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  • LI Penglong, ZHANG Shengmao., SHEN Lie, WU Zuli, TANG Fenghua, ZHANG Heng
    2024, 51(2): 1.
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    In recent years, there has been rapid development in intelligent aquaculture and fisheries resource conservation, leading to an increased demand for fish tracking technologies. Traditional fish tracking methods rely heavily on visual observation and tag tracking, which suffer from low efficiency, limited applicability, and low accuracy, hindering their widespread adoption. With the rapid advancement of deep learning in computer vision, deep learning-based fish-tracking technologies can provide accurate, objective, scalable, and automated tracking methods. Firstly, this paper introduces the tracking objects and four deep learning-based fish tracking methods: semantic segmentation, instance segmentation, object detection, and object classification. Secondly, it describes how fish tracking technologies capture fish trajectories, postures, fish quantities, and fish lengths, which are important tracking information for fish targets. Furthermore, the application of deep learning-based fish tracking technologies in fish diseases, fish feeding behavior, and fish health status is discussed. The paper also explores the main challenges of current deep learning-based fish tracking technologies, including low contrast and texture blurring, image color distortion, occlusion, and deformation, along with some corresponding solutions. Finally, the paper concludes and provides an outlook on the future development of deep learning-based fish-tracking technologies. It suggests that deep learning-based fish tracking technologies offer higher accuracy and objectivity, providing more solutions for practical applications in different scenarios. This technology is expected to play a more significant role in aquaculture management, fish scientific research, and marine environment conservation, offering more data and support to relevant fields.

  • GE Fengye, ZHENG Xiaowei, ZHENG Benzhong,
    2024, 51(2): 14.
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    Aquatic product processing is the process of transforming aquatic raw materials into products with shape, quality, and value, and weighing is the key link. As an important part of the marine industry, the development of aquatic product processing is promoted by marine engineering technology and marine equipment intelligence. With the continuous development of marine engineering technology and the continuous intelligence and automation of marine equipment, the application of dynamic weighing technology is increasingly extensive, and its position in the marine industry is also more and more important. Due to the lack of in-depth research in China, the stability and accuracy of the existing weighing sensors are poor, and there is no corresponding professional marine weighing equipment in our country. There are many challenges, such as the marine environment and ship shaking. This paper mainly introduces the background and types of ship weighing, as well as the advantages and disadvantages of existing equipment, and analyzes the technical characteristics of the weighing compensation algorithm and its application advantages in aquatic product processing. Finally, the relevant research and status quo at home and abroad are summarized. In order to solve the dynamic weighing under complex sea conditions, it is necessary to collect and analyze the weighing data under different sea areas, ship types, loads, and working conditions to provide a basis for the optimization and verification of the weighing compensation algorithm. Establishing a marine weighing database can improve the accuracy and reliability of aquatic product quality and provide data support for the development and utilization of marine resources. In order to look forward to the future aquatic product processing industry and other aspects, the marine ship-borne weighing technology is finally realized.

