CN113317265B - Intelligent control system for recirculating aquaculture - Google Patents
Intelligent control system for recirculating aquaculture Download PDFInfo
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- A01K—ANIMAL HUSBANDRY; AVICULTURE; APICULTURE; PISCICULTURE; FISHING; REARING OR BREEDING ANIMALS, NOT OTHERWISE PROVIDED FOR; NEW BREEDS OF ANIMALS
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- A—HUMAN NECESSITIES
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- A01K—ANIMAL HUSBANDRY; AVICULTURE; APICULTURE; PISCICULTURE; FISHING; REARING OR BREEDING ANIMALS, NOT OTHERWISE PROVIDED FOR; NEW BREEDS OF ANIMALS
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- A—HUMAN NECESSITIES
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- A01K—ANIMAL HUSBANDRY; AVICULTURE; APICULTURE; PISCICULTURE; FISHING; REARING OR BREEDING ANIMALS, NOT OTHERWISE PROVIDED FOR; NEW BREEDS OF ANIMALS
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Abstract
The invention relates to the technical field of intelligent control, in particular to an intelligent control system for recirculating aquaculture, which comprises a server, and an aquaculture monitoring component and a water quality adjusting component which are arranged in an aquaculture pond, wherein the aquaculture monitoring component is used for acquiring water quality parameters and aquaculture images and sending the water quality parameters and the aquaculture images to the server; the intelligent prediction model is preset in the server, the server is used for receiving the water quality parameters and the culture images and generating the growth state of the culture products according to the culture images, and is also used for obtaining a prediction result generated by the intelligent prediction model according to the water quality parameters and the growth state, and when the prediction result influences the growth, a water quality regulation and control instruction is output according to the water quality parameters; the server is also used for sending the water quality regulation instruction to the water quality regulation component; the water quality adjusting component is used for adjusting and controlling the water quality of the aquaculture water in the aquaculture pond according to the water quality adjusting and controlling instruction. This scheme of adoption can regulate and control the quality of water of aquaculture water when aquaculture water influences aquaculture product growth, control breed cost.
Description
Technical Field
The invention relates to the technical field of intelligent control, in particular to an intelligent control system for circulating water aquaculture.
Background
The circulating water culture is a novel culture mode, the dependence of the traditional culture mode on the surrounding water environment is broken through, the sewage discharge in the culture process can be reduced, meanwhile, the water living environments of different culture products are created by adjusting the water quality, the survival rate of the culture products is improved, the culture risk is reduced, the yield and the quality of aquatic products are improved, and therefore the development trend of the future aquaculture industry is to realize industrial circulating water culture. The basis for realizing the circulating water culture is the treatment of the culture water body, which mainly comprises the following aspects: firstly, solid-liquid separation, namely separation of solid matters and suspended matters in the culture water body, such as feed residues and the like; biological filtration, namely reducing the biochemical oxygen demand, ammonia nitrogen, nitrous acid and the like of the water body; and thirdly, aeration, disinfection, oxygenation and other treatment.
The circulating aquaculture environment comprises a treatment environment and an aquaculture environment, the treatment environment realizes the recycling of the water body by treating the water body, and the aquaculture environment is used for realizing the aquaculture of aquaculture products. In order to ensure that the aquaculture water body is suitable for the growth of aquaculture products, a plurality of water quality monitoring sensors are arranged in the aquaculture environment and distributed in different depths and different areas in the aquaculture environment, so that water quality parameters of water bodies in different areas in the aquaculture environment are collected, and the water quality monitoring of the aquaculture water body is realized through the water quality parameters. Once the water quality parameters are changed, the water quality of the aquaculture water body is adjusted through the water quality adjusting assembly, and the water quality parameters have a plurality of influence factors, so that the water quality adjusting assembly is in a state of running all the time. But in fact, when the water quality parameters are changed within a certain range, the growth of the cultured products is not influenced, and on the contrary, the water quality adjusting assembly operates constantly to increase the culture cost.
Disclosure of Invention
The invention aims to provide an intelligent control system for circulating water aquaculture, which can regulate and control the water quality of aquaculture water and control the aquaculture cost when the aquaculture water affects the growth of aquaculture products.
The present invention provides the following basic scheme:
an intelligent control system for recirculating aquaculture comprises a server, and an aquaculture monitoring component and a water quality adjusting component which are arranged in an aquaculture pond, wherein the aquaculture monitoring component is used for acquiring water quality parameters and aquaculture images and sending the water quality parameters and the aquaculture images to the server;
the server is preset with an intelligent prediction model and is used for receiving the water quality parameters and the culture images and generating the growth state of the culture products according to the culture images; the intelligent prediction model is also used for obtaining a prediction result generated by the intelligent prediction model according to the water quality parameters and the growth state, the prediction result comprises the influence on growth, and when the prediction result is the influence on growth, a water quality regulation and control instruction is output according to the water quality parameters; the server is also used for sending the water quality regulation instruction to the water quality regulation component;
the water quality adjusting component is used for adjusting and controlling the water quality of the aquaculture water in the aquaculture pond according to the water quality adjusting and controlling instruction.
