Portable fish shape and weight information acquisition method and system

Through a portable system, the three-dimensional appearance and weight data of fish are recorded, combined with database analysis, the problem of inaccurate fish growth pattern assessment in the existing technology is solved, efficient and accurate growth status assessment and environmental optimization are achieved, and breeding efficiency and quality are improved.

CN120356245AActive Publication Date: 2025-07-22HANGZHOU PUSAIZHIBO INTELLIGENT TECH CO LTD

Patent Information

Application Number
CN202510847565.1
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-06-24
Publication Date
2025-07-22
Estimated Expiration
2045-06-24

AI Technical Summary

Technical Problem

In the prior art, the fish appearance and weight information collection methods are inefficient, with large measurement errors and in-depth analysis of fish growth patterns, resulting in inappropriate breeding density and inaccurate assessment of growth status, which affects the health and growth environment of fish, and increases breeding losses and costs.

Method used

A portable system is used to record the three-dimensional appearance of a fish through a depth camera, combined with image analysis software measurement tools, combined with a weighing system to obtain fish weight data, combined with a database to analyze the fish growth conformity index, evaluate the growth status and perform environmental improvement processing.

Benefits of technology

Efficient and accurate fish growth status assessment is achieved, timely detection of growth abnormalities, adjust breeding density, reduce health problems, improve breeding yield and quality, and reduce costs.

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Abstract

The invention discloses a portable fish appearance and weight information acquisition method and system, and relates to the technical field of fish appearance and weight, and the method comprises the following steps: step 1, appearance measurement and analysis, step 2, weight acquisition and analysis, and step 3, data processing. The stages of all fishes in the aquaculture area are identified, the growth speed and change trend of the fishes in different growth stages are visually known, individuals or groups with abnormal growth can be found in time, culturists can know whether the growth space of the fishes is sufficient or not in time, the culture density can be adjusted in time, and the survival rate of the culturists is improved. According to the method, the fish health problem caused by too high density is avoided, whether the growth state of each fish is abnormal or not is judged, the survival environment index of each fish in an aquaculture area is evaluated, more suitable survival and growth conditions are created for the fishes, fish growth is promoted, and slow growth or death of the fishes caused by uncomfortable environment is avoided.
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Description

Technical Field

[0001] The present invention relates to the technical field of fish shape and weight, and particularly relates to a portable method and system for collecting fish shape and weight information. Background Art

[0002] In the research of fishery resources, scientific researchers also need a large amount of accurate fish shape and weight data for population structure analysis, ecosystem assessment, and the formulation of species protection strategies. However, the existing fish information collection methods have significant defects. Traditional manual measurement methods, such as using a ruler to measure body length and a caliper to measure body width, are not only cumbersome and inefficient but also prone to measurement errors due to human operation. Especially when measuring fish with irregular shapes, the errors are more obvious. Therefore, it is necessary to analyze a portable method and system for collecting fish shape and weight information.

[0003] The prior art, such as an invention patent application with the publication number of CN116862417A, discloses an Internet of Things-based aquaculture monitoring system. Water quality is one of the key factors for successful aquaculture. In aquaculture, measuring the water quality of a single layer cannot control the water quality of the entire farm. This invention divides the water area and detects the water quality at different depth layers, greatly improving the accuracy and reliability of the water quality detection results, and thus being more conducive to water quality regulation, providing a reliable basis for subsequent aquaculture.

[0004] The prior art for a portable method and system for collecting fish shape and weight information can meet the basic requirements, but there are also some potential defects and challenges, which are specifically reflected in the following aspects: First, in the prior art, the analysis of the growth compliance index of the shape of each fish in the aquaculture area and the growth compliance index of the weight of each fish in the aquaculture area is not deep enough. Without understanding the growth laws of fish shape and weight, it is difficult to judge whether the breeding density is appropriate. If the density is too high, the activity space of fish is limited, the growth rate slows down, and the risk of disease transmission increases. If the density is too low, the breeding space is wasted, the breeding output is reduced, the goodness of the fish growth environment is reduced, the breeding loss is increased, and the lack of timely corresponding treatment measures leads to the spread of diseases and pollution of water quality, which is not conducive to the healthy growth and development of fish.

