS Service (IGS), we obtained broadcast ERP data for BDS, GPS, QZSS, and IRNSS from January 1, 2022 to June 5, 2023. Evaluate the discontinuity of broadcast ERP, the results show that for GPS and IRNSS, the discontinuity of polar motion is 0.9 to 1.4 mas, and the ∆UT1 discontinuity is about 0.2 ms. The discontinuity of polar motion is about 0.1 mas, and the ∆UT1 discontinuity is about 0.02 ms for QZSS. The discontinuity of BDS polar motion is about 4.5 mas, and the ∆UT1 discontinuity is about 1.3 ms. Compared with the external reference 14C04 sequence of the International Earth Rotation and Reference System Service (IERS), the QZSS polar motion error is about 0.6 mas, and the ∆UT1 error is about 0.27 ms. The polar motion of GPS and IRNSS is about 2.4 mas. For ∆UT1, the GPS error is about 0.36 ms, the IRNSS is about 10.47 ms, which is a significant difference. BDS polar motion error is about 6 mas, and ∆UT1 error is about 1.2 ms. Due to less frequent update intervals, compared with GPS, BDS performs worse by a factor of 1.5 and 2.5 for polar motion and ∆UT1 error, respectively.
Improved algorithm for tree height extraction based on sparse and dense image matching with epipolar constraints
CAI Xiangyuan, CHEN Xiaotong, LI Ronghao, WEI Jiangnan, LI Shuai, ZHAO Hongying
2024, 49(3): 87-93.   doi: 10.12265/j.gnss.2023221
[Abstract](94) [FullText HTML](34) [PDF 3082KB](17)
Abstract:
Tree height is a crucial parameter for monitoring forest conditions and photogrammetry stands out as an essential method for tree height acquisition due to its low cost and flexibility. As a passive remote sensing approach, the traditional photogrammetric method often requires a substantial quantity of images with high overlap, which is associated with the sparsity of traditional image features. To enhance tree height extraction accuracy under limited image availability, a proposed approach combines sparse feature matching with dense pixel matching, by employing the epipolar constraint to filter outliers, dense and highly accurate matching results are obtained. The three-dimensional reconstruction algorithm is then applied to generate a point cloud representing the forest scene. This method demonstrates the capability to reconstruct the forest scene comprehensively and extract tree heights even with a small number of images. Comparison with results from LiDAR point clouds yields a correlation coefficient of 0.91 and a maximum error of 1.64 meters. Notably, the algorithm requires only a small number of overlapping images, indicating its potential in handling high-resolution satellite imagery.
Dynamic feature point removal method with joint target detection and depth information
YE Ruixin, ZHANG Lingwen, CHEN Jia, QIAO Shangbing, ZHU Ying
2024, 49(3): 94-100.   doi: 10.12265/j.gnss.2024015
[Abstract](105) [FullText HTML](45) [PDF 3558KB](9)
Abstract:
Aiming at the problem that the localization accuracy and robustness of visual localization systems are easily affected by dynamic feature points in dynamic environments, a dynamic feature point removal method combining target detection and depth information is proposed. The YOLOv7 target detection network is introduced to quickly obtain the target category and position information of the current image frame, and the coordinate attention (CA) mechanism is added to optimize the deep learning model and improve the target detection accuracy of the network. In addition, a dynamic feature point optimization strategy using depth information and pairwise geometric constraints is proposed. Dynamic feature points are effectively eliminated while as many static points as possible are retained, thus reducing the impact of dynamic points on the localization accuracy and robustness of the system. Experimental validation is performed on the publicly available dataset TUM. The results show that the proposed scheme has obvious advantages in terms of localization accuracy and robustness compared with ORB-SLAM2. At the same time, compared with DynaSLAM, the localization accuracy is basically the same, but the operation speed is significantly improved.