The beneficial effects of the basic scheme are as follows: the culture monitoring component is used for collecting various water quality parameters of the culture water body, such as PH value, dissolved oxygen, residual ammonia and the like. Meanwhile, the method is also used for collecting the culture images, and the culture images are shot images in the culture pond.
The server generates the growth state of the aquaculture product according to the aquaculture image, the intelligent prediction model is set, and whether the current water quality parameters can affect the growth state of the aquaculture product or not is predicted by combining the water quality parameters and the growth state.
The water quality adjusting component adjusts and controls water quality according to the water quality adjusting and controlling instruction, and the scheme of the adoption adjusts and controls the water quality of the aquaculture water body through the intelligent prediction model when the aquaculture water body influences the growth of aquaculture products.
Further, breed the monitoring subassembly and include pH value apparatus, ammonia nitrogen sensor, dissolved oxygen sensor, chlorine residue sensor, chlorophyll sensor, suspended solid sensor, temperature transducer, one or more in the nitrate nitrogen sensor to and the camera under water.
Has the advantages that: and selecting a proper sensor to construct a culture monitoring assembly according to the requirement of the culture environment required by the culture product, and acquiring a culture image of the culture product in the culture pond by setting an underwater camera.
Further, the water quality adjusting component comprises one or more of an oxygen adding machine, a light irradiation instrument and a feces cleaning machine.
Has the advantages that: the water quality of the culture water body in the culture pond is finely adjusted through the water quality adjusting assembly, for example, the content of dissolved oxygen in water is adjusted through an oxygen adding machine.
The server is also used for calling a preset feeding scheme according to the growth state, generating a feeding instruction according to the feeding scheme and sending the feeding instruction to the feeder; the feeding device is used for feeding the culture products according to the feeding instruction.
Has the advantages that: when the cultured products are in different growth states, feeding requirements are different, feeding schemes are called according to the growth states, feeding instructions are generated to control the feeding devices to feed, and the cultured products are guaranteed to be in the optimal growth trend.
Further, the system also comprises a display, the server is also used for sending the water quality parameters and the culture images to the display, and the display is used for displaying the water quality parameters and the culture images.
Has the advantages that: the setting of the display, the quality of water parameter of demonstration and breed image are convenient for the administrator to look over to be convenient for manage the breed condition.
Further, the intelligent prediction model comprises one of a BP neural network model, a kalman filtering prediction model, and a gray prediction model.
Has the beneficial effects that: the BP neural network model has self-learning and self-adaptive capabilities, reasonable rules among output and output data can be automatically extracted through learning, and learning contents are memorized in the model in a self-adaptive mode, so that the prediction result of the scheme is more accurate. The Kalman filtering prediction model uses the minimum mean square error as the optimal estimation criterion, adopts a state space model of signals and noise, updates the estimation of state variables by using the estimation value at the previous moment and the observation value at the current moment, and obtains the estimation value at the current moment. The gray prediction model can predict the continuous development process of things based on a small amount of known information, and can also realize accurate prediction under the condition of less data samples.
The water inlet control device comprises a barrier plate, the barrier plate is fixedly connected with the bottom and two sides of the culture pond and is used for dividing the culture water body into a water inlet water body and a water outlet water body along the flowing direction of the culture water body, and a plurality of water through holes are formed in the barrier plate;
the water inlet control device also comprises a telescopic mechanism used for shielding the water through hole, the telescopic mechanism is connected with the barrier plate in a sliding way, and a control terminal is arranged on the telescopic mechanism;
the server is also used for generating a quick water changing signal and sending the signal to the control terminal when the water quality parameter exceeds a preset parameter threshold value, and the control terminal is used for controlling the telescopic mechanism to slide along the barrier plate according to the quick water changing signal so as to increase the water passing amount of the water passing hole.
Has the advantages that: the barrier plate is provided with water holes, the water body entering the culture pond is the water inlet water body, the water inlet water body is changed into the water outlet water body when passing through the water holes, and the water holes are arranged, so that the flow of the culture water body is not blocked. The setting of telescopic machanism can slide along the barrier plate to the realization shelters from the water hole, and the different corresponding quantity or the area of sheltering from the water hole of barrier plate position are different, thereby realize controlling the flow in water hole.
When the water quality parameter exceeds a preset parameter threshold value, the water quality of the aquaculture water body is abnormal, and at the moment, the aquaculture product can still be cultured in the aquaculture water body with abnormal water quality for a long time by adopting the conventional water changing speed, so that the problems that the aquaculture product is easy to cause diseases and the like are solved. Therefore, the scheme generates a quick water changing signal, the control terminal controls the telescopic mechanism to slide along the stop plate according to the quick water changing signal, the flow of the water hole is increased, the water changing speed is improved, quick water changing is realized, the culture time of the culture product in the culture water body with abnormal water quality is shortened, and the probability that diseases and other problems occur in the culture product is reduced.