[0005] Second, the attention to the growth status index of each fish in the aquaculture area is not high, and the judgment of whether the growth status of each fish is abnormal is lacking. As a result, the accuracy of the survival environment index of each fish in the aquaculture area is reduced, affecting the environment for fish growth, and thus affecting the creation of more suitable survival and growth conditions for fish, inhibiting fish growth, reducing the breeding output and quality, further affecting the breeding environment, increasing the problems of slow growth or death of fish caused by unsuitable environment, and increasing the breeding cost. Summary of the Invention

[0006] The object of the present invention is to provide a portable method and system for collecting fish shape and weight information, which solves the problems existing in the background technology.

[0007] To solve the above technical problems, the present invention adopts the following technical solutions: The present invention provides a portable method for collecting fish shape and weight information, including Step 1, shape measurement and analysis, Step 2, weight collection and analysis, and Step 3, data processing.

[0008] Step 1, shape measurement and analysis: Record the three-dimensional shapes of various fish in the aquaculture area through a depth camera. Use image analysis software to import the images of each fish collected, and through the measurement tools in the software, combined with the scale on the background board, identify each stage of various fish in the aquaculture area to obtain the shape data of various fish in the aquaculture area, and then analyze the shape growth compliance index of various fish in the aquaculture area.

[0009] Step 2, weight collection and analysis: Record the weights of various fish in the aquaculture area through a weighing system, and obtain the weight influence data of various fish in the aquaculture area through a detection platform, and then evaluate the weight growth compliance index of various fish in the aquaculture area.

[0010] Step 3, data processing: Based on the shape growth compliance index of various fish in the aquaculture area and the weight growth compliance index of various fish in the aquaculture area, evaluate the growth status index of various fish in the aquaculture area, and judge whether the growth status of each fish is abnormal. If it is abnormal, obtain the growth abnormal condition data of each fish, evaluate the living environment index of various fish in the aquaculture area, and perform environmental improvement processing.

[0011] Further, the specific analysis method for identifying each stage of various fish in the aquaculture area is as follows: Store the three-dimensional images of various fish at each growth stage in a data warehouse, and cut the three-dimensional images to obtain the mouth shape, gill shape, back shape, and tail shape, and match the corresponding three-dimensional contours, shapes, and scale distribution densities of various fish at each growth stage, and then identify each stage of various fish in the aquaculture area.

[0012] Furthermore, the shape growth compliance index of each fish in the aquaculture area is as follows. The specific analysis method is: Based on the obtained shape data of each fish in the aquaculture area, where the shape data includes the spinal curvature deviation value, the number of scale shedding, the amount of mucus, and the gloss value at each growth stage, and extracting from the database the compliance value range of spinal curvature, the compliance range of the number of scale shedding, the compliance range of the amount of mucus, and the compliance value range of gloss for each growth stage of each fish in the aquaculture area, and then analyzing the shape growth compliance index of each fish in the aquaculture area. The specific calculation formula is: , denotes the th shape data of the th fish in the aquaculture area, denotes the safety range of the th shape data in the aquaculture area, , denotes the fish number, , denotes the number of fish.

[0013] Furthermore, the weight growth compliance index of each fish in the aquaculture area is as follows. The specific analysis method is: Based on the obtained data on the factors affecting the weight of each fish in the aquaculture area, where the data on the factors affecting the weight of each fish includes the survival water quality data and the survival space data, and then analyzing the water quality impact value and the space impact value of each fish in the aquaculture area, and evaluating the weight growth compliance index of each fish in the aquaculture area. The specific calculation formula is: .

[0014] Furthermore, the method for specifically analyzing the water quality impact value of the aquaculture area is: Based on the obtained survival water quality data of each fish in the aquaculture area, where the survival water quality data includes: the maximum water temperature, the minimum water temperature, and the dissolved oxygen content at each time period. Taking the difference between the maximum water temperature and the minimum water temperature of each fish in the aquaculture area at each time period to obtain the water temperature difference of each fish in the aquaculture area at each time period, and extracting from the database the preset reference water temperature difference and the reference dissolved oxygen content of each fish in the aquaculture area at each time period, and analyzing the water quality impact value of each fish in the aquaculture area. The specific calculation formula is: , where denotes the water temperature difference of the th fish in the aquaculture area at the th time period, denotes the th fish in the predefined aquaculture area at the The reference temperature difference for the survival water temperature in a time period denoted as the dissolved oxygen content for the survival of the fish in the predefined aquaculture area denoted as the number of the time period , denoted as the number of time periods