Technical Report and Application
Ship trajectory analysis system based on satellite navigation and spatio-temporal entity
LU Wei
2024, 49(3): 101-106.   doi: 10.12265/j.gnss.2024009
[Abstract](101) [FullText HTML](41) [PDF 2413KB](11)
Abstract:
Based on satellite navigation, spatio-temporal entities, web geographic information system (WebGIS), spatial databases, etc., key information on ship attributes, real-time positions, historical paths, associated relationships, and operating statuses has been extracted, leading to the construction of ship entity resources and the establishment of a ship trajectory analysis system. The system provides functions such as map services, trajectory data management, trajectory visual query display, trajectory spatio-temporal analysis display and analysis model parameter configuration. It enables management and analysis of multi-source, multi-temporal and diversified ship trajectory data, presenting ship element characteristics and analysis results, increasing information value density, and enhancing query and analytic abilities. Thus, it enhances the efficiency and accuracy of ship trajectory analysis, serving as a more effective support for ship trajectory analysis business and related applications.
A quality evaluation method of 3D water vapor tomography based on multi-GNSS observations
GAO Fenglin, DING Nan, ZHANG Kefei, ZHANG Shubi, ZHANG Wenyuan, YAN Xiangrong
2024, 49(3): 107-114.   doi: 10.12265/j.gnss.2024004
[Abstract](104) [FullText HTML](42) [PDF 2761KB](13)
Abstract:
In this paper, we present an evaluation of the water vapor tomography results from four systems-GPS, BDS, GLONASS, and Galileo in terms of accuracy, using the proposed water vapor tomography profile evaluation index TPFS. The results show that the differences in the water vapor tomography solving results of each GNSS are negligible, with the maximum RMSE difference being within 11%. Among these, BDS performs the best in water vapor tomography, while GLONASS performs the worst. Compared with GPS, GLONASS, and Galileo, BDS has a significant advantage in the lower layer (below 2406m). In particular, in the bottom layer, BDS shows a respective improvement of 3.2%, 16.2%, and 5.2% in RMSE compared to GPS, GLONASS, and Galileo. Furthermore, in the comparison of TPFS of tomography water vapor profiles, BDS has the smallest average TPFS and the lowest TPFS of water vapor profiles under heavy rainfall, which is improved by 25.2%, 31.5%, and 32.8% compared to GPS, GLONASS, and Galileo.
Design and implementation of multi-frequency and multi-GNSS data preprocessing software
HU Weijian, LU Liguo, WU Tangting, LIANG Qiao
2024, 49(3): 115-122.   doi: 10.12265/j.gnss.2024011
[Abstract](190) [FullText HTML](66) [PDF 3873KB](35)
Abstract:
GNSS data preprocessing plays a crucial role in achieving high-precision navigation, positioning, and attitude applications. However, existing GNSS preprocessing tools and modules face challenges in handling multi-frequency and multi-GNSS observation data. To address this issue, we have developed a GNSS data preprocessing software called (GDPS). GDPS includes modules for data download, format conversion, data editing, quality check and auxiliary tools. The software has been implemented using the PYQT5 tool, which enables a graphical user interface. Experimental tests have demonstrated that the software offers a clear interface, strong interactivity, stable module operation, and comprehensive software functions. Consequently, it effectively caters to the diverse needs of users for preprocessing multi-frequency and multi-GNSS observation data.
Construction and development of satellite navigation augmentation systems
GUO Shuren, LIU Cheng, GAO Weiguang, LU Jun
2019, 44(2): 1-12.   doi: DOI:10.13442/j.gnss.1008-9268.2019.02.001
[Abstract](2310) [PDF 1536KB](1308)
摘要:
  Dynamic Positioning Accuracy Test and Analysis of BeiDou Satellite Navigation System
ZHANG Fengzhao, LIU Ruihua, NI Yude, WANG Ying
2018, 43(1): 43-48.   doi: 0.13442/j.gnss.1008-9268.2018.01.008
[Abstract](1787) [PDF 1895KB](361)
摘要:
Accuracy analysis of BDS-2/BDS-3 standard point positioning
FANG Xinqi, FAN Lei