Furthermore, breed the monitoring subassembly and set up on telescopic machanism, the quantity of breeding the monitoring subassembly is a plurality of, and the server still is used for comparing the quality of water parameter that all breed monitoring subassemblies gathered, and when the quality of water parameter that arbitrary breed monitoring subassembly corresponds is greater than the unusual difference of predetermineeing with the difference of remaining quality of water parameter, generates unusual warning signal.
Has the advantages that: when the difference value between the water quality parameter corresponding to any one cultivation monitoring assembly and the rest water quality parameters is larger than the preset abnormal difference value, the water quality parameter collected by one cultivation monitoring assembly is obviously different from the water quality parameters collected by the rest cultivation monitoring assemblies, an abnormal reminding signal is generated at the moment, a worker is reminded to pay attention to the cultivation pond, the corresponding cultivation monitoring assembly is checked, problems are found as soon as possible, and the problems are solved.
Furthermore, the server is also used for recording corresponding water quality parameters and acquisition heights when generating the abnormal reminding signal, generating diagnosis control information according to the preset installation distance of the culture monitoring assembly and sending the diagnosis control information to the control terminal, and the control terminal is used for controlling the telescopic mechanism to slide along the barrier plate according to the diagnosis control information; the server is also used for recording the water quality parameters with the same acquisition height after the barrier plate slides, comparing the water quality parameters recorded twice, and generating a water pollution signal when the difference value of the water quality parameters recorded twice is smaller than the preset overflow difference value, otherwise, generating an equipment maintenance signal.
Has the advantages that: when the water quality parameters collected by a certain cultivation monitoring assembly are obviously different from the water quality parameters collected by the rest cultivation monitoring assemblies, two conditions exist, namely the water body of the area where the cultivation monitoring assembly is located is abnormal, and the cultivation monitoring assembly is abnormal. According to the scheme, the blocking plate is controlled to slide, so that the other cultivation monitoring component on the blocking plate moves to the position of the cultivation monitoring component in the cultivation pond, water quality parameters are collected at the same position through two different cultivation monitoring components for comparison, judgment is carried out according to the comparison result, when the difference of the water quality parameters of the two times is not large, namely the cultivation water body in the area in the cultivation pond is abnormal, a water body pollution signal is generated at the moment, and a worker is reminded of processing the cultivation water body; when the two times of water quality parameters have large differences, the cultivation monitoring assembly is represented to be abnormal, and an equipment maintenance signal is generated at the moment to remind a worker to maintain and replace the cultivation monitoring assembly. The scheme of the adoption automatically analyzes the abnormal condition of the water quality parameters, reminds workers according to the analysis result, improves the abnormal judgment efficiency and reduces the workload of the workers.
Further, telescopic machanism includes fixing base and expansion plate, is equipped with the motor that two are no less than to quantity in the fixing base, and the output shaft of motor all is connected with the lead screw, and spacing hole has been seted up to the bottom of expansion plate, spacing hole and fixing base sliding connection, and threaded hole is seted up to the bottom in spacing hole, and the output shaft was kept away from to the lead screw one end and screw hole threaded connection.
Has the advantages that: control terminal is used for controlling the expansion plate through the corotation of control motor and reversal and slides along the barrier plate, spacing hole and fixing base sliding connection for the expansion plate removes along the fixing base. When the motor starts, the lead screw rotates because the setting of screw hole to and the expansion plate is injectd by fixing base and barrier plate, and the expansion plate removes along the fixing base this moment, through corotation and the reversal of control motor, and the regulation that quantity and area were sheltered from to the water hole is realized to the control expansion plate along fixing base up-and-down motion.
Drawings
FIG. 1 is a logic block diagram of a first embodiment of an intelligent control system for recirculating aquaculture according to the present invention
FIG. 2 is a schematic structural diagram of a second embodiment of an intelligent control system for recirculating aquaculture according to the present invention;
FIG. 3 is a front sectional view of a second embodiment of an intelligent control system for recirculating aquaculture according to the present invention;
fig. 4 is a logic block diagram of a third embodiment of an intelligent control system for recirculating aquaculture according to the present invention.
Detailed Description
The following is further detailed by way of specific embodiments:
reference numerals in the drawings of the specification include: barrier plate 1, water hole 2, fixing base 3, expansion plate 4, lead screw 5, breed monitoring subassembly 6.
Example one
An intelligent control system for recirculating aquaculture, as shown in figure 1, comprises a server, a display, and an aquaculture monitoring assembly 6, a water quality adjusting assembly and a feeding device which are arranged in an aquaculture pond.
The server is used for receiving the water quality parameters and the culture images and generating the growth states of the culture products according to the culture images, and particularly comprises an image identification module, wherein the image identification module is used for receiving the culture images and carrying out image identification on the culture images based on an image identification technology to generate the growth states of the culture products.
The server is preset with an intelligent prediction model, the intelligent prediction model is used for generating a prediction result according to input water quality parameters and a growth state, the prediction result comprises growth influence and growth non-influence, and when the prediction result is growth influence, a water quality regulation instruction is output according to the water quality parameters. Specifically, the server further includes a storage module and a model prediction module, the storage module is preset with an intelligent prediction model, the intelligent prediction model includes one of a BP neural network model, a kalman filtering prediction model and a gray prediction model, and in this embodiment, the intelligent prediction model is the BP neural network model. The storage module also stores historical breeding records, and the historical breeding records are historical water quality parameters and historical growth states during historical breeding.