[0015] Furthermore, for the spatial influence value of each fish in the aquaculture area, the specific analysis method is as follows: Based on the obtained survival space data of each fish in the aquaculture area, where the spatial data includes: the breeding density of each fish, extract the appropriate breeding density difference of each fish from the database, perform a difference process on the breeding density of each fish in the aquaculture area to obtain the breeding density difference of each fish in the aquaculture area, and analyze the spatial influence value of each fish in the aquaculture area. The specific calculation formula is: , where denoted as the breeding density difference of the fish in the aquaculture area denoted as the

[0016] breeding reference density difference of the fish in the aquaculture area

[0017] Furthermore, for the growth state index of each fish in the aquaculture area, the specific calculation formula is:

[0018] Furthermore, for judging whether the growth state of each fish is abnormal, the specific analysis method is as follows: Based on the obtained growth state index of each fish in the aquaculture area, compare the growth state index of each fish in the aquaculture area with the growth state index threshold of each fish in the aquaculture area extracted from the database. If the growth state index of a certain fish in the aquaculture area is less than the growth state index threshold of each fish in the aquaculture area, it indicates that the growth state of this fish is in an abnormal state, and the survival environment data of each fish is collected , denoted as the The growth anomaly status data of fish The safety interval of growth anomaly status data of fish in the aquaculture area .

[0019] When the survival environment index of each fish in the aquaculture area is less than the survival environment index threshold of each fish in the aquaculture area, the fish in the aquaculture area is recorded as each risk fish, and the set of each risk fish in the aquaculture area is obtained through analysis. When the survival environment index of each fish in the aquaculture area is greater than or equal to the survival environment index threshold of each fish in the aquaculture area, the fish in the aquaculture area is recorded as each normal fish. When the shape growth compliance index of each fish in the aquaculture area is -1, the fish in the aquaculture area is recorded as each normal fish, and the set of each normal fish in the aquaculture area is obtained through analysis.

[0020] Extract the set of suitable regulated water environment indicators for each risk fish set and each normal fish set in the aquaculture area from the database, and predict the set of water environment regulation parameters in the aquaculture area. Among them, the set of water environment regulation parameters includes the regulation intervals of each water environment indicator.

[0021] The second aspect of the present invention provides a system for executing the above-mentioned portable fish shape and weight information acquisition method, which is characterized in that it includes: a shape measurement and analysis module: record the three-dimensional shapes of each fish in the aquaculture area through a depth camera, use image analysis software, import the collected images of each fish, and through the measurement tools in the software, combined with the scale on the background board, identify each stage of each fish in the aquaculture area to obtain the shape data of each fish in the aquaculture area, and then analyze the shape growth compliance index of each fish in the aquaculture area.

[0022] A weight acquisition and analysis module: record the weights of each fish in the aquaculture area through a weighing system, and obtain the weight influence data of each fish in the aquaculture area through a detection platform, and then evaluate the weight growth compliance index of each fish in the aquaculture area.

[0023] A data processing module: based on the obtained shape growth compliance index of each fish in the aquaculture area and the weight growth compliance index of each fish in the aquaculture area, evaluate the growth status index of each fish in the aquaculture area, and judge whether the growth status of each fish is abnormal. If it is abnormal, obtain the growth anomaly status data of each fish, evaluate the survival environment index of each fish in the aquaculture area, and perform environmental improvement processing.

[0024] The beneficial effects of the present invention are as follows: In Step 1, shape measurement and analysis, and Step 2, weight collection and analysis, the three-dimensional shapes of various fish in the aquaculture area are recorded through a depth camera, the stages of various fish in the aquaculture area are identified, the shape growth compliance index of various fish in the aquaculture area is analyzed, and the weights of various fish in the aquaculture area are recorded through a weighing system, and the weight growth compliance index of various fish in the aquaculture area is evaluated. By combining the shape growth compliance index analysis, the growth rate and change trend of fish at different growth stages can be intuitively understood, which helps to timely detect abnormal individuals or groups. Combining the weight growth compliance index, by monitoring the weight and analyzing the weight growth compliance index, farmers can timely understand whether the growth space of fish is sufficient, and can timely adjust the breeding density to avoid health problems of fish caused by excessive density, provide a good growth environment for fish, reduce breeding losses, and timely take corresponding treatment measures to prevent the spread of diseases.