  • ZHAO Lingfei, XUE Boru, ZHAO Yunpeng
    2024, 51(2): 22.
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     In order to improve the hydrodynamic characteristics of aquaculture tanks with top and bottom compartments and low diameter-to-depth ratio, so as to improve the welfare of aquaculture animals and the economic benefits. In this study, a new structural optimization parameter was proposed, namely the parameter of the bend ratios a/B (a/B, a is the corner wall side length, B is the culture liquid bulkhead side length), to evaluate the improvement effect of the flow field inside the aquaculture tank. Based on computational fluid dynamics (CFD) simulation technology, the effects of the parameter of the bend ratios a/B (0 ~ 0.4) and water inlet velocity (0.8 ~ 1.2 m/s) on the hydrodynamic characteristics in the aquaculture tank were studied. Firstly, in order to verify the correctness of the numerical model and the accuracy of the simulation results, a physical test model of the square aquaculture tank was established, and a numerical model of equal proportions was constructed. Next, the numerical simulation results of the water flow velocity in the aquaculture tank were compared with the test results of the physical model. On this basis, a 40:1 scale was carried out on the prototype of the Japan Bulk Carrier to construct a numerical model of the aquaculture ship. Next, the flow field under 9 bend ratios a/B and 3 inlet velocity conditions of the aquaculture tank system were numerically simulated. Under the same inlet velocity, the hydraulic retention time of each tank was basically equal by adjusting the number of water inlets, so as to quantitatively analyze the influence of the bend ratios a/B on the hydrodynamic of the aquaculture tank. (1) The average flow velocity  in the tank increases with the increase of the bend ratios a/B, and the trend is the same under the three inlet velocities. When the bend ratios a/B = 0.25 ~ 0.4, the average flow velocity of each section in the aquaculture tank is 35% higher than that of the original square aquaculture tank, and the velocity of each section is large and evenly distributed, and there is no obvious low flow velocity area. (2) The uniform distribution coefficient γA in the aquaculture tank decreases first and then increases with the increase of the bend ratios a/B. When the the bend ratios a/B = 0 - 0.1 and 0.25 - 0.4, the uniform distribution coefficient γA is increased by 7% compared with a/B = 0.1 -0.25. (3) The energy utilization coefficient ηe in the aquaculture tank increases with the increase of the the bend ratios a/B. When the bend ratios a/B = 0.3 - 0.4, the energy effective utilization coefficient ηe is 70% higher than that of the original square aquaculture tank. (4) With the increase of the bend ratios a/B, the vortex column in the center of the aquaculture tank gradually stabilizes, so that the water can move regularly in the tank, and a large vortex ring gradually appears. From the color shading of the velocity, it can be seen that the flow velocity is higher near the tank wall. In aquaculture tanks with smaller bend ratios a/B, large-scale vortex structures break down into many smaller-scale structures, vortex filaments, and irregular vortex distributions.The aquaculture tanks with the bend ratios a/B in the range of 0.25 -0.4 have the characteristics of high average flow velocity, uniform flow field distribution, and no low flow velocity area. They also have a good water environment, high energy effective utilization rate and efficient utilization of aquaculture space. The results of this study have certain guiding significance for optimizing the design of aquaculture tank systems on aquaculture vessels and improving production efficiency. In practical applications, the flow field environment inside the aquaculture tanks can be adjusted based on the bend ratios a/B to maintain good water quality, improve aquaculture efficiency, and reduce operational costs.

  • LIU Min, CHI Qinghong, LI Xing, MA Chenglong, JIANG Xinran, SHAN Chenfeng, TIAN Tao
    2024, 51(2): 32.
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    In order to more accurately, more scientifically, and more efficiently evaluate the suitability of the construction of large-scale deep-water bottom-sitting cages, this paper investigates and studies the policy compliance, sea state suitability, and operational efficiency of the 321 hm2 sea area in the northwest of Wuanda Island, Dalian City, and evaluates the suitability of the construction of large-scale deep-water bottom-sitting cages in this sea area. The results show that area 1 is the most suitable for constructing large deep-water bottom-sitting cages, followed by areas 2, 3, 4, and 5. The most suitable construction area is mainly located southeast of the sea. The sea area is about 13 hm2, which meets the policy requirements. The seawater exchange condition is good, the seabed terrain is flat, the geological structure is stable, and the foundation bearing capacity condition is good. This area can fully meet the construction and operation requirements of large deep-water bottom-sitting cages and is conducive to the function of large deep-water bottom-sitting cages. In this study, a comprehensive evaluation system for the construction suitability of large deep-water sitt-bottom cages was constructed, and suitable construction areas were selected, which could provide a reference for the construction and development of large deep-water sitt-bottom cages in Wuanda Island sea area of Dalian City.

