Since polyethylene (PE) pipes are widely used in urban infrastructure development, their precise localization is paramount. The research on the nonexcavation localization of buried PE pipes using acoustic methods holds significant practical significance due to the expensive costs and permit issues associated with traditional excavation-based localization methods. A method based on elastic wave reflection for positioning buried PE pipes is proposed in this article to address the challenges of nonexcavation localization of buried PE pipes. First, fundamental theoretical analysis and finite element simulation were carried out to investigate the propagation and reflection of elastic waves in the soil-PE pipe-coupled system, guiding subsequent experiments. Second, an electromagnetic-driven excitation source is designed to locate buried PE pipelines based on the elastic wave signals reflected by the pipeline. The excitation source is driven by Gaussian pulse-modulated sine waves. Finally, the back projection algorithm (BPA) imaging method generates cross-sectional images of buried PE pipes. The potential economic and environmental benefits of this method are substantial, as it promises to streamline the process of pipeline inspection and maintenance, leading to cost savings. Furthermore, the research paves the way for future advancements in nonexcavation technologies, contributing to the sustainable development of urban infrastructure. In conclusion, this study provides a practical and innovative solution for the nonexcavation positioning of buried PE pipes, influencing the widespread application of acoustic methods in infrastructure management.
{"title":"Nonexcavation Localization Method for Buried PE Pipes Based on Elastic Wave Reflection Imaging and the BPA Method","authors":"Yongsheng Qi;Xinhua Wang;Xuyun Yang;Tao Sun;Izzat Razzaq;Lin Yang;Yuexin Wang;Ghulam Rasool","doi":"10.1109/JSEN.2024.3388451","DOIUrl":"https://doi.org/10.1109/JSEN.2024.3388451","url":null,"abstract":"Since polyethylene (PE) pipes are widely used in urban infrastructure development, their precise localization is paramount. The research on the nonexcavation localization of buried PE pipes using acoustic methods holds significant practical significance due to the expensive costs and permit issues associated with traditional excavation-based localization methods. A method based on elastic wave reflection for positioning buried PE pipes is proposed in this article to address the challenges of nonexcavation localization of buried PE pipes. First, fundamental theoretical analysis and finite element simulation were carried out to investigate the propagation and reflection of elastic waves in the soil-PE pipe-coupled system, guiding subsequent experiments. Second, an electromagnetic-driven excitation source is designed to locate buried PE pipelines based on the elastic wave signals reflected by the pipeline. The excitation source is driven by Gaussian pulse-modulated sine waves. Finally, the back projection algorithm (BPA) imaging method generates cross-sectional images of buried PE pipes. The potential economic and environmental benefits of this method are substantial, as it promises to streamline the process of pipeline inspection and maintenance, leading to cost savings. Furthermore, the research paves the way for future advancements in nonexcavation technologies, contributing to the sustainable development of urban infrastructure. In conclusion, this study provides a practical and innovative solution for the nonexcavation positioning of buried PE pipes, influencing the widespread application of acoustic methods in infrastructure management.","PeriodicalId":447,"journal":{"name":"IEEE Sensors Journal","volume":null,"pages":null},"PeriodicalIF":4.3,"publicationDate":"2024-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141245127","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-29DOI: 10.1109/JSEN.2024.3392353
Jinlong Wu;Lixin Li;Wensheng Lin;Junli Liang;Zhu Han
With the development of integrated sensing and communication (ISAC) systems, waveform design is currently attracting extensive attention. At the same time, subcarrier superposition can lead to the high peak-to-average power ratio (PAPR) problem in orthogonal frequency-division multiplexing (OFDM). Therefore, in this article, we investigate the low PAPR waveform design for OFDM-based ISAC systems. A weighted optimization problem with the constraint of zero integrated sidelobe level (ISL) is formulated with the aim of flexibly balancing between PAPR and communication performance and an alternating direction method of multipliers (ADMMs)-based algorithm is proposed to address this issue. Moreover, the nonlinear power amplifier is also considered to demonstrate the impact of PAPR on ISAC systems. Simulation results demonstrate that the proposed algorithm can effectively reduce the PAPR and achieve a performance trade-off between PAPR and communication performance.