[0025] In Step 3, data processing: Evaluate the growth status index of various fish in the aquaculture area, and judge whether the growth status of various fish is abnormal. If it is abnormal, evaluate the living environment index of various fish in the aquaculture area, accurately identify the environmental factors affecting fish growth, and perform environmental improvement treatment to create more suitable living and growth conditions for fish, promote fish growth, improve the breeding yield and quality, timely adjust the breeding environment, and avoid slow growth or death of fish caused by unsuitable environment, thereby reducing the waste of breeding resources such as feed and water resources and reducing the breeding cost. BRIEF DESCRIPTION OF THE DRAWINGS

[0026] In order to more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the drawings required for the description of the embodiments or the prior art. Obviously, the drawings in the following description are only some embodiments of the present invention. For those of ordinary skill in the art, without creative efforts, other drawings can be obtained based on these drawings.

[0027] Figure 1 It is a schematic flow chart of the implementation steps of the method of the present invention.

[0028] Figure 2 It is a schematic diagram of the system structure connection of the present invention.

[0029] Figure 3 It is a front view schematic diagram of the present invention.

[0030] Figure 4 It is a front view schematic diagram of the present invention, where 1 is a handle, 2 is a camera, 3 is an eagle eye lamp, 4 is a main body, 5 is a display screen, 6 is a folding plate, 7 is a weighing module, and 8 is an aluminum flat plate.

[0031] Figure 5 This is a schematic side view of the appearance of the present invention.

[0032] Figure 6 This is a schematic top view of the appearance of the present invention.

[0033] Figure 7 This is an example of a captured image.

[0034] Figure 8 This is an example of an image with key points marked for fish.

[0035] Figure 9 This is an example of an image for precise 3D measurement of fish. Specific implementation manners

[0036] Next, the technical solutions in the embodiments of the present invention will be clearly and completely described in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, rather than all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

[0037] Refer to Figure 1 As shown, the present invention provides a method for collecting information on the shape and weight of portable fish, including: Step 1, shape measurement and analysis; Step 2, weight collection and analysis; and Step 3, data processing.

[0038] Step 1, shape measurement and analysis: Record the three-dimensional shapes of each fish in the aquaculture area through a depth camera. Use image analysis software to import the collected images of each fish, and through the measurement tools in the software, combined with the scale on the background board, identify each stage of each fish in the aquaculture area to obtain the shape data of each fish in the aquaculture area, and then analyze the shape growth compliance index of each fish in the aquaculture area.

[0039] In the above embodiment, the specific analysis method for identifying each stage of each fish in the aquaculture area is as follows: Store the three-dimensional images of each fish at each growth stage in the data warehouse, and cut the three-dimensional images to obtain the shapes of the mouth, gills, back, and tail. Match the corresponding three-dimensional contours, shapes, and scale distribution densities of each fish at each growth stage, and then identify each stage of each fish in the aquaculture area.

[0040] In the above embodiments, the external growth of each fish in the aquaculture area conforms to an exponent. The specific analysis method is as follows: Based on the obtained external shape data of each fish in the aquaculture area, where the external shape data includes the spinal curvature deviation value, the number of scale shedding, the amount of mucus, and the gloss value at each growth stage, and extracting the spinal curvature conformity value range, the scale shedding quantity conformity range, the mucus quantity conformity range, and the gloss conformity value range of each growth stage of each fish in the aquaculture area from the database, and then analyzing the external growth conformity index of each fish in the aquaculture area. The specific calculation formula is: , denotes the th external shape data of the th fish in the aquaculture area, denotes the safety range of the th external shape data in the aquaculture area, , denotes the fish number, , denotes the number of fish.

[0041] Step 2: Weight collection and analysis: Record the weight of each fish in the aquaculture area through a weighing system, and obtain the weight influence data of each fish in the aquaculture area through a detection platform, and then evaluate the weight growth conformity index of each fish in the aquaculture area.

[0042] In the above embodiments, the weight growth conformity index of each fish in the aquaculture area. The specific analysis method is as follows: Based on the obtained weight influence data of each fish in the aquaculture area, where the weight influence data of each fish includes survival water quality data and survival space data, and then analyze the water quality influence value and the space influence value of each fish in the aquaculture area, and evaluate the weight growth conformity index of each fish in the aquaculture area. The specific calculation formula is: .

