Development of a wireless sensor network system for target tracking and surveillance
In most Wireless Sensor Network (WSN) target tracking systems in existence today, a significant number of low power sensor nodes are required to detect and to track the target. In many cases, a centralized architecture is employed in which the sensor nodes will send the information they have collect...
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| Format: | Thesis |
| Language: | English |
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2011
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| Online Access: | https://hdl.handle.net/10356/43658 |
| _version_ | 1811695586194227200 |
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| author | Toh, Yue Khing |
| author2 | Xie Lihua |
| author_facet | Xie Lihua Toh, Yue Khing |
| author_sort | Toh, Yue Khing |
| collection | NTU |
| description | In most Wireless Sensor Network (WSN) target tracking systems in existence today, a significant number of low power sensor nodes are required to detect and to track the target. In many cases, a centralized architecture is employed in which the sensor nodes will send the information they have collected to a more powerful fusion centre which wll in turn compute the estimated target trajectory. In the real world, centralized tracking in a large-scale WSN may not be feasible due to the possible failure of the fusion centre and the large communication delay in forwarding the measurement data to the fusion centre. Distributed target tracking techniques can be employed by tasking sensor nodes near to the target to perform sensing, target state estimation and selection of future tasking sensor nodes. In this thesis, the development of a prototype wireless sensor network test bed to demonstrate distributed target tracking using the Extended Kalman Filter (EKF) algorithm is discussed. In our approach, each sensor node is equipped with an active ultrasonic array for range finding and collaboration between the sensor nodes to accurately track a moving target. When a target is within the sensing range, a tasking sensor is elected to perform the task of tracking, target state estimation, sensor selection and data reporting of the target trajectory to the base station for visualization. Since all the computational tasks are performed by the sensor nodes, the need for a powerful fusion centre is effectively eliminated. Efficient ways of implementing the EKF and sensor selection scheme into these sensor nodes are also presented in this thesis. Problems arising from the limitations of a typical WSN such as limiting processing capability are investigated and ways to overcome these limitations are also discussed. As each sensor node has limited computation resources, the WSN is unable to accurately track the target due to the complexity of calculations in the EKF algorithm. |
| first_indexed | 2024-10-01T07:25:49Z |
| format | Thesis |
| id | ntu-10356/43658 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T07:25:49Z |
| publishDate | 2011 |
| record_format | dspace |
| spelling | ntu-10356/436582023-07-04T16:54:33Z Development of a wireless sensor network system for target tracking and surveillance Toh, Yue Khing Xie Lihua School of Electrical and Electronic Engineering Xiao Wendong DRNTU::Engineering::Electrical and electronic engineering::Wireless communication systems In most Wireless Sensor Network (WSN) target tracking systems in existence today, a significant number of low power sensor nodes are required to detect and to track the target. In many cases, a centralized architecture is employed in which the sensor nodes will send the information they have collected to a more powerful fusion centre which wll in turn compute the estimated target trajectory. In the real world, centralized tracking in a large-scale WSN may not be feasible due to the possible failure of the fusion centre and the large communication delay in forwarding the measurement data to the fusion centre. Distributed target tracking techniques can be employed by tasking sensor nodes near to the target to perform sensing, target state estimation and selection of future tasking sensor nodes. In this thesis, the development of a prototype wireless sensor network test bed to demonstrate distributed target tracking using the Extended Kalman Filter (EKF) algorithm is discussed. In our approach, each sensor node is equipped with an active ultrasonic array for range finding and collaboration between the sensor nodes to accurately track a moving target. When a target is within the sensing range, a tasking sensor is elected to perform the task of tracking, target state estimation, sensor selection and data reporting of the target trajectory to the base station for visualization. Since all the computational tasks are performed by the sensor nodes, the need for a powerful fusion centre is effectively eliminated. Efficient ways of implementing the EKF and sensor selection scheme into these sensor nodes are also presented in this thesis. Problems arising from the limitations of a typical WSN such as limiting processing capability are investigated and ways to overcome these limitations are also discussed. As each sensor node has limited computation resources, the WSN is unable to accurately track the target due to the complexity of calculations in the EKF algorithm. MASTER OF ENGINEERING (EEE) 2011-04-18T03:29:54Z 2011-04-18T03:29:54Z 2008 2008 Thesis Toh, Y. K. (2008). Development of a wireless sensor network system for target tracking and surveillance. Master’s thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/43658 10.32657/10356/43658 en 108 p. application/pdf application/pdf |
| spellingShingle | DRNTU::Engineering::Electrical and electronic engineering::Wireless communication systems Toh, Yue Khing Development of a wireless sensor network system for target tracking and surveillance |
| title | Development of a wireless sensor network system for target tracking and surveillance |
| title_full | Development of a wireless sensor network system for target tracking and surveillance |
| title_fullStr | Development of a wireless sensor network system for target tracking and surveillance |
| title_full_unstemmed | Development of a wireless sensor network system for target tracking and surveillance |
| title_short | Development of a wireless sensor network system for target tracking and surveillance |
| title_sort | development of a wireless sensor network system for target tracking and surveillance |
| topic | DRNTU::Engineering::Electrical and electronic engineering::Wireless communication systems |
| url | https://hdl.handle.net/10356/43658 |
| work_keys_str_mv | AT tohyuekhing developmentofawirelesssensornetworksystemfortargettrackingandsurveillance |