{"title":"Low-Complexity Waveform Design for PAPR Reduction in Integrated Sensing and Communication Systems Based on ADMM","authors":"Jinlong Wu;Lixin Li;Wensheng Lin;Junli Liang;Zhu Han","doi":"10.1109/JSEN.2024.3392353","DOIUrl":"https://doi.org/10.1109/JSEN.2024.3392353","url":null,"abstract":"With the development of integrated sensing and communication (ISAC) systems, waveform design is currently attracting extensive attention. At the same time, subcarrier superposition can lead to the high peak-to-average power ratio (PAPR) problem in orthogonal frequency-division multiplexing (OFDM). Therefore, in this article, we investigate the low PAPR waveform design for OFDM-based ISAC systems. A weighted optimization problem with the constraint of zero integrated sidelobe level (ISL) is formulated with the aim of flexibly balancing between PAPR and communication performance and an alternating direction method of multipliers (ADMMs)-based algorithm is proposed to address this issue. Moreover, the nonlinear power amplifier is also considered to demonstrate the impact of PAPR on ISAC systems. Simulation results demonstrate that the proposed algorithm can effectively reduce the PAPR and achieve a performance trade-off between PAPR and communication performance.","PeriodicalId":447,"journal":{"name":"IEEE Sensors Journal","volume":null,"pages":null},"PeriodicalIF":4.3,"publicationDate":"2024-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141245209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-29DOI: 10.1109/JSEN.2024.3392804
Linghui Zhu;Yuqing Li;Minqiang Xu;Yao Cheng;Rixin Wang
In anomaly detection, detecting anomalies in rotating devices with abnormal data deficiency presents a significant challenge. This article proposes a novel Unmasking-based approach for anomaly detection in rotating devices. Assuming that the separability of similar data concentrates on a small number of features, while the separability of dissimilar data is scattered across most features. By continuously removing important features and observing the changes in indicators, we can assess the differences between data. A scoring method of anomaly degree is proposed. The evaluation indicator has been improved by using the area under the curve (AUC) instead of accuracy (ACC) to achieve higher accuracy and fault tolerance. The method is validated with two datasets, showcasing its ability to identify abnormal data accurately without specific training on anomalies. A testing framework based on Unmasking has been proposed and demonstrated to be effective and accurate using data from multiple operating conditions.
{"title":"An Unmasking-Based Method of Anomaly Detection for Rotating Devices","authors":"Linghui Zhu;Yuqing Li;Minqiang Xu;Yao Cheng;Rixin Wang","doi":"10.1109/JSEN.2024.3392804","DOIUrl":"https://doi.org/10.1109/JSEN.2024.3392804","url":null,"abstract":"In anomaly detection, detecting anomalies in rotating devices with abnormal data deficiency presents a significant challenge. This article proposes a novel Unmasking-based approach for anomaly detection in rotating devices. Assuming that the separability of similar data concentrates on a small number of features, while the separability of dissimilar data is scattered across most features. By continuously removing important features and observing the changes in indicators, we can assess the differences between data. A scoring method of anomaly degree is proposed. The evaluation indicator has been improved by using the area under the curve (AUC) instead of accuracy (ACC) to achieve higher accuracy and fault tolerance. The method is validated with two datasets, showcasing its ability to identify abnormal data accurately without specific training on anomalies. A testing framework based on Unmasking has been proposed and demonstrated to be effective and accurate using data from multiple operating conditions.","PeriodicalId":447,"journal":{"name":"IEEE Sensors Journal","volume":null,"pages":null},"PeriodicalIF":4.3,"publicationDate":"2024-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141326268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-26DOI: 10.1109/JSEN.2024.3388046
Gabriel Bruno Monteiro Fernandes;Yunshan Wang;Steve Blair;Jefferson Luiz Brum Marques;Cleumar S. Moreira
Research focused on improving the sensitivity of surface plasmon resonance (SPR) analytical technology has led to the investigation of different electric field enhancement elements for incorporation with classic sensor structures. Over the past ten years, considerable attention has been given to ceramic, metal oxide, and 2-D materials that not only improve the magnitude of the field but are also used as affinity layers for improved adsorption of molecules. However, focusing on the improvements these materials deliver can lead designers to explore only some of the multiple dependencies associated with sensitivity. When using the angular interrogation mode (AIM), the impacts of working with different wavelengths are generally disregarded, as a fixed value of $lambda =633$