The BP neural network model predicts whether the water quality parameters can influence the growth state of the cultured products under the current growth state according to the water quality parameters and the growth state by using a BP neural network technology, and how to regulate the water quality under the condition of influence. Specifically, a three-layer BP neural network model is constructed firstly, and comprises an input layer, a hidden layer and an output layer, in the embodiment, water quality parameters are used as input of the input layer, namely the input comprises a PH value, an ammonia nitrogen concentration and a dissolved oxygen concentration, so that the input layer has 3 nodes, the output is a water quality regulation instruction for regulating and controlling the water quality parameters when the water quality influences culture products, and the output layer has 1 node in total; for hidden layers, the present embodiment uses the following formula to determine the number of hidden layer nodes:where L is the number of nodes of the hidden layer, n is the number of nodes of the input layer, m is the number of nodes of the output layer, and a is a number between 1 and 10, in this embodiment, a is 3, so that the hidden layer has 5 nodes in total. After the BP neural network model is constructed, training the BP neural network model by using the historical culture records of the storage module as samples, and obtaining a more accurate prediction result by the intelligent prediction model obtained after training.
And the model prediction module is used for calling the intelligent prediction model stored by the storage module when receiving the water quality parameters and the culture images, and acquiring a prediction result output by the intelligent prediction model according to the water quality parameters and the growth state.
And the server is used for sending the water quality regulation and control instruction output by the intelligent prediction model to the water quality regulation component.
The water quality adjusting component is used for adjusting and controlling the water quality of the aquaculture water in the aquaculture pond according to the water quality adjusting and controlling instruction. The water quality adjusting component comprises one or more of an oxygen adding machine, a light irradiation instrument and a feces cleaning machine, and in the embodiment, the water quality adjusting component comprises the oxygen adding machine. For example, when the dissolved oxygen content in the aquaculture water is low, a water quality control instruction is generated according to the dissolved oxygen content and the optimum value of the dissolved oxygen content of the current aquaculture water, the water quality control instruction is the starting time of the oxygen adding machine, namely the oxygen adding machine controls the on-off of the oxygen adding according to the water quality control instruction.
The server is also used for calling a preset feeding scheme according to the growth state, generating a feeding instruction according to the feeding scheme and sending the feeding instruction to the feeder. Specifically, the server further comprises a feeding control module, the storage module is further used for storing feeding schemes corresponding to different growth states, the feeding schemes comprise feeding time and single feeding amount, the feeding control module is used for calling the feeding schemes according to the growth states, feeding instructions are generated according to the feeding schemes, the feeding instructions comprise the single feeding amount, and the feeding instructions are sent to the feeder at intervals according to the feeding time.
The feeding device is used for feeding the culture products according to the feeding instruction. Specifically, the feeder is used for controlling the feeding amount of the cultured products according to the single feeding amount when receiving the feeding instruction.
The server is also used for sending the water quality parameters and the culture images to a display, and the display is used for displaying the water quality parameters and the culture images. Specifically, the storage module is further used for storing the water quality parameters, the growth state and the culture images, when the storage module receives the display instruction, the water quality parameters, the growth state and the culture images are called to send to the display, and the display is used for displaying the water quality parameters, the growth state and the culture images. The display instruction is a signal uploaded by the manager through the display, and may also be a signal uploaded by the manager through the user terminal used by the manager.
Example two
The difference between the present embodiment and the first embodiment is: because the water of current aquaculture environment is intake and goes out water fixedly, when aquaculture environment's water quality is relatively poor, can't realize the quick exchange to aquaculture water, still can lead to the breed product to appear the condition of disease because of quality of water, consequently in this embodiment, a recirculating water aquaculture intelligence control system still including setting up in the controlling means that intakes of breed pond, has aquaculture water in the breed pond, and one end is equipped with the water inlet in the breed pond, and the other end is equipped with the delivery port. The water inlet control device comprises a barrier plate 1 and a telescopic mechanism, the barrier plate 1 is fixedly connected with the bottom and two sides of the culture pond, and the barrier plate 1 is used for separating the culture water body into a water inlet water body and a water outlet water body along the flowing direction of the culture water body, namely, the culture water body close to one side of a water inlet is the water inlet water body, the culture water body on the other side is the water outlet water body, and the water outlet water body is an environment for growth of culture products. The barrier plate 1 is provided with a plurality of water holes 2, the water holes 2 are uniformly distributed on the upper half part of the barrier plate 1, and the top end of the barrier plate 1 is higher than the upper surface of the aquaculture water body.