2020, 45(1): 19-25.   doi: DOI:10.13442/j.gnss.1008-9268.2020.01.003
[Abstract](1063) [PDF 750KB](217)
摘要:
Overview of Satellite Navigation Spoofing Signal Detection Technology
ZHANG Xin
2018, 43(6): 1-7.   doi: doi:10.13442/j.gnss.1008-9268.2018.06.001
[Abstract](1608) [PDF 93258KB](333)
摘要:
Positioning Performance Comparison and Analysis on BDS Dual and Triple Frequency Static Precise Point Positioning
2017, 42(1): 53-58.   doi: 10.13442/j.gnss.1008-9268.2017.01.011
[Abstract](808) [PDF 678KB](170)
摘要:
A Survey of Fusion Algorithms for Multi-source Navigation Fusion System
TANG Luyang, TANG Xiaomei, LI Baiyu, LIU Xiaohui
2018, 43(3): 39-44.   doi: 10.13442/j.gnss.1008-9268.2018.03.007
[Abstract](818) [PDF 668KB](198)
摘要:
Effect of image control point layout on the accuracy of real-world modeling of small-scale irregular areas of UAVs
ZHANG Guangzu, WANG Chun, XU Yan, TAO Yu, WU Liang, SHENG Shuai
2020, 45(2): 60-67.   doi: DOI:10.13442/j.gnss.1008-9268.2020.02.010
[Abstract](289) [PDF 2013KB](86)
摘要:
A New Method of NMEA0813 Protocol Parsing
LIU Fushan, GUO Chengjun, JIA Zhendong
2017, 42(1): 70-73.   doi: 10.13442/j.gnss.1008-9268.2017.01.014
[Abstract](837) [PDF 476KB](154)
摘要:
Analysis of Galileo Signal Quality and Positioning Performance
ZHOU Xingyu, CHEN Hua, AN Xiangdong
2018, 43(1): 19-24.   doi: doi:10.13442/j.gnss.1008-9268.2018.01.004
[Abstract](1125) [PDF 1830KB](189)
摘要:
High Precision GPS/BDS Data Processing and Precision Contrast Analysis Based on GAMIT10.61
LIU Xingwei, PU Dexiang, GAO Xiang, ZHANG Shiyong, XIA Dinghui
2018, 43(5): 77-83.   doi: 10.13442/j.gnss.1008-9268.2018.05.015
[Abstract](986) [PDF 648KB](227)
摘要:
Construction and development of satellite navigation augmentation systems
GUO Shuren, LIU Cheng, GAO Weiguang, LU Jun
2019, 44(2): 1-12.   doi: DOI:10.13442/j.gnss.1008-9268.2019.02.001
[Abstract](2310) [PDF 1536KB](343)
Abstract:
Since the birth of satellite navigation system, a variety of enhancement technologies and means are developed, and a large number of enhancement systems are established to meet the needs of users with higher accuracy and integrity. However, as a matter of fact, they are generated  later than the basic system and built independently on the respective demands, there are problems of “fragmentation” and “patch”  development, functional overlap with each other, lack of unified planning and standards, and unsystematic construction. This paper reviews and summarizes the generation and development process of satellite navigation augmentation technology, combings the relevant technical connotation and definition, and focuses on the related construction and development of China BeiDou Satellite navigation system augmentation system. On this basis, combined with emerging technologies such as 5G communication and loworbit satellites, the future development of satellite navigation augmentation system is prospected and analyzed.  Finally, suggestions are made for the augmentation system construction of the future BeiDou positioning, navigation and timing (PNT) comprehensive service.
Performance Analysis Joint of GPS/GLONASS/Galileo Precise Point Positioning Under Occlusion Condition
TIAN Xiancai, ZHAO Xingwang, XU Miaoqiang
2018, 43(6): 8-13.   doi: doi:10.13442/j.gnss.1008-9268.2018.06.002
[Abstract](1885) [PDF 62945KB](220)
Abstract:
For poor precision single point positioning performance of single GPS system under Occlusion Condition,to improve performance of precision single point positioning cross multisystem in this paper, By setting different Elevation mask angle, the environment around the city is divided into normal environment, general occlusion and heavy occlusion. Using GPS, GPS/GLONASS, GPS/Galileo, GPS/GLONASS/Galileo different modes respectively, the static PPP simulation experiments were carried out on four continuously operating reference stations in hong kong under the environment. the results show that multisystem combination can effectively remedy the shortage of satellites in the occlusion environment around the city, and the PPP performance of GPS/GLONASS, GPS/Galileo, GPS/GLONASS/Galileo combination is improved to varying degrees compared with that of a single GPS system.

