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Geological and Mining Engineering

Geological and Mining Engineering (GME), published by Scineer Publishing PTE. LTD, is an open-access journal. GME is devoted to publish geological and mining engineering related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on geological and mining engineering throughout the world. GME welcomes all original

ISSN: 3029-1887(P)
3029-2034(O)

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Food Safety and Quality


Food Safety and Quality (FSQ), published by Scineer Publishing PTE. LTD, is an open-access journal. FSQ is devoted to publish food safety and quality related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on food safety and quality throughout the world. FSQ welcomes all original manuscripts that do not be published in any other journals.

ISSN: 3029-2115(P)
3029-2123(O)

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Hydraulic Engineering and Power Research

Hydraulic Engineering and Power Research (HEPR), published by Scineer Publishing PTE. LTD, is an open-access journal. HEPR is devoted to publish hydraulic engineering and power related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on hydraulic engineering and power throughout the world. HEPR welcomes all original manuscripts that do not be published in any other journals.Â

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    ISSN: 3029-2158(P)
         3029-2166(O)

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Medical and Health Research

Medical and Health Research (MHR), published by Scineer Publishing PTE. LTD, is an open-access journal. MHR is devoted to publish medicine related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on medicine throughout the world. MHR welcomes all original manuscripts that do not be published in any other journals.Â

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    ISSN: 3029-2190(P)
         3029-2204(O)

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Practical Medical Research

Practical Medical Research (PMR), published by Scineer Publishing PTE. LTD, is an open-access journal. PMR is devoted to publish medicine related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on medicine throughout the world. PMR welcomes all original manuscripts that do not be published in any other journals.Â


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    ISSN: 3029-2085(P)
          3029-2093(O)

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Forum on Research and Innovation Management

Forum on Research and Innovation Management (FRIM), published by Scineer Publishing PTE. LTD, is an open-access journal. FRIM is devoted to publish research and innovation management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on research and innovation management throughout the world. FRIM welcomes all original manuscripts that do not be published in any other journals.Â

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    ISSN: 3029-1933(P)
         3029-1984(O)

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Construction Safety Technology and Management

Construction Safety Technology and Management (CSTM), published by Scineer Publishing PTE. LTD, is an open-access journal. CSTM is devoted to publish construction safety technology and management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on construction safety technology and management throughout the world. CSTM welcomes all original manuscripts that do not be published in any other journals.Â

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     ISSN: 3029-2069(P)
           3029-2077(O)

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Industrial Technology Research

Industrial Technology Research (ITR), published by Scineer Publishing PTE. LTD, is an open-access journal. ITR is devoted to publish industrial technology related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on industrial technology throughout the world. ITR welcomes all original manuscripts that do not be published in any other journals.

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    ISSN: 3029-1895(P)
          3029-2026(O)

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Environmental Protection and Health

Environmental Protection and Health (EPH), published by Scineer Publishing PTE. LTD, is an open-access journal. EPH is devoted to publish environmental protection and health related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on environmental protection and health throughout the world. EPH welcomes all original manuscripts that do not be published in any other journals.Â

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    ISSN: 3029-1909(P)
         3029-2018(O)

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Artificial Intelligence Technology Research

Artificial Intelligence Technology Research (AITR), published by Scineer Publishing PTE. LTD, is an open-access journal. AITR is devoted to publish artificial intelligence technology related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on artificial intelligence technology throughout the world. AITR welcomes all original manuscripts that do not be published in any other journals.Â

    ISSN: 3029-1968(O)
         3029-195X(P)
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Curriculum Learning and Exploration

Curriculum Learning and Exploration (CLE), published by Scineer Publishing PTE. LTD, is an open-access journal. CLE is devoted to publish curriculum related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on curriculum throughout the world. CLE welcomes all original manuscripts that do not be published in any other journals.Â

    ISSN: 3029-1976(O)
         3029-1941(P)
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Evaluation of Educational Research

Evaluation of Educational Research (EER), published by Scineer Publishing PTE. LTD, is an open-access journal. EER is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. EER welcomes all original manuscripts that do not be published in any other journals.