[0043] In the above embodiments, the water quality influence value of the aquaculture area. The specific analysis method is as follows: Based on the obtained survival water quality data of each fish in the aquaculture area, where the survival water quality data includes the maximum water temperature, the minimum water temperature, and the dissolved oxygen content at each time period. Take the difference between the maximum water temperature and the minimum water temperature of each fish in the aquaculture area at each time period to obtain the water temperature difference of each fish in the aquaculture area at each time period, and extract the preset water temperature reference difference and dissolved oxygen reference content of each fish in the aquaculture area at each time period from the database, and analyze the water quality influence value of each fish in the aquaculture area. The specific calculation formula is: , where The temperature difference of the water temperature for the survival of the th fish in the th time period in the aquaculture area, The reference temperature difference of the water temperature for the survival of the th fish in the th time period in the predefined aquaculture area, The dissolved oxygen content for the survival of the th fish in the aquaculture area, The reference dissolved oxygen content for the survival of the th fish in the predefined aquaculture area, Denoted as the number of the time period, , Denoted as the number of time periods.

[0044] In the above embodiment, the specific analysis method for the spatial influence value of each fish in the aquaculture area is as follows: Based on the obtained survival space data of each fish in the aquaculture area, where the spatial data includes: the aquaculture density of each fish, extract the appropriate aquaculture density difference of each fish from the database, perform a difference process on the aquaculture density of each fish in the aquaculture area to obtain the aquaculture density difference of each fish in the aquaculture area, and analyze the spatial influence value of each fish in the aquaculture area. Its specific calculation formula is: , where Denoted as the aquaculture density difference of the th fish in the aquaculture area, Denoted as the reference aquaculture density difference of the th fish in the aquaculture area.

[0045] In the above embodiment, the specific calculation formula for the growth state index of each fish in the evaluated aquaculture area is: .

[0046] In Step 1, Shape Measurement and Analysis, and Step 2, Weight Collection and Analysis, the three-dimensional shapes of each fish in the aquaculture area are recorded through a depth camera, the stages of each fish in the aquaculture area are identified, the shape growth compliance index of each fish in the aquaculture area is analyzed, the weights of each fish in the aquaculture area are recorded through a weighing system, the weight growth compliance index of each fish in the aquaculture area is evaluated, and combined with the analysis of the shape growth compliance index, the growth rate and change trend of fish at different growth stages can be intuitively understood, which helps to timely detect abnormal individuals or groups. Combined with the weight growth compliance index, by monitoring the weight and analyzing the weight growth compliance index, farmers can timely understand whether the growth space of fish is sufficient, can timely adjust the stocking density, avoid health problems of fish caused by excessive density, provide a good growth environment for fish, reduce breeding losses, and timely take corresponding treatment measures to prevent the spread of diseases.

[0047] Step 3, Data Processing: Based on the shape growth compliance index of each fish in the aquaculture area and the weight growth compliance index of each fish in the aquaculture area obtained, the growth state index of each fish in the aquaculture area is evaluated, and whether the growth state of each fish is abnormal is judged. If it is abnormal, the growth abnormal condition data of each fish is obtained, the survival environment index of each fish in the aquaculture area is evaluated, and environmental improvement treatment is carried out.

[0048] In the above embodiment, the method for specifically analyzing whether the growth state of each fish is abnormal is as follows: Based on the growth state index of each fish in the aquaculture area obtained, the growth state index of each fish in the aquaculture area is compared with the growth state index threshold of each fish in the aquaculture area extracted from the database. If the growth state index of a certain fish in the aquaculture area is less than the growth state index threshold of each fish in the aquaculture area, it indicates that the growth state of this fish is an abnormal state, and the survival environment data of each fish is collected.

[0049] In the above embodiment, the method for specifically analyzing the survival environment index of each fish in the aquaculture area and carrying out environmental improvement treatment is as follows: Based on the obtained survival environment data of each fish, where the survival environment data includes feeding frequency, floating times, and gill filament integrity value, and the feeding frequency compliance interval, floating times compliance interval, and gill filament integrity value compliance interval of each fish in the aquaculture area are extracted from the database, and then the survival environment index of each fish in the aquaculture area is analyzed. The specific calculation formula is: , Denoted as the th growth abnormal condition data of the th fish in the aquaculture area, Denoted as the A safety range for abnormal growth condition data of fish .

[0050] It should be noted that the feeding frequency and swimming times of each type of fish in the aquaculture area are monitored by cameras and counters installed in the aquaculture area.