Fog positioning and its applications
SHI Chuang, GU Shengfeng, JING Guifei, GENG Jianghui, LOU Yidong, TANG Weiming
2019, 44(5): 1-9.   doi: DOI:10.13442/j.gnss.1008-9268.2019.05.001
[Abstract](1601) [PDF 1146KB](189)
Abstract:
With the development of GNSS, the LBS (Location Based Service) has been popularized rapidly. Meanwhile, people’s demand for PNT service with high reliability, high credibility and high precision is increasingly urgent. PNT is a system which integrates multi-technology and multilevel systems. Focusing on the optimization of PNT service, domestic and overseas scholars have put forward several new architectures and technical systems such as All Source Positioning and Navigation, Resilient PNT and Cloud Positioning. This study states, that with heterogeneous positioning resources which are capable in communication, calculation, storing, positioning and sensing as infrastructure construction, PNT service with high reliability, high credibility and high precision can be realized by intelligent management and scheduling of heterogeneous positioning resources distributed in different geolocations. Further, the definitions of Fog Positioning and Omnipresent Positioning and Navigation are given. It is argued that the definition of Fog Positioning is evolved from distributed computing architecture and emphasizes the architecture for PNT service. While the definition of Omnipresent Positioning and Navigation is evolved from the development of positioning technology and emphasizes the ability to realize omnipresent positioning by collaborative fusion processing of omnipresent positioning resources. On this basis, by comparing Fog Positioning with Cloud Positioning, this study points out that Fog Positioning is the extension of Cloud Positioning towards the user side and the omnipresent realization of positioning resources. Meanwhile, Fog Positioning is one kind of dynamic and elastic cloud, so Fog Positioning can be seen as a PNT architecture with the property of elasticity. Omnipresent positioning is an important target of PNT architecture, and Fog Positioning gives the potential means for this target, e.g., Omnipresent Positioning and Navigation. At last, this contribution analysis the basic service mode for Fog Positioning or Omnipresent Positioning and Navigation under the city environment and indoor environment.
A novel engineering implementation technique for acquiring B1C signal in the BeiDou-3 receiver
YAN Shulin, DING Chao
2019, 44(1): 1-9.   doi: DOI:10.13442/j.gnss.1008-9268.2019.01.001
[Abstract](1492) [PDF 1077KB](160)
Abstract:
The modern signals of the Chinese BeiDou-3 navigation system bring new features compared to the previous civilian signals, such as longer spreading code, involving secondary code, new modulation technique (i.e. Binary Offset Carrier BOC), data/pilot channels and so on. These innovations are able to enhance the signal acquisition robustness, but they also require specific acquisition techniques to handle the large data stream, deal with the problem of sign transition and side peaks caused by the secondary code and the BOC modulation respectively. This paper proposes a novel two-stage acquisition technique for realizing efficient acquisition of the B1C signal in the engineering implementation of the modern receiver. The first stage employs an extended parallelized Averaging Correlation (AC) search structure, which can cope with the sign transition problem, to coarsely capture the signal with high efficiency. At the second stage, a fine-search process is completed within a reduced searching range to provide high precision result. The involving of the later stage aims to avoid the side peaks effect in the tracking stage that can easily cause a false lock. In addition, both of the single and channel combining acquisition techniques are introduced, which give designers an option of implementing the acquisition with higher sensitivity but more resources. The experiment results demonstrate that the proposed method allows to use much cheaper FFT blocks and enables fast acquisition by parallel process. The proposed method can reduce the number of multiplications by at least 61% when the sampling frequency is over 50 MHz while providing quite similar acquisition precisions with the conventional method.
  Research Progress and Prospect of PPP/INS Integration System
WANG Haoyuan, SUN Fuping, XIAO Kai
2017, 42(5): 53-58.   doi: 10.13442/j.gnss.1008-9268.2017.05.011
[Abstract](1718) [PDF 778KB](205)
Abstract:
With the construction of GNSS multi-system, precise point positioning (PPP) technology is developing in the direction of real-time and ambiguity-fixed solution. The PPP/INS integration system has a wide application prospect in the navigation and surveying field, since the convenience of not laying base station. In this paper, the contributions of GNSS multi-system, PPP ambiguity fixing, INS-aided to the PPP/INS integration system are systematically summarized. And the progresses of filtering method, smoothing algorithm and stochastic model establishment in integration system are generalized. The development trend of the PPP/INS integration system is discussed.

Bimonthly, Established 1976

Sponsored by:China Institute of Radio Transmission

Competent Authorities:China Electronics Technology Group Corporation

ISSN 1008-9268

CN 41-1317/TN