  • ZHANG Shizhong, ZHANG Tianshi, LIU Guotao, ZHU Mingwei, Yang Tao, ZHAO Lei
    2024, 51(2): 39.
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    A specialized water-based feeding machine for deep-sea culture has been designed to address labor-intensive feeding, high feed damage rates, and excessive feed wastage in aquaculture. This is particularly useful in deep-sea cage culture where conventional feeding machines struggle to deliver feed to certain depths. The feeding machine combines the characteristics of deep-sea culture with previous experience in sinking and floating aquaculture cages. Relevant experiments were conducted to determine the suitable feed-to-water weight ratio, water pump power, and the effect of conveying height on the suction rate after conducting experiments with different ratios of feed and water, as well as varying water pump power and different feeding depths. The results showed that the suitable feed-to-water mass ratio is 1:6. As the water pump power increases, the suction rate also increases. When the water pump power remains constant, the suction rate decreases with the increase of the delivery pipe height. With a water pump power of 7.50kW and a lifting height of 46m, the average suction rate of the feeding machine can reach 9.46 kg/min. The delivery depth can reach below 10 meters underwater, meeting the feeding requirements of sinking and floating aquaculture cages in deep water. Therefore, the water-based feeding machine enables underwater feeding in deep-water cage aquaculture, addressing a significant challenge in this field. It offers a cost-effective solution with great potential for widespread application and promotion. 

  • CHEN Weiheng, WANG Mingwu, SAI Kaiyang, YANG Fan, LIANG Yingxuan,
    2024, 51(2): 45.
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    A wireless electronic pulse fish interceptor based on LoRa was developed to address the limited interception area and low intelligence level of traditional fish interceptors. The fish interceptor uses the Modbus RTU protocol to enable high-speed, long-distance wireless communication between a master and multiple slaves. Users can flexibly select the number of units, pulse frequency, pulse width, and other parameters according to different aquaculture areas to adapt to the ability of different fish to produce evasive responses in different water qualities. The host sends timing commands to control the slave to generate two inverted PWM square waves with deadband control, which, in turn, controls the IGBT for rapid commutation. This method is highly efficient, safe, and reliable, and it has low energy consumption and noise, which aligns with the current concept of green environmental protection. Additionally, the fish interceptor is equipped with conductivity, dissolved oxygen, pH, and temperature sensors on PLC. This allows for real-time monitoring of the water quality information of each slave point and the user's aquaculture area. This information plays a crucial role in supporting the user's aquaculture. An intelligent aquaculture platform based on the Internet of Things (IoT) has been developed using a C# environment. This platform can monitor the working status of the fish interceptor and the water quality information of each measurement point in real time. It can also carry out early warning of failures. The electronic pulse fish interceptor, with a pulse frequency of 3-12Hz and pulse width of 0.6-1.2 ms, saves 60% electricity compared to SCR. It has implanted the new concept of "Internet of Things + Fisheries," which enables remote control by cell phone or computer. The practice has shown that the electronic pulse fish interceptor has the characteristics of automation, intelligence, and network. It can be applied to all kinds of aquaculture fish interceptor operations.

  • ZHANG Feng, HUANG Ziqiang, SHEN Qiyang, DENG Chunhui
    2024, 51(2): 53.
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    To reduce environmental pollution in aquaculture, ensure the safety of the aquaculture ecosystem, and improve the quality of the ecological environment. This article uses Internet of Things technology to design and implement an intelligent monitoring system for aquaculture. The system achieves real-time collection, remote display, and automatic control of dissolved oxygen, pH value, water temperature, light intensity, environmental temperature, and humidity parameters in the aquaculture area through intelligent sensor terminals, achieving remote intelligent aquaculture of aquatic products. At the same time, the system uses Raspberry Pie as the edge computing device to explain the system from four main aspects: the perception layer, the transport layer, the edge computing layer, and the application layer. Through intelligent algorithms, the system realizes real-time fine management of resources, making data visible and credible, and further explores the feasibility of intelligent and collaborative aquaculture. The practice has shown that the system has advantages such as stable operation, accurate perception, timely control, and strong scalability on physical models, and can be promoted and applied in aquaculture.