[0051] It should be noted that for the gill filament integrity value of each type of fish in the aquaculture area, by importing the images of each fish collected in the aquaculture area, recording the damage location, degree and range of the gill filaments of each fish. If a small amount of defect is found at the edge of the gill filaments, it can be recorded as a mild defect at the edge of the gill filaments; if there are obvious breaks in the gill filaments accompanied by congestion, it is recorded as multiple breaks and congestion in the gill filaments. According to the observed gill filament conditions, evaluate the gill filament integrity value of each type of fish and perform an average treatment to obtain the gill filament integrity difference of each type of fish, which is used as the gill filament integrity value of each type of fish in the aquaculture area.

[0052] When the survival environment index of each type of fish in the aquaculture area is less than the survival environment index threshold of each type of fish in the aquaculture area, the fish in the aquaculture area is recorded as each risk fish, and the set of each risk fish in the aquaculture area is analyzed. When the survival environment index of each type of fish in the aquaculture area is greater than or equal to the survival environment index threshold of each type of fish in the aquaculture area, the fish in the aquaculture area is recorded as each conventional fish. When the shape growth compliance index of each type of fish in the aquaculture area is -1, the fish in the aquaculture area is recorded as each conventional fish, and the set of each conventional fish in the aquaculture area is analyzed.

[0053] Extract the set of suitable regulated water environment indicators for the set of each risk fish and the set of each conventional fish in the aquaculture area from the database, and predict the set of water environment regulation parameters in the aquaculture area. Among them, the set of water environment regulation parameters includes the regulation intervals of each water environment indicator.

[0054] It should be noted that the regulation intervals of each environmental indicator include the water quality impact value, space impact value and shape growth compliance index of each type of fish in the aquaculture area.

[0055] Refer to Figure 2 As shown, the present invention provides a system for a portable method for collecting fish shape and weight information, which is characterized in that it includes: a shape measurement and analysis module: recording the three-dimensional shape of each type of fish in the aquaculture area through a depth camera, importing the images of each fish collected, and using the measurement tools in the software, combined with the scale on the background board, to identify each stage of each type of fish in the aquaculture area, obtaining the shape data of each type of fish in the aquaculture area, and further analyzing the shape growth compliance index of each type of fish in the aquaculture area.

[0056] Weight collection and analysis module: Records the weights of various fish in the aquaculture area through a weighing system, and obtains the weight influence data of various fish in the aquaculture area through a detection platform, and then evaluates the weight growth compliance index of various fish in the aquaculture area.

[0057] Data processing module: Based on the shape growth compliance index of various fish in the aquaculture area and the weight growth compliance index of various fish in the aquaculture area, evaluates the growth status index of various fish in the aquaculture area, and determines whether the growth status of each fish is abnormal. If it is abnormal, obtains the growth abnormality condition data of each fish, evaluates the living environment index of various fish in the aquaculture area, and performs environmental improvement processing.

[0058] In step three, data processing: Evaluates the growth status index of various fish in the aquaculture area, and determines whether the growth status of each fish is abnormal. If it is abnormal, evaluates the living environment index of various fish in the aquaculture area, can accurately find out the environmental factors affecting fish growth, and performs environmental improvement processing, creates more suitable living and growing conditions for fish, promotes fish growth, improves the aquaculture yield and quality, timely adjusts the aquaculture environment, avoids slow fish growth or death caused by unsuitable environment, thereby reducing the waste of aquaculture resources such as feed and water resources, and reducing the aquaculture cost.

[0059] It should be noted that the database is used to store the three-dimensional images of various fish at each growth stage, the spine curvature deviation compliance value intervals of various fish in the aquaculture area at each growth stage, the scale shedding quantity compliance intervals, the mucus quantity compliance intervals, the gloss compliance value intervals, the preset water temperature reference difference values for the survival of various fish in the aquaculture area at each time period, the dissolved oxygen reference content, the suitable aquaculture density differences of various fish, the growth status index thresholds of various fish in the aquaculture area, the feeding frequency compliance intervals of various fish in the aquaculture area, the planktonic times compliance intervals, the gill filament integrity value compliance intervals, the set of risk fish in the aquaculture area, and the set of suitable regulated water environment indicators for each set of conventional fish.

[0060] It should be noted that the shape measurement and analysis module is connected to the weight collection and analysis module, the weight collection and analysis module is connected to the data processing module, the shape measurement and analysis module is connected to the database, the weight collection and analysis module is connected to the database, and the data processing module is connected to the database.

