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A Node Deployment-Aided Intelligent Optimization Estimation for WSNs Positioning Refinement | IEEE Journals & Magazine | IEEE Xplore

A Node Deployment-Aided Intelligent Optimization Estimation for WSNs Positioning Refinement


Abstract:

The popularity of next-generation networks has brought ubiquitous location-based demands. This article proposes a node deployment-aided intelligent optimization estimatio...Show More

Abstract:

The popularity of next-generation networks has brought ubiquitous location-based demands. This article proposes a node deployment-aided intelligent optimization estimation (NDIOE) for target positioning in terms of node deployment, wireless ranging, calibration errors, and the algorithm itself. Since the optimized deployment of anchor nodes is the basis of high-accuracy positioning, we derive the characteristic matrix closely related to the upper bound of positioning error and map the signal domain to the location domain for a preliminary result solved by unconstrained optimization estimation. On this basis, the preliminary locations as the initial search values can be further refined for more accurate locations with the use of improved local particle swarm optimization in a narrowed searching area, whose adaptive fitness function, inertia weight factor, and mutation operation are designed to avoid falling into the local optimal. Aside from that, considering the high computational cost of solving extreme values through node traversal, we theoretically derive the theoretical minimum expression of any point based on Cramer–Rao lower bound (CRLB) as a benchmark, whose theoretical minimum value is 0.2^{2} in the fully connected network. Compared with the existing related algorithms, the proposed NDIOE algorithm is effectively validated under simulation and experimental platforms, as well as in complex environments with obstacles.
Article Sequence Number: 5500115
Date of Publication: 06 November 2023