  • LEI Bangjun, PEI Fei, WU Zhengping, ZHANG Haibin
    2024, 51(2): 61.
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    A modified DeepLabCut method is proposed to address the problem of existing fish trajectory extraction methods that cannot simultaneously balance efficiency and accuracy. Firstly, the lightweight convolutional neural network model EfficientNet-B0 is chosen as the backbone model of DeepLabCut for extracting key points on the back of fish. To enhance the representation capability of EfficientNet-B0, an improved Convolutional Block Attention Module (CBAM) is introduced into the network model. The spatial and channel attention modules in CBAM are connected in parallel instead of the original sequential connection to solve the mutual interference problem caused by the sequential connection between the two attention modules. Secondly, a segmented loss function H_MSE based on Mean Squared Error (MSE) is proposed for model training. The segmented loss function H_MSE exhibits strong robustness compared to traditional loss functions, showing lower sensitivity when handling outliers in the data. Finally, a semi-supervised learning approach is adopted to automatically label the key points, reducing errors caused by manual labeling. The results show that compared to the original DeepLabCut algorithm, the average root mean squared error (RMSE) of recognition is reduced by 4.5 pixels. Compared to object detection algorithms such as Faster RCNN, SK-YOLOv5, ESB-YOLO, and YOLOv8-Head-ECAM, the average RMSE recognition error is reduced by 11.5 pixels. The detection performance is superior to other object detection networks and the original network, with an average detection time of 0.062s per image. It can quickly and accurately extract the swimming trajectories of fish in the fish passage, providing an important basis for optimizing the hydraulic design indicators of the fish passage.

  • WANG Zhijun, TANG Taolin, ZHANG Yutao, YIN Xiangbo, LI Guodong
    2024, 51(2): 70.
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    Wideband split-beam fishfinder is widely used in fisheries resource surveys, and the accuracy of its azimuth estimation determines whether the direction and position of target fish schools can be accurately determined. In order to improve the accuracy and efficiency of azimuth estimation, a phase calibration algorithm based on improved orthogonal digital down-conversion technology was proposed, simulated, and implemented using the Field Programmable Gate Array (FPGA). An azimuth estimation intellectual property (IP) core was built on the Vitis HLS platform to improve the accuracy of azimuth estimation while reducing the floating-point computation delay; finally, testing was conducted using a signal generator. The results showed that the azimuth estimation error of the module was no more than 0.05°, the total computation delay did not exceed 420 ns, and the logical resource consumption was less than 45%, consistent with the system specifications. This research achievement has been successfully applied in the broadband split-beam fishfinder, significantly enhancing system accuracy and performance and generating certain economic benefits.

  • SHI Xin, CHEN Zhixin, MA Fengshuang, XU Zhiqiang
    2024, 51(2): 78.
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    The European purse Seine is one of the most efficient purse Seine fishing methods for pelagic fish. The cooperative netting and transmission control technology is studied to ensure the efficient continuous netting operation of the European purse Seine. Based on the adaptation requirements of netting and netting on a new 40 m European Seine model fishing boat, this paper studies the design of the hydraulic transmission control system of the transport-roller by using load-sensitive control technology, constructs a resistance characteristic model of "fishing gear load - netting speed," and integrates a double closed-loop feedback control system based on hydraulic load-sensitive and electro-hydraulic constant power control. The Seine transport roller is co-controlled to adapt to the fishing gear load, and the AMESim software is used to simulate the load-sensitive hydraulic transmission control system of the transport roller. The simulation results show that the load-sensitive hydraulic transmission control system of the transport roller can adapt to the load change of the Seine netting gear, automatically adjust the netting speed and constant power netting, and realize continuous netting operation. Compared with the traditional hydraulic system transmission of the transport roller, the network efficiency is increased by 32.78% under the same sea conditions. The hydraulic load-sensitive transmission control technology involved in this study provides a solution for efficient fishing in European purse Seine fishery.

