PMID- 29186014 OWN - NLM STAT- PubMed-not-MEDLINE DCOM- 20180222 LR - 20181113 IS - 1424-8220 (Electronic) IS - 1424-8220 (Linking) VI - 17 IP - 12 DP - 2017 Nov 29 TI - Comprehensive Detection of Gas Plumes from Multibeam Water Column Images with Minimisation of Noise Interferences. LID - 10.3390/s17122755 [doi] LID - 2755 AB - Multibeam echosounder systems (MBES) can record backscatter strengths of gas plumes in the water column (WC) images that may be an indicator of possible occurrence of gas at certain depths. Manual or automatic detection is generally adopted in finding gas plumes, but frequently results in low efficiency and high false detection rates because of WC images that are polluted by noise. To improve the efficiency and reliability of the detection, a comprehensive detection method is proposed in this paper. In the proposed method, the characteristics of WC background noise are first analyzed and given. Then, the mean standard deviation threshold segmentations are respectively used for the denoising of time-angle and depth-angle images, an intersection operation is performed for the two segmented images to further weaken noise in the WC data, and the gas plumes in the WC data are detected from the intersection image by the morphological constraint. The proposed method was tested by conducting shallow-water and deepwater experiments. In these experiments, the detections were conducted automatically and higher correct detection rates than the traditional methods were achieved. The performance of the proposed method is analyzed and discussed. FAU - Zhao, Jianhu AU - Zhao J AD - Institute of Marine Science and Technology, Wuhan University, Wuhan 430079, China. jhzhao@whu.edu.cn. AD - School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, China. jhzhao@whu.edu.cn. FAU - Meng, Junxia AU - Meng J AD - Institute of Marine Science and Technology, Wuhan University, Wuhan 430079, China. junxia.meng@foxmail.com. AD - School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, China. junxia.meng@foxmail.com. FAU - Zhang, Hongmei AU - Zhang H AD - School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China. hmzhang@whu.edu.cn. FAU - Wang, Shiqi AU - Wang S AD - Institute of Marine Science and Technology, Wuhan University, Wuhan 430079, China. 2011301610337@whu.edu.cn. AD - School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, China. 2011301610337@whu.edu.cn. LA - eng PT - Journal Article DEP - 20171129 PL - Switzerland TA - Sensors (Basel) JT - Sensors (Basel, Switzerland) JID - 101204366 PMC - PMC5751054 OTO - NOTNLM OT - gas plumes OT - intersection operation OT - morphological constraint OT - threshold detection OT - water column image COIS- The authors declare no conflict of interest. The founding sponsors had no role in the design of the study; in the collection, analyses, or interpretation of data; in writing the manuscript; and in the decision to publish the results. EDAT- 2017/12/01 06:00 MHDA- 2017/12/01 06:01 PMCR- 2017/12/01 CRDT- 2017/11/30 06:00 PHST- 2017/10/11 00:00 [received] PHST- 2017/11/27 00:00 [revised] PHST- 2017/11/27 00:00 [accepted] PHST- 2017/11/30 06:00 [entrez] PHST- 2017/12/01 06:00 [pubmed] PHST- 2017/12/01 06:01 [medline] PHST- 2017/12/01 00:00 [pmc-release] AID - s17122755 [pii] AID - sensors-17-02755 [pii] AID - 10.3390/s17122755 [doi] PST - epublish SO - Sensors (Basel). 2017 Nov 29;17(12):2755. doi: 10.3390/s17122755.