Highly Accurate Ultrasonic Positioning and Tracking Systems

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Highly Accurate Ultrasonic Positioning and Tracking Systems Highly Accurate Ultrasonic Positioning and Tracking Systems by Mohammad Omar Khyam A thesis submitted in fulfilment of the requirements for the degree of Doctor of Philosophy SCIENTIA MANU E T MENTE School of Engineering and Information Technology The University of New South Wales Canberra, Australia August, 2014 Originality Statement ‘I hereby declare that this submission is my own work and to the best of my knowledge and belief, it contains no material previously published or written by another person, nor material which to a substantial extent has been accepted for the award of any other degree or diploma at UNSW or any other educational institution, except where due acknowledgement is made in the thesis. Any contri- bution made to the research by colleagues, with whom I have worked at UNSW or elsewhere, during my candidature, is fully acknowledged. I also declare that the intellectual content of this thesis is the product of my own work, except to the extent that assistance from others in the project’s design and conception or in style, presentation and linguistic expression is acknowledged.’ Signed............................................. Date........................ i Dedication My late father; the best man that I have ever known. Not forgetting my mother, the living encouragement for me My wife Mutmainnah Hasib, who is constantly very supportive to all my plans ii Acknowledgements “Patience is not passive waiting. Patience is active acceptance of the process required to attain your goals and dreams.”–Ray Davis Thanks to • God, the Almighty, Alhamdulillah, for bestowing His unlimited Mercy and Bless- ings on me to accomplish this task. • My supervisor, Associate Professor Dr. Mark Pickering, for his continuous guid- ance and encouragement throughout my PhD journey. His energy and enthusiasm still continue to amaze me. Whenever I have felt down, I could simply knock on his door and discuss different issues. During the countless discussions I had with him, I always felt that I was his only student, although he had about ten students. He has always given me the courage to continue and see my work until the end. I have learnt many things from him, which will indeed be useful for my future career. Without his assistance this thesis would not have been possible. • My co-supervisor, Senior Lecturer, Dr. Andrew Lambert, for his help and sup- port throughout my PhD candidature. • Dr. Jahangir Alam, for his valuable directions in my research and for his closest guideline. iii • Denise Russel for proofreading my thesis. • The University of New South Wales for supporting me with Tuition Fee Remis- sion Scholarship, Completion Scholarship and Post-graduate Research Support Schemes. • All the UNSW, Canberra, school office members for their cordial assistance throughout my research journey. • Dr. Apel Mahamud, as my local guardian in Australia. • Younger, elders, and friends in the University and community who have made my life in the Australian Capital Territory fruitful and pleasurable. • My house mates Habibullah Habib, Md Asikuzzaman and Mohiuddin Ahmed for their support like family members. • Mutmainnah Hasib, my wife, for being so understanding about the life of a graduate student. I will happily support her in whatever she decides to pursue for the rest of our lives. • My brother and sister, for giving me their unconditional support. • The amazing lady my mother, the living encouragement for me. She has always been with me with her prayers and well wishes. • My late father, for teaching me the value of education. He would have been the happiest person today, if he would have been alive. May Allah rest him in peace and place him in heaven! iv Abstract Localization is the process of determining the current location of a target(s) within given coordinates using a location system. The localization process has two main phases: firstly, the measurement phase, that establishes a relationship in terms of the distance and/or angle between the targets(s) to be localized and the system infrastructure; and secondly, the positioning phase, that exploits the measured in- formation to calculate the absolute or relative location coordinates of the target(s). So far the most widely used positioning system is the Global Positioning System (GPS). However, in a GPS system, the receiver requires line-of-sight (LOS) recep- tion from different satellites, which is usually difficult to obtain indoors. Therefore, as there is a need for alternate location systems in these GPS-obstructed environ- ments, indoor positioning has drawn considerable attention from both academia and industry. Indoor environments, which are characterized by obstacles such as walls, floors, ceilings, and furniture, provide countless opportunities for a wide range of applications requiring different levels of accuracy. High-accuracy applica- tions, such as gait analysis, usually use optical motion capture systems (MCSs), which are cost-prohibitive for many users, and also require complex arrangements of expensive equipment. In addition, they are responsive to changes in lighting and shadow. Therefore, with the aim of overcoming these limitations, ultrasonic positioning systems (UPSs) have drawn considerable attention. Usually, a narrow- band UPS uses either a single tone or narrowband chirp signal in the measurement v phase in which accurate estimations of distance, through time-of-flight (TOF) tech- niques, are fundamental. Generally, cross-correlation, which produces a peak at the time delay between a transmitted and received signal, is considered the opti- mal TOF estimation technique. Since their accuracy depends on the width of the correlation peak, which is inversely proportional to the signal’s bandwidth, these systems can only be said to be highly accurate if the reflected or multipath signal at the receiver is separated in time by more than the width of the correlation peak; otherwise, errors are introduced into the system. To improve the accuracy of such systems, the bandwidth of the signal must be increased, which increases the cost of the system. In the first part of this thesis, a new phase-correlation-based TOF estimation technique, that uses a narrowband chirp signal working in a closely spaced multipath environment, is proposed. In this system, the correlation peak becomes narrower by virtually, rather than physically, increasing the signal’s band- width, which reduces system cost. The performance of the proposed method is evaluated experimentally. As the correlation technique finds matches between transmitted and received signals, both signals need to be stored at the receiver, which increases hardware cost and computational complexity. In the second part of this thesis, firstly, to solve the limitations of the correlation technique, a narrowband orthogonal frequency division multiplexing (OFDM)-based TOF technique is introduced in which the TOF is estimated based on a pre-defined threshold. The proposed tech- nique has advantages in terms of computational complexity and hardware cost when compared to the correlation technique, as in this approach TOF estimation decisions are made using threshold detection and only the received signal needs to be stored. An additional feature of this technique is that it has good noise cancelation properties. In the positioning phase, existing UPSs generally use the lateration algorithm to obtain a target’s location information. For the accurate vi positioning of reference points in an indoor environment, it is logistically simpler if they are installed in a fixed plane. This means that the distances between the reference points will usually be smaller than the distances between the reference points and the target(s). In this configuration, when lateration is used for posi- tioning target(s), the surfaces of the spheres centered at the reference points will be almost parallel. This results in larger errors in the positions of the intersect- ing points of the spheres for directions tangential to the surfaces of the spheres than for those normal to these surfaces. This phenomenon is known as dilution of precision (DOP). To overcome this DOP problem, a steepest descent optimization algorithm is proposed. The proposed algorithm places the reference points at po- sitions which best correspond to their measured distances from the target utilizing a three-dimensional (3D) rigid-body transformation. An additional feature of this algorithm is that it allows errors to be ignored in the distance measurements of the receivers corresponding to one complete cycle of the transmitted signal. Experi- mental results demonstrate the improvement obtained by the proposed methods over the traditional lateration based positioning systems that use cross-correlation techniques with a transmitted chirp signal. Finally, when UPSs use single tone or narrowband chirp signals, they cannot simultaneously localize multiple targets due to signal interference. This is generally overcome by either using the time division multiplexing (TDM) technique, which reduces the positioning update rate, or introducing a broadband transducer, which increases system cost. In the last part of this thesis, the proposed OFDM-based steepest descent optimization algorithm is first extended to handle multiple target positioning utilizing the orthogonal property of the OFDM signal. Since TDM techniques and broadband transducers are not required, this system can maintain the single target system update rate without increasing system cost. For the positioning of a moving target(s), most of the
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