As shown in fig. 2 and 3, the telescopic mechanism is used for shielding the water hole 2, and the telescopic mechanism is connected with the barrier plate 1 in a sliding manner, specifically, the telescopic mechanism comprises a fixed seat 3 and a telescopic plate 4, the fixed seat 3 is fixedly connected with the bottom of the culture pond, one side of the telescopic plate 4 is in contact with one side of the barrier plate 1, and the top of the fixed seat 3 circumferentially extends to form a first barrier part. Motor in the fixing base 3, two are no less than to the quantity of motor, and in this embodiment, the quantity of motor is two, and two motors set up along the direction that perpendicular aquaculture water body flows. The output shaft of motor all is connected with lead screw 5, and in this embodiment, lead screw 5 and output shaft key-type connection, the axial perpendicular to aquaculture water's upper surface of lead screw 5. Spacing hole has been seted up to the bottom of expansion plate 4, and the opening circumference in spacing hole extends and forms the second stop part, and first stop part and second stop part cooperate the use. The lateral wall in spacing hole and the lateral wall sliding connection of fixing base 3, the threaded hole is seted up to the bottom in spacing hole, and the one end and the threaded hole threaded connection of output shaft are kept away from to lead screw 5, and the one end that the output shaft was kept away from to lead screw 5 is higher than aquaculture water. In other embodiments, telescopic machanism adopts electronic expansion plate 4, and electronic expansion plate 4 is connected with the bottom of breeding the pond including the plate body that cup joints in proper order, the bottom of the plate body of inlayer, and one side of outermost plate body contacts with one side of barrier plate 1, and outermost plate body is used for sheltering from water hole 2. The setting of first stopper and second stopper for prevent that expansion plate 4 from deviating from fixing base 3, realize the injecing to expansion plate 4 moving direction simultaneously. Baffle 1 and fixing base 3 all inject the removal of expansion plate 4 for the removal of expansion plate 4 is more stable.
The server is also used for generating a rapid water changing signal and sending the rapid water changing signal to the control terminal when the water quality parameter exceeds a preset parameter threshold value. Specifically, the server further comprises an abnormality judgment module, wherein a parameter threshold is preset in the abnormality judgment module, the parameter threshold is an appropriate range of the water quality parameter, and the parameter threshold is used for judging whether the water quality parameter has a serious problem or not; and the abnormity judgment module is used for receiving the water quality parameters, judging whether the water quality parameters exceed parameter thresholds, and generating a rapid water change signal to send to the control terminal when any one of the PH value, the ammonia nitrogen concentration and the dissolved oxygen concentration in the water quality parameters exceeds the corresponding parameter threshold.
The control terminal is used for controlling the telescopic mechanism to slide along the barrier plate 1 according to the rapid water changing signal, and the water passing amount of the water passing hole 2 is increased. Under the initial condition, the expansion plate 4 shelters from half the water hole 2 of crossing, and when control terminal received and traded the water signal fast, control terminal control telescopic machanism shrink, 4 downstream promptly on the expansion plate, the water hole 2 quantity or the area reduction of crossing that shelter from this moment cross the flow increase in water hole 2, the increase of intaking of aquaculture body promptly, realize trading water fast from this to aquaculture body. In this embodiment, cross water hole 2 and be the bar hole, cross 2 equidistance settings in water hole, then adjust telescopic machanism and shelter from the length realization that crosses water hole 2 and adjust the water volume of crossing of water hole 2. The water that the water inlet got into the breed pond is for satisfying the water of aquaculture product, through telescopic machanism's slip, reduces the length of sheltering from to crossing water hole 2, realizes adjusting the flow of crossing water hole 2 to the realization is to the regulation of aquaculture water inflow, and then realizes the regulation to aquaculture water.
EXAMPLE III
The present embodiment is different from the second embodiment in that:
in this embodiment, breed the quantity of monitoring component 6 and be a plurality of to three breed monitoring component 6 and explain as the example, three breed monitoring component 6 equidistance sets up on expansion plate 4 for gather the quality of water parameter of the different degree of depth of breeding the pond. As shown in fig. 4, the server further includes an anomaly fitting module, a difference value judging module, a difference value calculating module, and an instruction generating module.
The server is also used for comparing the water quality parameters collected by all the breeding monitoring assemblies 6, and when the difference value between the water quality parameter corresponding to any one breeding monitoring assembly 6 and the rest water quality parameters is larger than a preset abnormal difference value, an abnormal reminding signal is generated. Specifically, the abnormal fitting module is used for fitting according to all the water quality parameters to obtain a fitting curve, and calculating the difference value between each water quality parameter and the fitting curve according to the fitting curve and the water quality parameters. The difference value judgment module is preset with an abnormal difference value, and the abnormal difference value is the maximum value of the difference of different breeding monitoring assemblies 6 which can be accepted by the system. The difference value judging module is used for judging whether the difference value between each water quality parameter and the fitting curve is larger than the abnormal difference value or not, and when any difference value is larger than the abnormal difference value, an abnormal reminding signal is generated.
The storage module stores the installation distances of the culture monitoring assemblies 6 at intervals, and is also used for recording the corresponding water quality parameters and the acquisition heights when generating the abnormal reminding signals, namely recording the water quality parameters corresponding to the difference values larger than the abnormal difference values and the acquisition heights of the culture monitoring assemblies 6.
