Xingkui Yan’s research while affiliated with National Marine Environmental Monitoring Center and other places

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Publications (16)


System architecture diagram.
Overall system workflow diagram.
Steps for preprocessing.
PSM-Net structure.
Principle diagram of 3D reconstruction.

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Research on wave measurement and simulation experiments of binocular stereo vision based on intelligent feature matching
  • Article
  • Full-text available

December 2024

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21 Reads

Junjie Wu

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Bin Miao

Waves are crucial in ocean observation and research. Stereo vision-based wave measurement, offering non-contact, low-cost, and intelligent processing, is an emerging method. However, improving accuracy remains a challenge due to wave complexity. This paper presents a novel approach to measure wave height, period, and direction by combining deep learning-based stereo matching with feature matching techniques. To improve the discontinuity and low accuracy in disparity maps from traditional wave image matching algorithms, this paper proposes the use of a high-precision stereo matching method based on Pyramid Stereo Matching Network (PSM-Net).A 3D reconstruction method integrating Scale-Invariant Feature Transform (SIFT) with stereo matching was also introduced to overcome the limitations of template matching and interleaved spectrum methods, which only provide 2D data and fail to capture the full 3D motion of waves. This approach enables accurate wave direction measurement. Additionally, a six-degree-of-freedom platform was proposed to simulate waves, addressing the high costs and attenuation issues of traditional wave tank simulations. Experimental results show the prototype system achieves a wave height accuracy within 5%, period accuracy within 4%, and direction accuracy of ±2°, proving the method’s effectiveness and offering a new approach to stereo vision-based wave measurement.

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Parameter-setting of hydrodynamic calculation.
Comparative Analysis of Hydrodynamic Performance of Small Wave Buoys

December 2023

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29 Reads

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1 Citation

Journal of Physics Conference Series

The hydrodynamic performance of the floating body in seawater is very important. The wave buoy is a small buoy that measures wave parameters such as wave height and wave direction, for the non-powered wave buoy, the hydrodynamic performance mainly refers to the seaworthiness of the buoy body. Seakeeping refers to the motion law of the floating body in the wave. For the wave buoy, the seakeeping of the floating body has an important impact on the measurement of wave data. Therefore, the analysis of the hydrodynamic performance of the wave measurement float is an important reference for evaluating the performance of the wave buoy. In this paper, the hydrodynamic performance of cylindrical and spherical wave-finding buoys is compared and analyzed, and the influence of different structural forms on their hydrodynamic performance is analyzed, which provides a reference for optimizing the hydrodynamic performance of wave-measuring buoys.





Citations (9)


... Advanced sensor technologies have been introduced to address these challenges. Acoustic sensors, for example, use sound waves to detect and characterize biofouling based on changes in signal reflection (Kong et al., 2024). While effective, acoustic sensors are susceptible to environmental noise and require complex signal processing techniques to extract meaningful information. ...

Reference:

RegStack Machine Learning Model for Accurate Prediction of Tidal Stream Turbine Performance and Biofouling
Photoacoustic imaging-based in situ biofouling monitoring in underwater optical windows—A novel approach
  • Citing Article
  • October 2024

Ocean Engineering

... For example, Zhang et al. [22] proposed a ship object detection model based on the improved YOLOv5 algorithm, by using a bidirectional feature pyramid network and a coordinate attention technique, they were able to recognize ships more accurately; a ship detection method based on the YOLOX algorithm proposed by Liu et al. [23] improves the original model by introducing residual structures and CIOU loss functions; Wang et al. [24] proposed an enhanced YOLOv8 ship detection method based on multi-scale attention feature fusion. They integrated the asymptotic feature pyramid (AFPN) large selective kernel attention mechanism (LSK) and the fourth detection head into YOLOv8, dynamically adjusting its receptive field and enhancing the recognition representation of ships, greatly improving the performance of the model; Guo et al. [25] proposed a sea vessel detection target based on the YOLOv7 model, by integrating the lightweight architecture of MobileNetv1 and the innovative design of shallow feature fusion path, the performance of the object detection model has been significantly enhanced; Cheng et al. [26] proposed an improved lightweight ship detection model based on YOLOv8, which utilizes Faster-Net Block and EMA attention mechanism to balance lightweight and detection accuracy. Siddique et al. [27] proposed a novel scalar image with enhanced leakage enhancement. ...