  • HUANG Tian, SHEN Jian, OUYANG Jie, MA Tiantian, MA Jingsong
    2024, 51(2): 85.
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    The main purpose of this study was to explore the effects of different bleeding methods on the bleeding effect and fish quality of silver carp. Silver carp is one of the important farmed fish species in China, with efficient filter feeding and a rapid growth rate. The bleeding treatment of silver carp is a key factor affecting its fish quality and freshness. Different bleeding methods will lead to different bleeding effects and fish meat quality. In this study, four bleeding methods were used to treat silver carp, namely head knocking (control group), gill cutting, spine breaking, and tail cutting. This study evaluated the bloodletting effect and fish quality of silver carp after bleeding. The evaluation indicators of the bloodletting effect include operation time, color, hemoglobin (Hb) content, myoglobin (Mb), and metmyoglobin (met-Mb) content. The evaluation indicators of fish quality include thiobarbituric acid (TBA), volatile basic nitrogen (TVB-N), pH, and centrifugal water loss rate under 4°C storage conditions. The results show that compared with the control group and other bleeding methods, the operation of silver carp with tail cutting and bleeding is more convenient and faster, and the bleeding time is the shortest; in terms of color, the silver carp meat with tail cutting and bleeding has significantly higher brightness (L), yellow color degree (b) and whiteness, indicating that its color is brighter; in terms of blood components, the content of Hb and Mb in the meat of silver carp with cut tail and bleeding is the lowest, indicating that its bleeding effect is the best; in terms of fish quality, the cutback and tail cut silver carp have the lowest content. Bleeding silver carp can reduce the growth rate of TBA and centrifugal water loss rate, indicating that it has strong antioxidant and water retention capacity; different bleeding methods have little effect on TVB-N of silver carp, indicating that it has no spoilage degree of fish meat. Significant difference: the pH value of silver carp meat with tail cutting and bleeding is more convenient and faster, and the bleeding time is the shortest; in terms of color, the silver carp meat with tail cutting and bleeding has significantly higher brightness (L), yellow color degree (b) and whiteness, indicating that its color is brighter; in terms of blood components, the content of Hb and Mb in the meat of silver carp with cut tail and bleeding is the lowest, indicating that its bleeding effect is the best; in terms of fish quality, the cut back and tail cut silver carp have the lowest content. Bleeding silver carp can reduce the growth rate of TBA and centrifugal water loss rate, indicating that it has strong antioxidant and water retention capacity; different bleeding methods have little effect on TVB-N of silver carp, indicating that it has no spoilage degree of fish meat. Significant difference: the pH value of silver carp meat with a broken spine and tail cut and bleeding was higher, indicating that the freshness of the fish meat was higher. This study shows that according to the bleeding effect and fish quality indicators, silver carp with tail cuts and blood bleeding have better bleeding effects and improved fish quality, which provides a theoretical basis for mechanical bleeding of silver carp in the future.
    To investigate the effects of different bloodletting methods on the bloodletting effect and fish quality of bighead carp, bighead carp were bloodleted by four operation methods, namely, knocking the head to stun (control group), cutting the gills, breaking the spine and cutting the tail, and the effect of bloodletting was evaluated by the indexes of operation time, color, hemoglobin (Hb) content, myoglobin (Mb) and myoglobin with high iron (met-Mb) content; the quality of fish meat was evaluated by thiobarbituric acid (TBA), volatile salt base nitrogen (TVB-N), pH and centrifugal loss rate under the storage condition at 4°C. The quality of fish was evaluated by thiobarbituric acid (TBA), volatile salt base nitrogen (TVB-N), pH, and centrifugal loss rate under 4°C storage condition. The results showed that, compared with other bloodletting methods, tail-cutting bloodletting was easier to operate, and the values of brightness (L), yellowness (b), and whiteness were significantly increased, and the contents of Hb and Mb were low; the growth rate of TBA and centrifugal loss rate could be slowed down by spine-breaking and tail-cutting bloodletting; the different bloodletting methods did not have a great effect on the TVB-N of fish; and the pH of the fish was higher in the spine-breaking and tail-cutting bloodletting, compared with the other experimental groups. The study showed that, based on the bleeding effect and fish quality indexes, the bighead carp with tail-cutting bloodletting treatment obtained better bleeding effects and improved fish quality, which can provide a theoretical basis for future mechanical bloodletting of bighead carp.