[0061] The above content is only an example and explanation of the concept of the present invention. Those skilled in the art of this technology make various modifications or supplements to the described specific embodiments or use similar methods to replace them, as long as they do not deviate from the concept of the invention or exceed the scope defined by the present invention, they should all fall within the protection scope of the present invention.

Claims

1. A portable method for collecting fish shape and weight information, characterized in that Including: Step 1, external shape measurement and analysis: Record the three-dimensional external shapes of various fish in the aquaculture area through a depth camera. Use image analysis software to import the images of each fish collected, and through the measurement tools in the software, combined with the scale on the background board, identify each stage of various fish in the aquaculture area to obtain the external shape data of various fish in the aquaculture area, and then analyze the growth conformity index of the external shapes of various fish in the aquaculture area; Step 2, weight collection and analysis: Record the weights of various fish in the aquaculture area through a weighing system, and obtain the weight influence data of various fish in the aquaculture area through a detection platform, and then evaluate the growth conformity index of the weights of various fish in the aquaculture area; Step 3, data processing: Based on the growth conformity index of the external shapes of various fish in the aquaculture area and the growth conformity index of the weights of various fish in the aquaculture area obtained, evaluate the growth state index of various fish in the aquaculture area, and judge whether the growth state of each fish is abnormal. If it is abnormal, obtain the growth abnormal condition data of each fish, evaluate the living environment index of various fish in the aquaculture area, and perform environmental improvement processing.

2. The portable fish shape and weight information acquisition method according to claim 1, characterized in that The specific analysis method for identifying each stage of various fish in the aquaculture area is as follows: Three-dimensional images of various fish at each growth stage stored in the data warehouse are cut to obtain the mouth shape, gill shape, back shape, and tail shape, and match the corresponding three-dimensional contours, shapes, and scale distribution densities of various fish at each growth stage, so as to identify each stage of various fish in the aquaculture area.

3. A method for collecting information on the shape and weight of portable fish, characterized in that, The specific analysis method for the growth conformity index of the external shapes of various fish in the aquaculture area is as follows: Based on the obtained shape data of each fish in the aquaculture area, where the shape data includes the spinal curvature deviation value, the number of scale shedding, the amount of mucus, and the gloss value at each growth stage, and extracting the compliance value intervals of spinal curvature deviation, the number of scale shedding, the amount of mucus, and the gloss compliance value at each growth stage of each fish in the aquaculture area from the database, and then analyzing the shape growth compliance index of each fish in the aquaculture area. The specific calculation formula is: , Denoted as the th shape data of the th fish in the aquaculture area, Denoted as the safety interval of the th shape data in the aquaculture area, , Denoted as the fish number, , Denoted as the number of fish.

4. A method for collecting fish shape and weight information, according to claim 1, characterized in that The specific analysis method for the growth conformity index of the weights of various fish in the aquaculture area is as follows: Based on the obtained data on the weight impacts of various fish in the aquaculture area, where the data on the weight impacts of various fish include survival water quality data and survival space data, and then analyze the water quality impact values of various fish in the aquaculture area and space impact values , evaluate the weight growth compliance index of various fish in the aquaculture area, and its specific calculation formula is: .

5. A portable fish shape and weight information collection method according to claim 4, characterized in that, The specific analysis method for the water quality influence value in the aquaculture area is as follows: Based on the obtained survival water quality data of each fish species in the aquaculture area, where the survival water quality data includes the maximum water temperature, minimum water temperature, and dissolved oxygen content for each period of survival, calculate the difference between the maximum water temperature and the minimum water temperature for each period of survival of each fish species in the aquaculture area to obtain the water temperature difference for each period of survival of each fish species in the aquaculture area. Then, extract the preset reference water temperature difference and reference dissolved oxygen content for each period of survival of each fish species in the aquaculture area from the database, and analyze the water quality impact value of each fish species in the aquaculture area. The specific calculation formula is as follows: where, represents the water temperature difference for the th fish species in the aquaculture area during the th period of survival, represents the reference water temperature difference for the th fish species in the predefined aquaculture area during the th period of survival, represents the dissolved oxygen content for the th fish species in the aquaculture area, represents the reference dissolved oxygen content for the th fish species in the predefined aquaculture area, represents the number of the period, , represents the number of periods.