The server is also used for generating diagnosis control information according to the preset installation distance of the breeding monitoring assembly 6 and sending the diagnosis control information to the control terminal. Specifically, the instruction generation module generates diagnosis control information according to the installation distance, when the acquisition height is the minimum value, the corresponding cultivation monitoring assembly 6 is located at the bottommost end, the telescopic mechanism needs to be controlled to move upwards, correspondingly, when the acquisition height is the maximum value, the corresponding cultivation monitoring assembly 6 is located at the topmost end, and the telescopic mechanism needs to be controlled to move downwards.
The control terminal is configured to control the telescopic mechanism to slide along the blocking plate 1 according to the diagnosis control information, so that another cultivation monitoring component 6 is located at the depth, for example, three cultivation monitoring components 6 are exemplified in the present embodiment, and for convenience of distinction, the cultivation monitoring components 6 are respectively defined as A, B, C corresponding to the collection heights x, y, and z from top to bottom. When the water quality parameter that breed monitoring components 6B gathered differed with the water quality parameter that breed monitoring components 6A, C gathered greatly, control expansion plate 4 lapse installation distance, and the degree of depth of breeding monitoring components 6A was for gathering height y this moment, and the degree of depth of breeding monitoring components 6B was for gathering height z.
The server is also used for recording the water quality parameters with the same acquisition height after the barrier plate 1 finishes sliding, comparing the water quality parameters recorded twice, and generating a water pollution signal when the difference value of the water quality parameters recorded twice is smaller than the preset overflow difference value, otherwise, generating an equipment maintenance signal. Specifically, the difference calculation module is used for recording the water quality parameters with the same acquisition height after the barrier plate 1 slides, namely, the acquisition height y corresponds to the water quality parameters acquired by the current breeding monitoring assembly 6A and the acquisition height y corresponds to the water quality parameters acquired by the historical water quality detection assembly B, and calculating the difference of the two water quality parameters. In order to ensure that the water quality parameters collected by the culture monitoring assembly 6 reflect the condition of the culture water body more accurately, thirty minutes or sixty minutes of delay is carried out after the stop plate 1 finishes sliding, and the water quality parameters are recorded after the culture water body is stabilized.
The difference value judging module is also used for judging whether the difference value of the water quality parameters at the same acquisition height is larger, judging whether the difference value of the water quality parameters at two times is smaller than the difference value of the overflow amount, generating a water pollution signal when the difference value of the water quality parameters at two times is smaller than the difference value of the overflow amount, and generating an equipment maintenance signal when the difference value of the water quality parameters at two times is equal to or larger than the difference value of the overflow amount.
When the water quality parameters collected by a certain cultivation monitoring component 6 are obviously different from the water quality parameters collected by the rest cultivation monitoring components 6, two conditions exist, namely the water body of the area where the cultivation monitoring component 6 is located is abnormal, and the cultivation monitoring component 6 is abnormal. According to the scheme, the blocking plate 1 is controlled to slide, so that the other cultivation monitoring component 6 on the blocking plate 1 moves to the position of the cultivation monitoring component 6 in the cultivation pond, water quality parameters are collected at the same position through two times of different cultivation monitoring components 6 for comparison, judgment is carried out according to the comparison result, when the difference of the water quality parameters of the two times is not large, namely, the cultivation water body in the area in the cultivation pond is abnormal, a water body pollution signal is generated at the moment, and a worker is reminded to treat the cultivation water body; when the two times of water quality parameters have large differences, the cultivation monitoring assembly 6 is represented to be abnormal, and an equipment maintenance signal is generated at the moment to remind a worker to maintain and replace the cultivation monitoring assembly 6. The scheme of the adoption automatically analyzes the abnormal condition of the water quality parameters, reminds workers according to the analysis result, improves the abnormal judgment efficiency and reduces the workload of the workers.
The foregoing is merely an example of the present invention, and common general knowledge in the field of known specific structures and characteristics is not described herein in any greater extent than that known in the art at the filing date or prior to the priority date of the application, so that those skilled in the art can now appreciate that all of the above-described techniques in this field and have the ability to apply routine experimentation before this date can be combined with one or more of the present teachings to complete and implement the present invention, and that certain typical known structures or known methods do not pose any impediments to the implementation of the present invention by those skilled in the art. It should be noted that, for those skilled in the art, without departing from the structure of the present invention, several variations and modifications can be made, which should also be considered as the protection scope of the present invention, and these will not affect the effect of the implementation of the present invention and the utility of the patent. The scope of the claims of the present application shall be determined by the contents of the claims, and the description of the embodiments and the like in the specification shall be used to explain the contents of the claims.