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Author image of Chengming Luo
Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China
Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Technology, Hohai University, Changzhou, China
Chengming Luo (Member, IEEE) received the B.E., M.E., and Ph.D. degrees from the School of Mechatronic Engineering, China University of Mining and Technology, Xuzhou, China, in 2009, 2011, and 2014, respectively.
From 2015 to 2019, he was a Lecturer with the College of Internet of Things Engineering, Hohai University, Changzhou, China. He is currently an Associate Professor with the Ocean College, Jiangsu University of Sci...Show More
Chengming Luo (Member, IEEE) received the B.E., M.E., and Ph.D. degrees from the School of Mechatronic Engineering, China University of Mining and Technology, Xuzhou, China, in 2009, 2011, and 2014, respectively.
From 2015 to 2019, he was a Lecturer with the College of Internet of Things Engineering, Hohai University, Changzhou, China. He is currently an Associate Professor with the Ocean College, Jiangsu University of Sci...View more
Author image of Xudong Yang
College of Automation, Jiangsu University of Science and Technology, Zhenjiang, China
College of Information Science and Engineering, Hohai University, Changzhou, China
Xudong Yang received the B.E. and M.E. degrees from the School of Automation, Jiangsu University of Science and Technology, Zhenjiang, China, in 2020 and 2023, respectively. He is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
His research interests include collaboration positioning and network coverage.
Xudong Yang received the B.E. and M.E. degrees from the School of Automation, Jiangsu University of Science and Technology, Zhenjiang, China, in 2020 and 2023, respectively. He is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
His research interests include collaboration positioning and network coverage.View more
Author image of Luxue Wang
College of Automation, Jiangsu University of Science and Technology, Zhenjiang, China
Luxue Wang received the B.E. degree from the School of Electronic and Information, Weifang University, Weifang, China, in 2021. She is currently pursuing the M.E. degree with the Jiangsu University of Science and Technology, Zhenjiang, China.
Her research interests include positioning and canonical correlation analysis.
Luxue Wang received the B.E. degree from the School of Electronic and Information, Weifang University, Weifang, China, in 2021. She is currently pursuing the M.E. degree with the Jiangsu University of Science and Technology, Zhenjiang, China.
Her research interests include positioning and canonical correlation analysis.View more
Author image of Gaifang Xin
Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Technology, Hohai University, Changzhou, China
Department of Intelligent Equipment, Changzhou College of Information Technology, Changzhou, China
Gaifang Xin received the B.E. and M.E. degrees from the China University of Mining and Technology, Xuzhou, China, in 2011 and 2014, respectively. She is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
She is currently a Lecturer with the Changzhou College of Information Technology, Changzhou. Her research interests include wireless sensor netw...Show More
Gaifang Xin received the B.E. and M.E. degrees from the China University of Mining and Technology, Xuzhou, China, in 2011 and 2014, respectively. She is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
She is currently a Lecturer with the Changzhou College of Information Technology, Changzhou. Her research interests include wireless sensor netw...View more
Author image of Xiyun Ge
China Ship Scientific Research Center, Wuxi, China
Xiyun Ge received the M.E. degree from the China University of Mining and Technology, Beijing, China, in 2012.
He is currently a Senior Engineer with the China Ship Scientific Research Center, Wuxi, China. His research interests include underwater navigation and positioning.
Xiyun Ge received the M.E. degree from the China University of Mining and Technology, Beijing, China, in 2012.
He is currently a Senior Engineer with the China Ship Scientific Research Center, Wuxi, China. His research interests include underwater navigation and positioning.View more
Author image of Fantong Kong
Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China
Fantong Kong received the B.E. and Ph.D. degrees from the China University of Petroleum, Qingdao, China, in 2015 and 2021, respectively.
Since 2021, he has been a Lecturer with the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include image and acoustic signal processing.
Fantong Kong received the B.E. and Ph.D. degrees from the China University of Petroleum, Qingdao, China, in 2015 and 2021, respectively.
Since 2021, he has been a Lecturer with the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include image and acoustic signal processing.View more
Author image of Biao Wang
Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China
Biao Wang (Member, IEEE) received the B.E. degree from Northwest Normal University, Lanzhou, China, in 2002, and the M.E. and Ph.D. degrees from the Chinese Academy of Sciences, Beijing, China, in 2005 and 2009, respectively.
Since 2022, he has been the Vice President of the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include underwater acoustic communications and u...Show More
Biao Wang (Member, IEEE) received the B.E. degree from Northwest Normal University, Lanzhou, China, in 2002, and the M.E. and Ph.D. degrees from the Chinese Academy of Sciences, Beijing, China, in 2005 and 2009, respectively.
Since 2022, he has been the Vice President of the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include underwater acoustic communications and u...View more

