CN108398430A - One plant growth dynamic monitor and computational methods - Google Patents

One plant growth dynamic monitor and computational methods Download PDF

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Publication number
CN108398430A
CN108398430A CN201810349858.7A CN201810349858A CN108398430A CN 108398430 A CN108398430 A CN 108398430A CN 201810349858 A CN201810349858 A CN 201810349858A CN 108398430 A CN108398430 A CN 108398430A
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China
Prior art keywords
photographing device
plant
root system
plant growth
frame
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Inventor
杨北方
李亚兵
韩迎春
王国平
冯璐
范正义
雷亚平
王占彪
李小飞
支晓宇
熊世武
杜文丽
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Institute of Cotton Research of Chinese Academy of Agricultural Sciences
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Institute of Cotton Research of Chinese Academy of Agricultural Sciences
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Priority to CN201810349858.7A priority Critical patent/CN108398430A/en
Publication of CN108398430A publication Critical patent/CN108398430A/en
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H04N7/181Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast for receiving images from a plurality of remote sources
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N2021/8466Investigation of vegetal material, e.g. leaves, plants, fruits
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10024Color image
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10141Special mode during image acquisition

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Signal Processing (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Medical Informatics (AREA)
  • Multimedia (AREA)
  • Quality & Reliability (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Cultivation Of Plants (AREA)

Abstract

The present invention relates to technical plant cultivation fields, more particularly to plant growth dynamic monitor and a computational methods, including frame, transparent incubator, photographing device, image processing device and control device, transparent incubator is set in frame, and plant growth culture solution is equipped in transparent incubator, the quantity of photographing device is multiple, multiple photographing devices are installed on the different location of frame, the root system photo of transparent incubator implants is shot from different directions, control device is connect with photographing device, it is shot for controlling photographing device timing, image processing device is connect with photographing device, for handling the photo that photographing device is shot, obtain the speed of growth and direction change of plant.The plant growth dynamic monitor of the present invention can realize automatic monitoring and the calculating of root system of plant, easy to operate, as a result accurately, realize root system of plant automatic monitoring and improve the accuracy of monitoring.