Claims (7)
1. The utility model provides a recirculating aquaculture intelligence control system which characterized in that: the system comprises a server, a culture monitoring assembly and a water quality adjusting assembly, wherein the culture monitoring assembly and the water quality adjusting assembly are arranged in a culture pond, and the culture monitoring assembly is used for acquiring water quality parameters and culture images and sending the water quality parameters and the culture images to the server;
the server is preset with an intelligent prediction model and is used for receiving the water quality parameters and the culture images and generating the growth state of the culture products according to the culture images; the intelligent prediction model is also used for obtaining a prediction result generated by the intelligent prediction model according to the water quality parameters and the growth state, the prediction result comprises the influence on growth, and when the prediction result is the influence on growth, a water quality regulation and control instruction is output according to the water quality parameters; the server is also used for sending the water quality regulation instruction to the water quality regulation component;
the water quality regulating component is used for regulating and controlling the water quality of the aquaculture water in the aquaculture pond according to the water quality regulating and controlling instruction;
the water inlet control device comprises a barrier plate, the barrier plate is fixedly connected with the bottom and two sides of the culture pond and is used for dividing the culture water body into a water inlet water body and a water outlet water body along the flowing direction of the culture water body, and a plurality of water through holes are formed in the barrier plate;
the water inlet control device also comprises a telescopic mechanism used for shielding the water through hole, the telescopic mechanism is connected with the barrier plate in a sliding way, and a control terminal is arranged on the telescopic mechanism;
the server is also used for generating a quick water changing signal and sending the quick water changing signal to the control terminal when the water quality parameter exceeds a preset parameter threshold value, and the control terminal is used for controlling the telescopic mechanism to slide along the barrier plate according to the quick water changing signal so as to increase the water passing amount of the water passing hole;
the system comprises a telescopic mechanism, a plurality of culture monitoring assemblies, a server and a plurality of monitoring modules, wherein the culture monitoring assemblies are arranged on the telescopic mechanism, the server is also used for comparing water quality parameters collected by all the culture monitoring assemblies, and when the difference value between the water quality parameter corresponding to any one culture monitoring assembly and the rest of the water quality parameters is larger than a preset abnormal difference value, an abnormal reminding signal is generated;
the server is also used for recording corresponding water quality parameters and acquisition heights when generating the abnormal reminding signal, generating diagnosis control information according to the preset installation distance of the culture monitoring assembly and sending the diagnosis control information to the control terminal, and the control terminal is used for controlling the telescopic mechanism to slide along the barrier plate according to the diagnosis control information; the server is also used for recording the water quality parameters with the same acquisition height after the barrier plate slides, comparing the water quality parameters recorded twice, and generating a water pollution signal when the difference value of the water quality parameters recorded twice is smaller than the preset overflow difference value, otherwise, generating an equipment maintenance signal.
2. The intelligent control system for recirculating aquaculture according to claim 1, wherein: the cultivation monitoring assembly comprises one or more of a PH value determinator, an ammonia nitrogen sensor, a dissolved oxygen sensor, a residual chlorine sensor, a chlorophyll sensor, a suspended matter sensor, a temperature measuring sensor and a nitrate nitrogen sensor, and an underwater camera.
3. The intelligent control system for recirculating aquaculture according to claim 1, wherein: the water quality adjusting component comprises one or more of an oxygen adding machine, a light irradiation instrument and a feces cleaning machine.
4. The intelligent control system for recirculating aquaculture according to claim 1, wherein: the server is also used for calling a preset feeding scheme according to the growth state, generating a feeding instruction according to the feeding scheme and sending the feeding instruction to the feeder; the feeding device is used for feeding the culture products according to the feeding instruction.
5. The intelligent control system for recirculating aquaculture according to claim 1, wherein: the system also comprises a display, the server is also used for sending the water quality parameters and the breeding images to the display, and the display is used for displaying the water quality parameters and the breeding images.
6. The intelligent control system for recirculating aquaculture according to claim 1, wherein: the intelligent prediction model comprises one of a BP neural network model, a Kalman filtering prediction model and a gray prediction model.
7. The intelligent control system for recirculating aquaculture according to claim 1, wherein: telescopic machanism includes fixing base and expansion plate, is equipped with the motor that two are no less than to quantity in the fixing base, and the output shaft of motor all is connected with the lead screw, and spacing hole has been seted up to the bottom of expansion plate, spacing hole and fixing base sliding connection, and threaded hole is seted up to the bottom in spacing hole, and the output shaft was kept away from to the lead screw one end and screw hole threaded connection.