Author image of Chengming Luo
Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China
Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Technology, Hohai University, Changzhou, China
Chengming Luo (Member, IEEE) received the B.E., M.E., and Ph.D. degrees from the School of Mechatronic Engineering, China University of Mining and Technology, Xuzhou, China, in 2009, 2011, and 2014, respectively.
From 2015 to 2019, he was a Lecturer with the College of Internet of Things Engineering, Hohai University, Changzhou, China. He is currently an Associate Professor with the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. He has authored over 40 papers published in related international conference proceedings and journals. His research interests include intelligent optimized positioning, multisource collaborative perception, and network coverage control.
Chengming Luo (Member, IEEE) received the B.E., M.E., and Ph.D. degrees from the School of Mechatronic Engineering, China University of Mining and Technology, Xuzhou, China, in 2009, 2011, and 2014, respectively.
From 2015 to 2019, he was a Lecturer with the College of Internet of Things Engineering, Hohai University, Changzhou, China. He is currently an Associate Professor with the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. He has authored over 40 papers published in related international conference proceedings and journals. His research interests include intelligent optimized positioning, multisource collaborative perception, and network coverage control.View more
Author image of Xudong Yang
College of Automation, Jiangsu University of Science and Technology, Zhenjiang, China
College of Information Science and Engineering, Hohai University, Changzhou, China
Xudong Yang received the B.E. and M.E. degrees from the School of Automation, Jiangsu University of Science and Technology, Zhenjiang, China, in 2020 and 2023, respectively. He is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
His research interests include collaboration positioning and network coverage.
Xudong Yang received the B.E. and M.E. degrees from the School of Automation, Jiangsu University of Science and Technology, Zhenjiang, China, in 2020 and 2023, respectively. He is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
His research interests include collaboration positioning and network coverage.View more
Author image of Luxue Wang
College of Automation, Jiangsu University of Science and Technology, Zhenjiang, China
Luxue Wang received the B.E. degree from the School of Electronic and Information, Weifang University, Weifang, China, in 2021. She is currently pursuing the M.E. degree with the Jiangsu University of Science and Technology, Zhenjiang, China.
Her research interests include positioning and canonical correlation analysis.
Luxue Wang received the B.E. degree from the School of Electronic and Information, Weifang University, Weifang, China, in 2021. She is currently pursuing the M.E. degree with the Jiangsu University of Science and Technology, Zhenjiang, China.
Her research interests include positioning and canonical correlation analysis.View more
Author image of Gaifang Xin
Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Technology, Hohai University, Changzhou, China
Department of Intelligent Equipment, Changzhou College of Information Technology, Changzhou, China
Gaifang Xin received the B.E. and M.E. degrees from the China University of Mining and Technology, Xuzhou, China, in 2011 and 2014, respectively. She is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
She is currently a Lecturer with the Changzhou College of Information Technology, Changzhou. Her research interests include wireless sensor networks and intelligent detection of electromechanical equipment.
Gaifang Xin received the B.E. and M.E. degrees from the China University of Mining and Technology, Xuzhou, China, in 2011 and 2014, respectively. She is currently pursuing the Ph.D. degree with the College of Information Science and Engineering, Hohai University, Changzhou, China.
She is currently a Lecturer with the Changzhou College of Information Technology, Changzhou. Her research interests include wireless sensor networks and intelligent detection of electromechanical equipment.View more
Author image of Xiyun Ge
China Ship Scientific Research Center, Wuxi, China
Xiyun Ge received the M.E. degree from the China University of Mining and Technology, Beijing, China, in 2012.
He is currently a Senior Engineer with the China Ship Scientific Research Center, Wuxi, China. His research interests include underwater navigation and positioning.
Xiyun Ge received the M.E. degree from the China University of Mining and Technology, Beijing, China, in 2012.
He is currently a Senior Engineer with the China Ship Scientific Research Center, Wuxi, China. His research interests include underwater navigation and positioning.View more
Author image of Fantong Kong
Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China
Fantong Kong received the B.E. and Ph.D. degrees from the China University of Petroleum, Qingdao, China, in 2015 and 2021, respectively.
Since 2021, he has been a Lecturer with the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include image and acoustic signal processing.
Fantong Kong received the B.E. and Ph.D. degrees from the China University of Petroleum, Qingdao, China, in 2015 and 2021, respectively.
Since 2021, he has been a Lecturer with the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include image and acoustic signal processing.View more
Author image of Biao Wang
Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China
Biao Wang (Member, IEEE) received the B.E. degree from Northwest Normal University, Lanzhou, China, in 2002, and the M.E. and Ph.D. degrees from the Chinese Academy of Sciences, Beijing, China, in 2005 and 2009, respectively.
Since 2022, he has been the Vice President of the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include underwater acoustic communications and underwater acoustic target detection and location.
Biao Wang (Member, IEEE) received the B.E. degree from Northwest Normal University, Lanzhou, China, in 2002, and the M.E. and Ph.D. degrees from the Chinese Academy of Sciences, Beijing, China, in 2005 and 2009, respectively.
Since 2022, he has been the Vice President of the Ocean College, Jiangsu University of Science and Technology, Zhenjiang, China. His research interests include underwater acoustic communications and underwater acoustic target detection and location.View more

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