  • DENG Jie, , CHANG Xiangyang, , LIN Hengzong, , FAN Xiuping, , QIN Xiaoming,
    2024, 51(2): 93.
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     Heart rate can reflect the vitality level and physiological status of oysters and can be used as a vital characteristic indicator to monitor the physiological metabolism level of oysters. This study aims to optimize the heart rate measurement technology during the survival and circulation process of Crassostrea hongkongensis and explore the survival of oysters. Taking C. hongkongensis as the research object, a linear mathematical model was used to determine the heart position of the oysters and the infrared heart rate measurement technology was optimized by combining infrared sensors and PowerLab devices. The effects of salinity fluctuations, linear induced dormancy, and storage period of oysters during the live circulation process were discussed. Effect of heart rate. Results: After pre-treatment with 6 mm drilling holes, temporary cultivation in seawater had little effect on the vitality of oysters. The survival rate still reached 100% on the 9th day. There was no significant difference in heart rate between 2 and 18 hours using the infrared measurement method (P > 0.05); individual size, dry dew, salinity, and temperature all significantly affect the heart rate of oysters (P < 0.05). The heart rate of oysters stored in seawater measured by infrared technology shows a significant upward trend over time (P < 0.05). The heart rate of oysters exposed to storage at the end of the period increased and then decreased over time (P<0.05). Excessive abiotic stress can cause cardiac arrest, which may have adverse effects. Conclusion: Infrared measurement technology is suitable for measuring oyster heart rate. Changes in heart rate during the survival period effectively reflect the physiological state of oysters. Heart rate can be used as a vitality measurement indicator for oysters to stay alive without water. Research on the oyster survival monitoring system based on heart rate as an indicator has a certain reference significance.

  • MA Jingsong, OUYANG Jie, MA Tiantian, HUANG Tian, SHEN Jian
    2024, 51(2): 102.
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    To grasp the drying characteristics of Antarctic krill under the heating conditions of the spiral bushing heating, a drying model was established to simulate the moisture migration pattern during the drying process accurately. The trends of moisture content, drying rate, the effective diffusion coefficient of moisture, and activation energy of drying of Antarctic krill were investigated at different drying temperatures (90℃, 110℃, 130℃), stack thicknesses (10 cm, 20 cm, 30 cm) and stirring speeds (4 r/min, 6 r/min, 8 r/min. The drying curves were analyzed, and the experimental data were fitted by eight classical drying models chosen to simulate the moisture migration accurately during the drying process. Eight classical drying models were selected to fit the experimental data. The coefficient of determination R2, the chi-square test value X2, and the root mean square error RMSE were used as the evaluation indexes of the model fitting effect to determine the optimal drying model and regression analysis was carried out on the model parameters to obtain the most suitable drying model fitting equations. The results showed that the drying process of Antarctic krill spiral bushing heated drying belongs to the descending speed drying; the drying rate reaches the maximum value within 10min from the beginning of drying; the descending drying stage is the main stage of drying, and the constant-speed drying stage is less; the relationship of effective moisture diffusion coefficient of the Antarctic krill is drying temperature>stack thickness>stirring speeds; and the effective diffusion coefficient of moisture within the range of test conditions is1.9209×10-9~3.9717×10-9, and the activation energy of drying is 15.64 kJ/mol, which is easy to dry; the Logarithmic model is the best model for the heating and drying of Antarctic krill spiral bushing heated drying, and the fitted equation of this model can predict the change of moisture ratio in the drying process of Antarctic krill better. The study results can provide a new drying mode for the processing of Antarctic krill powder and provide theoretical basis and technical support for the research and development of spiral bushing heating and drying process and equipment development.