    ISSN: 3029-1992(O)
         3029-1925(P)
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World Education Forum

World Education Forum (WEF), published by Scineer Publishing PTE. LTD, is an open-access journal. WEF is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. WEF welcomes all original manuscripts that do not be published in any other journals.

    ISSN: 3029-214X(O)
         3029-2131(P)

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New Explorations in Education and Teaching

New Explorations in Education and Teaching (NEET), published by Scineer Publishing PTE. LTD, is an open-access journal. NEET is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. NEET welcomes all original manuscripts that do not be published in any other journals.Â

    ISSN: 3029-200X(O)
         3029-1917(P)

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Modern Economic Management Forum

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Modern Economic Management Forum (MEMF), published by Scineer Publishing PTE. LTD, is an open-access journal. MEMF is devoted to publish modern economic management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on economic management throughout the world. MEMF welcomes all original manuscripts that do not be published in any other journals.Â
    ISSN: 3029-2182(O)
         3029-2174(P)

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Research and Commentary on Humanities and Arts

Research and Commentary on Humanities and Arts (RCHA), published by Scineer Publishing PTE. LTD, is an open-access journal. RCHA is devoted to publish humanities and arts related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on humanities and arts throughout the world. RCHA welcomes all original manuscripts that do not be published in any other journals.Â

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      ISSN: 3029-2050(O)
           3029-2042(P)

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Application of the Kalman Filter in Low-Altitude UAV Tracking

Kai Cui, Jianwei Zhao, Fang He, Nan Jiang, Weimin Jia

Abstract


With the rapid development of unmanned aerial vehicle (UAV) technology, low-altitude UAVs have been increasingly applied in
fields such as aerial photography, agricultural monitoring, and logistics distribution. However, low-altitude environments are complex and
variable, and UAVs are susceptible to various factors, such as air currents and obstacles during flight, leading to unstable flight trajectories
and increased tracking difficulty. Kalman Filter, as an effective state estimation algorithm, can fuse data from multiple sensors to accurately
estimate the position and velocity of UAVs, thereby improving the accuracy and robustness of low-altitude UAV tracking. This study reviews
the basic principles of the Kalman Filter and its application in low-altitude UAV tracking, analyzes the limitations of traditional Kalman Filter
in dealing with nonlinear systems, and discusses the application prospects of improved algorithms such as the Extended Kalman Filter (EKF)
and Unscented Kalman Filter (UKF).

Keywords


Kalman Filter; Low-altitude UAV; Tracking; State estimation

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References


[1] Y. Xia, L. Tian, “A Review of Key Technologies for Air to Air Network Networking for Low-altitude Economy, ” Journal of Chongqing

University of Posts and Telecommunications (Natural Science Edition), 2024, 36 (04): 619-632.

[2] ZTE, “White Paper on Integrated Sensing Low-altitude Network, ” Shanghai: ZTE Corporation, 2024.

[3] D. Q. Tang, X. Y. Liu, W. D. Deng, et al, “Small unmanned aerial vehicle target localization method based on iterative unscented Kalman Filter, ” Command and Control and Simulation, 2019, 41 (1): 104-108.

[4] Y. P. Ren “Research on Target Detection and Tracking Technology in Anti UAV Systems, ” Xi'an University of Technology, 2019.

[5] W. S. Chen, J. Liu, X. L. Chen, et al, “Low-altitude non cooperative unmanned aerial vehicle target recognition based on motion model,” 2019.

[6] S. Gao, J. Zhang, C. Wang, et al, “Research on unmanned aerial vehicle target tracking based on kernel correlation filter and Kalman

Filter, ” International Conference on Electronic Communication and Artificial Intelligence (ICECAI). IEEE, 2023: 311-314.

[7] Y. L. Zhang, “Research on Low Slow Small Target Space Localization and Tracking Technology, ” Xi'an University of Technology, 2024.

[8] S. Wang, Then A, Herschel R, “UAV tracking based on unscented Kalman Filter for sense and avoid applications, ” International Radar

Symposium (IRS). IEEE, 2020: 250-255.




DOI: http://dx.doi.org/10.70711/frim.v3i1.5897

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