Multipath Exploitation for Emitter Localization using Ray-Tracing Fingerprints and Machine Learning

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Release : 2021-01-01
Genre : Technology & Engineering
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Book Rating : 447/5 ( reviews)

Multipath Exploitation for Emitter Localization using Ray-Tracing Fingerprints and Machine Learning - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Multipath Exploitation for Emitter Localization using Ray-Tracing Fingerprints and Machine Learning write by Marcelo Nogueira de Sousa. This book was released on 2021-01-01. Multipath Exploitation for Emitter Localization using Ray-Tracing Fingerprints and Machine Learning available in PDF, EPUB and Kindle. The precise localization of radio frequency (RF) transmitters in outdoor environments has been an important research topic in various fields for several years. Nowadays, the functionalities of many electronic devices are based on the position data of a radiofrequency transmitter using a Wireless Sensor Network (WSN). Spatially separated sensor scan measure the signal from the transmitter and estimate its location using parameters such as Time Of Arrival (ToA), Time Difference Of Arrival (TDOA), Received Signal Strength (RSS) or Direction Of Arrival (DOA). However, certain obstacles in the environment can cause reflection, diffraction, or scattering of the signal. This so called multipath effect affects the measurements for the precise location of the transmitter. Previous studies have discarded multipath information and have not considered it valuable for locating the transmitter. Some studies used ray tracing (RT) to create position fingerprints, without reference measurements, in a simulated scenario. Others tested this concept with real measurement data, but this proved to be a more cumbersome method due to practical problems in the outdoor environment. This thesis exploits the concept of Channel Impulse Response (CIR) to address the problem of precision in outdoor localization environments affected by multipath. The study aims to fill the research gap by combining multipath information from simulation with real measurements in a machine learning framework. The research question was whether the localization could be improved by combining real measurements with simulations. We propose a method that uses the multipath fingerprint information from RT simulation with reference transmitters to improve the location estimation. To validate the effectiveness of the proposed method, we implemented a TDoA location system enhanced with multipath fingerprints in an outdoor scenario. This thesis investigated suburban and rural areas using well-defined reflective components to characterize the localization multipath pattern. The results confirm the possibility of using multipath effects with real measurements to enhance the localization in outdoor situations. Instead of rejecting the multipath information, we can use them as an additional source of information.

Developments and Advances in Defense and Security

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Release : 2019-06-13
Genre : Technology & Engineering
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Book Rating : 556/5 ( reviews)

Developments and Advances in Defense and Security - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Developments and Advances in Defense and Security write by Álvaro Rocha. This book was released on 2019-06-13. Developments and Advances in Defense and Security available in PDF, EPUB and Kindle. This book gathers the proceedings of the Multidisciplinary International Conference of Research Applied to Defense and Security (MICRADS), held at the Military Engineering Institute, Rio de Janeiro, Brazil, from 8 to 10th May 2019. It covers a variety of topics in systems, communication and defense; strategy and political-administrative vision in defense; and engineering and technologies applied to defense. Given its scope, it offers a valuable resource for practitioners, researchers, and students alike.

6GN for Future Wireless Networks

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Release : 2023-07-07
Genre : Computers
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Book Rating : 141/5 ( reviews)

6GN for Future Wireless Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook 6GN for Future Wireless Networks write by Ao Li. This book was released on 2023-07-07. 6GN for Future Wireless Networks available in PDF, EPUB and Kindle. This 2-volume set constitutes the proceedings of the 5th International Conference on 6G for Future Wireless Networks, 6GN 2022, held in Harbin, China, in December 2022. The 60 full papers were selected from 194 submissions and present the state of the art and practical applications of 6G technologies. The papers are arranged thematically in tracks as follows: Resource Allocation for 6G Networks; Security and Privacy for 6G Networks; Big data mining and pattern analysis techniques for 6G Networks; Artificial intelligent techniques for 6G Networks; Mobile Edge Computing for 6G Networks; Unmanned Aerial Vehicle Communication for 6G Networks.

Localization Algorithms and Strategies for Wireless Sensor Networks: Monitoring and Surveillance Techniques for Target Tracking

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Release : 2009-05-31
Genre : Computers
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Book Rating : 972/5 ( reviews)

Localization Algorithms and Strategies for Wireless Sensor Networks: Monitoring and Surveillance Techniques for Target Tracking - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Localization Algorithms and Strategies for Wireless Sensor Networks: Monitoring and Surveillance Techniques for Target Tracking write by Mao, Guoqiang. This book was released on 2009-05-31. Localization Algorithms and Strategies for Wireless Sensor Networks: Monitoring and Surveillance Techniques for Target Tracking available in PDF, EPUB and Kindle. Wireless localization techniques are an area that has attracted interest from both industry and academia, with self-localization capability providing a highly desirable characteristic of wireless sensor networks. Localization Algorithms and Strategies for Wireless Sensor Networks encompasses the significant and fast growing area of wireless localization techniques. This book provides comprehensive and up-to-date coverage of topics and fundamental theories underpinning measurement techniques and localization algorithms. A useful compilation for academicians, researchers, and practitioners, this Premier Reference Source contains relevant references and the latest studies emerging out of the wireless sensor network field.

Geolocation Techniques

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Release : 2012-11-11
Genre : Technology & Engineering
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Book Rating : 364/5 ( reviews)

Geolocation Techniques - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Geolocation Techniques write by Camillo Gentile. This book was released on 2012-11-11. Geolocation Techniques available in PDF, EPUB and Kindle. Basics of Distributed and Cooperative Radio and Non-Radio Based Geolocation provides a detailed overview of geolocation technologies. The book covers the basic principles of geolocation, including ranging techniques to localization technologies, fingerprinting and localization in wireless sensor networks. This book also examines the latest algorithms and techniques such as Kalman Filtering, Gauss-Newton Filtering and Particle Filtering.