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CN114089663B (en) * | 2021-11-17 | 2024-03-22 | 广州市蓝得生命科技有限公司 | Intelligent feeding control system and control method |
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Citations (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106568914A (en) * | 2016-11-10 | 2017-04-19 | 王以尧 | Water area water quality abnormal point detecting and pre-warning method |
KR101819416B1 (en) * | 2017-03-28 | 2018-01-17 | 손창식 | Intelligent water quality measurement apparatus with self diagnosis function each water quality measurement sensor , and water quality measurement sensor self diagnosis method |
KR20180049492A (en) * | 2016-11-03 | 2018-05-11 | 주식회사 라온잇테리어 | Smart aquarium |
CN108332792A (en) * | 2018-02-05 | 2018-07-27 | 中国农业大学 | Continental rise industrial circulating aquatic products cultivation equipment operating state monitoring system |
CN108450386A (en) * | 2018-01-22 | 2018-08-28 | 中国农业大学 | A kind of regulating and controlling water quality System and method for of industrialized aquiculture |
CN208350779U (en) * | 2018-05-17 | 2019-01-08 | 杭州启鲲科技有限公司 | A kind of water level water quality detection device |
CN109169480A (en) * | 2018-11-15 | 2019-01-11 | 徐二静 | A kind of fish pond intelligence cultivating system based on Internet of Things |
CN109187896A (en) * | 2018-08-06 | 2019-01-11 | 大连理工大学 | A kind of module combined type multi-parameter water quality data acquisition device and its application method |
CN109374847A (en) * | 2018-09-14 | 2019-02-22 | 大连理工大学 | A kind of vertical water quality data automatic acquisition device of buoyancy compensation formula multi-parameter and application method |
CN110476839A (en) * | 2019-07-24 | 2019-11-22 | 中国农业大学 | A kind of optimization regulating method and system based on fish growth |
CN111538229A (en) * | 2020-04-28 | 2020-08-14 | 重庆工商大学 | Aquaculture circulating water treatment system based on accurate control of ammonia nitrogen and dissolved oxygen |
Family Cites Families (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
DE102009048811B4 (en) * | 2009-10-08 | 2013-07-18 | Eads Deutschland Gmbh | Biosensor device with self-test device |
JP5841766B2 (en) * | 2011-07-25 | 2016-01-13 | 株式会社 堀場アドバンスドテクノ | Water quality analyzer display device, water quality analyzer display program, and water quality analysis system |
EP2969158A4 (en) * | 2013-03-14 | 2016-12-21 | Pentair Water Pool & Spa Inc | Carbon dioxide control system for aquaculture |
US20150077756A1 (en) * | 2013-06-13 | 2015-03-19 | Lumense, Inc. | System and method for continuous real-time monitoring of water at contaminated sites |
CN105900912A (en) * | 2016-04-15 | 2016-08-31 | 上海工程技术大学 | Multi-aerator linkage smart control device for large-scale aquaculture pond |
CN107258658A (en) * | 2017-08-02 | 2017-10-20 | 王振根 | Zebra fish cultivating system based on technology of Internet of things |
CN109374848A (en) * | 2018-09-14 | 2019-02-22 | 大连理工大学 | A kind of manual acquisition device of the vertical water quality data of data intelligence feedback and application method |
CN109358562A (en) * | 2018-10-17 | 2019-02-19 | 承德市水产技术推广站(承德市水生动物防疫检疫站) | Aquaculture control system |
CN110531044B (en) * | 2019-09-24 | 2022-04-05 | 重庆工商大学 | Intelligent aquaculture management system and management method |
CN111047456A (en) * | 2019-11-30 | 2020-04-21 | 重庆工商大学 | 5G-based industrial circulating water efficient culture remote control and diagnosis system |
CN111847549A (en) * | 2020-08-07 | 2020-10-30 | 湖州国仟环保产业应用技术研究院 | Water quality treatment control system and water quality treatment method |
-
2021
- 2021-05-28 CN CN202110591834.4A patent/CN113317265B/en active Active
Patent Citations (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR20180049492A (en) * | 2016-11-03 | 2018-05-11 | 주식회사 라온잇테리어 | Smart aquarium |
CN106568914A (en) * | 2016-11-10 | 2017-04-19 | 王以尧 | Water area water quality abnormal point detecting and pre-warning method |
KR101819416B1 (en) * | 2017-03-28 | 2018-01-17 | 손창식 | Intelligent water quality measurement apparatus with self diagnosis function each water quality measurement sensor , and water quality measurement sensor self diagnosis method |
CN108450386A (en) * | 2018-01-22 | 2018-08-28 | 中国农业大学 | A kind of regulating and controlling water quality System and method for of industrialized aquiculture |
CN108332792A (en) * | 2018-02-05 | 2018-07-27 | 中国农业大学 | Continental rise industrial circulating aquatic products cultivation equipment operating state monitoring system |
CN208350779U (en) * | 2018-05-17 | 2019-01-08 | 杭州启鲲科技有限公司 | A kind of water level water quality detection device |
CN109187896A (en) * | 2018-08-06 | 2019-01-11 | 大连理工大学 | A kind of module combined type multi-parameter water quality data acquisition device and its application method |
CN109374847A (en) * | 2018-09-14 | 2019-02-22 | 大连理工大学 | A kind of vertical water quality data automatic acquisition device of buoyancy compensation formula multi-parameter and application method |
CN109169480A (en) * | 2018-11-15 | 2019-01-11 | 徐二静 | A kind of fish pond intelligence cultivating system based on Internet of Things |
CN110476839A (en) * | 2019-07-24 | 2019-11-22 | 中国农业大学 | A kind of optimization regulating method and system based on fish growth |
CN111538229A (en) * | 2020-04-28 | 2020-08-14 | 重庆工商大学 | Aquaculture circulating water treatment system based on accurate control of ammonia nitrogen and dissolved oxygen |
Non-Patent Citations (1)
Title |
---|
基于无线传感网的现代水产养殖监控***设计;钱建波等;《长江信息通信》;20150430(第4期);第83-85页 * |
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