YOLO-FE: A Lightweight Ship Detection Algorithm Based on Improved YOLOv8
  • Citing Conference Paper
  • December 2023

... Recent research has emphasized the importance of shape and mass distribution in determining hydrodynamic response. A comparative study of hydrodynamic performance in cylindrical and spherical wave buoys demonstrated that structural differences influence RAO values, affecting measurement accuracy and buoy response under wave conditions (Zheng et al., 2023). Similarly, experimental analyses on a biofouled wave buoy highlighted the impact of marine growth on buoy stability, revealing that biological fouling alters motion characteristics and affects data reliability over time (Islam et al., 2020). ...

Comparative Analysis of Hydrodynamic Performance of Small Wave Buoys

Journal of Physics Conference Series

... Compared with the sway motion, the surge motion is limited by the mooring layout, and waves from different directions have different effects on mooring tension and buoy movement. Chen et al. [20] proposed a high-stability self-counterweight transverse-tethered semi-submersible buoy structure that can effectively resist ocean currents with a horizontal transverse mooring system. The pitch of the buoy was less than 10 degrees under sea states of a 3-4 level. ...

Structure design and implementation of a high stability semi-submersible optical buoy for marine environment observation

Ocean Engineering

... Yang C. et al. [12] employed CFD methods and an enhanced VOF technique on unstructured grids to simulate extreme wave interactions with LNG carriers with fully or partially filled tanks. Zheng S. et al. [13] conducted a comparative analysis of two common small-wave buoys-cylindrical and spherical. Using Inventor for 3D modeling and Maxsurf for stability analysis, they found that the spherical buoy exhibited higher stability and better wave-following performance, providing a foundation for subsequent structural design and theoretical research. ...

Comparative study on the stability of small wave buoy
  • Citing Conference Paper
  • October 2023

... Research on underwater target detection is of significant importance in the fields of ocean current observation [30], marine biology and security [31]. To enhance the performance of improved YOLOv5, some researchers focus on improving the loss function and detection layer of the backbone module, while relying solely on conventional dataaugmentation techniques. ...

Development of Electromagnetic Current Meter for Marine Environment

... Accurate classification of nighttime visibility is crucial for timely and effective implementation of related protective measures, reducing the occurrence of accidents, and playing an important role in social development [2]. Existing visibility estimation instruments mainly include forward-scattering visibility meters, which detect visibility based on atmospheric scattering principles [3]. However, issues such as high instrument cost, large size, and high maintenance expenses hinder the widespread deployment of these devices. ...

Research on visibility detection based on forward scattering technology
  • Citing Conference Paper
  • November 2019

... However, work related to ambient temperature and humidity measurements are rare. Only recently have several studies been conducted on LASbased ambient temperature [20] and humidity measurements [21][22][23]. For these state-of-the-art ambient water vapor sensors using LAS, absorption transitions near 7181.16 ...

Development of laser humidity sensor based on tunable diode laser absorption spectroscopy
  • Citing Conference Paper
  • March 2019

... This structure uses the C-type structure to excite birefringence at the core of the grating (Figure 5a) and to improve the temperature sensitivity by filling the pores with thermal sensitive material. Pressure sensitivity of the sensor is −1.709 nm/MPa in the pressure range of 0-10 MPa, and temperature sensitivity is 1.054 nm/ • C in the temperature range of 0-40 • C. Besides, Zhao et al. designed an ocean temperature−depth profile measuring instrument with FBG-LPG cascade structure in 2017, which laid a foundation for its application in the marine environment [112,113]. ...

An optical fiber expendable seawater temperature/depth profile sensor
  • Citing Conference Paper
  • October 2017