6. A portable fish shape and weight information acquisition method according to claim 4, characterized in that The specific analysis method for the space influence value of various fish in the aquaculture area is as follows: Based on the obtained survival space data of each fish species in the aquaculture area, where the space data includes: the aquaculture density of each fish species, extract the appropriate aquaculture density difference of each fish species from the database, perform a difference process on the aquaculture density of each fish species in the aquaculture area to obtain the aquaculture density difference of each fish species in the aquaculture area, and analyze the spatial influence value of each fish species in the aquaculture area. The specific calculation formula is: , where represents the aquaculture density difference of the th fish species in the aquaculture area, represents the aquaculture reference density difference of the th fish species in the aquaculture area.

7. A method for collecting portable fish shape and weight information according to claim 1, characterized in that, The growth status index of each fish in the aquaculture area to be evaluated has the following specific calculation formula: .

8. A method for collecting information on the shape and weight of portable fish, characterized in that, The specific analysis method for judging whether the growth state of each fish is abnormal is as follows: Based on the growth state index of various fish in the aquaculture area obtained, compare the growth state index of various fish in the aquaculture area with the growth state index threshold of various fish in the aquaculture area extracted from the database. If the growth state index of a certain fish in the aquaculture area is less than the growth state index threshold of various fish in the aquaculture area, it means that the growth state of this fish is an abnormal state, and the living environment data of each fish is collected.

9. A method for collecting information on the shape and weight of portable fish, characterized in that, The specific analysis method for evaluating the living environment index of various fish in the aquaculture area and performing environmental improvement processing is as follows: Based on the obtained survival environment data of each fish species, where the survival environment data includes feeding frequency, planktonic times, and gill filament integrity value, and extracting from the database the intervals that the feeding frequency, planktonic times, and gill filament integrity value of each fish species in the aquaculture area conform to, and then analyzing the survival environment index of each fish species in the aquaculture area, and its specific calculation formula is: , Denoted as the th growth anomaly data of the th fish species in the aquaculture area, Denoted as the safety interval of the th growth anomaly data in the aquaculture area, ; When the survival environment index of each fish in the aquaculture area is less than the survival environment index threshold of each fish in the aquaculture area, the fish in the aquaculture area is recorded as each risk fish, and the set of each risk fish in the aquaculture area is obtained through analysis. When the survival environment index of each fish in the aquaculture area is greater than or equal to the survival environment index threshold of each fish in the aquaculture area, the fish in the aquaculture area is recorded as each normal fish. When the shape growth compliance index of each fish in the aquaculture area is -1, the fish in the aquaculture area is recorded as each normal fish, and the set of each normal fish in the aquaculture area is obtained through analysis; Extract the set of suitable regulated water environment indicators for each risk fish set and each normal fish set in the aquaculture area from the database, and predict the set of water environment regulation parameters in the aquaculture area. Among them, the set of water environment regulation parameters includes the regulation intervals of each water environment indicator.

10. A system for implementing a portable fish shape and weight information acquisition method according to any one of claims 1-9, characterized in that, Including: Shape measurement and analysis module: Record the three-dimensional shapes of each fish in the aquaculture area through a depth camera, use image analysis software to import the images of each fish collected, and through the measurement tools in the software, combined with the scale on the background board, identify each stage of each fish in the aquaculture area to obtain the shape data of each fish in the aquaculture area, and then analyze the shape growth compliance index of each fish in the aquaculture area; Weight collection and analysis module: Record the weights of each fish in the aquaculture area through a weighing system, and obtain the weight influence data of each fish in the aquaculture area through a detection platform, and then evaluate the weight growth compliance index of each fish in the aquaculture area; Data processing module: Based on the obtained shape growth compliance index of each fish in the aquaculture area and the weight growth compliance index of each fish in the aquaculture area, evaluate the growth state index of each fish in the aquaculture area, and judge whether the growth state of each fish is abnormal. If it is abnormal, obtain the growth abnormality condition data of each fish, evaluate the survival environment index of each fish in the aquaculture area, and perform environmental improvement processing.

Citation Information

Patent Citations

  • Water quality supervision method and system for rural sewage treatment facility

    CN116862417A

  • Unmanned-monitoring underwater cultivation robot

    CN109591982A

  • Fish-growth-based optimal control method and system

    CN110476839A

  • Breeding method of cynoglossus flounders

    CN112913732A

  • Fish culture environment adjusting method and system based on sensing data and storage medium

    CN113516563A

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