Description

One plant growth dynamic monitor and computational methods
Technical field
The present invention relates to technical plant cultivation field more particularly to a plant growth dynamic monitor and calculating sides Method.
Background technology
Crop Root Morphology directly affects the moisture and nutrient absorption capability of crop, and passes through the phase between growing environment Interaction influences crop production efficiency, becomes the Fundamentals for influencing crop production.Root morphology embodies crop to soil ring The adaptedness in border.By change root system growing environment, such as temperature, illumination, culture solution type come study root growth become Change dynamic, it can be deduced that the conditions such as light warm water nutrition of suitable for plant growth can be obtained by the salt Aquaponic of various concentration The salt tolerance etc. of plant.However, in Crop Root Morphology research, crop root data acquisition heavy workload obtains global information Difficult, dynamic growth data can not monitor in real time, these are all that Crop Root Morphology research brings great challenge.
Invention content
(1) technical problems to be solved
The technical problem to be solved by the present invention is to solve not asking what the ecological growth data of plant were monitored in real time Topic.
(2) technical solution
In order to solve the above technical problem, the present invention provides a plant growth dynamic monitor, including frame, thoroughly Bright incubator, photographing device, image processing device and control device, the transparent incubator are set in the frame, and described Plant growth culture solution is equipped in transparent incubator;The quantity of the photographing device is multiple, multiple photographing device installations Different location on the frame shoots the root system photo of the transparent incubator implants from different directions;The control Control equipment is connect with the photographing device, and for controlling, photographing device timing is taken pictures;State the image processing device with The photographing device connection, the photo for being shot to the photographing device are handled, and obtain the speed of growth and the side of plant To variation.
Wherein, the photographing device includes camera and the telescopic rod that is connected between the camera and the frame, The telescopic rod is vertically arranged, and the camera is set on the telescopic rod, and the telescopic rod is for adjusting the camera Highly.
Wherein, the photographing device further includes the holder of light compensating lamp and adjustable-angle, and the holder is connected to the frame Between frame and the light compensating lamp, the light compensating lamp is used to be the camera light filling.
Wherein, the holder includes the first linking arm and the second linking arm, and first linking arm is connect with described second Arm is hinged, and first linking arm, on the frame, second linking arm is connect with the light compensating lamp.
Wherein, the quantity of the photographing device is two, and two photographing devices are from orthogonal both direction pair Root system of plant is taken pictures.
Wherein, background board is additionally provided on the frame, the background board provides clean when taking pictures for the photographing device Background.
Wherein, the frame is equipped with slot, and the background board is inserted in the slot.
Wherein, the control device is set in switch board, and the switch board is set to the lower section of the transparent incubator, described Liquid-collecting barrel, inlet tube, drain pipe and the transmission antenna being connect with the control device, the transparent training are additionally provided in switch board The bottom for supporting case is equipped with inlet and leakage fluid dram, and the upper end of the inlet tube is connect with the inlet, and lower end is set to the collection In liquid bucket, the upper end of the drain pipe is connect with the leakage fluid dram, and lower end is set in the liquid-collecting barrel, and is set on the inlet tube There are feed flow water pump, the drain pipe to be equipped with draining valve.
Wherein, the transparent incubator face opposite with the photographing device is equipped with scale.
The present invention also provides the dynamic computational methods of a plant growth, including step S1, using multiple photographing devices Timing takes pictures to the root system of plant in transparent incubator from different perspectives respectively, the different angle that the same time is shot Photo is transmitted in the Image-ProPlus softwares in computer, is corrected to the dimension of picture of shooting by ruler;
S2 demarcates in picture the color gamut for representing root system by rgb color space;
S3 selectes calculating parameter, obtains target root system sectional area and spatial position coordinate;
S4 obtains the sectional area and spatial position coordinate of different time target root system using the above method, you can determines and plants The speed of growth and direction change of object root system.
(3) advantageous effect
The above-mentioned technical proposal of the present invention has the following advantages that:The present invention provides plant growth dynamic monitoring dresses It sets, including frame, transparent incubator, photographing device, image processing device and control device, transparent incubator is set in frame, And plant growth culture solution is equipped in transparent incubator, the quantity of photographing device is multiple, and multiple photographing devices are installed on frame Different location, shoot the root system photo of transparent incubator implants from different directions, control device connect with photographing device, It is shot for controlling photographing device timing, image processing device is connect with photographing device, for what is shot to photographing device Photo is handled, and the speed of growth and direction change of plant are obtained.The present invention cultivates plant using incubator, ensures The normal growth of plant, timing takes pictures to root system of plant to photographing device from different angles, is arranged multiple capture apparatus The some portion of spatial position of root system can be obtained, the spatial variations to study root system are laid a good foundation, and image processing device is logical It crosses and is handled to obtain plant in the parameters such as the root system sectional area of Each point in time and length, by right to the photo of different time Than and the speed of growth and direction change of root system of plant is calculated, therefore the plant growth dynamic monitor of the present invention can Realize automatic monitoring and the calculating of root system of plant, it is easy to operate, as a result accurately, realizes root system of plant automatic monitoring and carry The high accuracy of monitoring.In addition to it is described above present invention solves the technical problem that, the technology of technical solution that constitutes it is special It levies and has except advantage caused by the technical characteristic of these technical solutions, other technical characteristics of the invention and these technologies The advantage that characteristic strip comes, will make further explanation in conjunction with attached drawing.
Description of the drawings
Fig. 1 is the structural schematic diagram of plant growth dynamic monitor provided in an embodiment of the present invention;
Fig. 2 is the structural schematic diagram of transparent incubator provided in an embodiment of the present invention;
Fig. 3 is the structural schematic diagram of switch board provided in an embodiment of the present invention;
Fig. 4 is the mounting structure schematic diagram of background board and frame provided in an embodiment of the present invention.
In figure:1:Frame;2:First background board;3:First support;4:First light compensating lamp;5:First camera;6:First Camera holder;7:First telescopic rod;8:Bottom plate;9:Transparent incubator;10:Switch board;11:Second telescopic rod;12:Second photograph Machine;13:Second camera seat;14:Second light compensating lamp;15:Second support;16:Second background board;17:Fixed foam circle;18:Row Liquid pipe;19:Feed flow water pump;20:Tapping valve;21:Inlet tube;22:Liquid-collecting barrel;23:Control device;24:Transmission antenna;1-1:It inserts Slot;1-2:Guide rail;9-1:Plant seedling hole;9-2:Inlet;9-3:Leakage fluid dram;9-4:First scale;9-5:Second scale;10-1: Cabinet door;10-2:Handle.
Specific implementation mode
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, ordinary skill people The every other embodiment that member is obtained without making creative work, shall fall within the protection scope of the present invention.
In the description of the present invention, it should be noted that unless otherwise clearly defined and limited, term " installation ", " phase Even ", " connection " shall be understood in a broad sense, for example, it may be being fixedly connected, may be a detachable connection, or be integrally connected;It can Can also be electrical connection to be mechanical connection;It can be directly connected, can also indirectly connected through an intermediary, Ke Yishi Connection inside two elements.For the ordinary skill in the art, above-mentioned term can be understood at this with concrete condition Concrete meaning in invention.
In addition, in the description of the present invention, unless otherwise indicated, " multiple ", " more ", " multigroup " be meant that two or Two or more, " several ", " several ", " several groups " are meant that one or more.
As shown in Figures 1 to 4, plant growth dynamic monitor provided in an embodiment of the present invention, including frame 1, Transparent incubator 9, photographing device, image processing device and control device 23, transparent incubator 9 is set in frame 1, and transparent training It supports and is equipped with plant growth culture solution in case 9;The quantity of photographing device is multiple, and multiple photographing devices are installed on frame 1 not Same position shoots the root system photo of 9 implants of transparent incubator from different directions;Control device 23 is connect with photographing device, For controlling, photographing device timing is taken pictures;It states image processing device to connect with photographing device, for clapping photographing device The photo taken the photograph is handled, and the speed of growth and direction change of plant are obtained.In the present embodiment, the upper end of transparent incubator 9 Equipped with seedling hole 9-1 is planted, planting plants are used for, plant stem is fixed on after being wrapped up using fixed foam circle 17 plants on seedling hole 9-1, this Inventive embodiments cultivate plant using incubator, ensure that the normal growth of plant, incubator are transparent, do not influence to clap It takes pictures to root system of plant according to equipment, timing takes pictures to root system of plant to photographing device from different angles, and setting is multiple Capture apparatus can obtain some portion of spatial position of root system, and the spatial variations to study root system are laid a good foundation, at picture Reason equipment is handled to obtain plant in the ginsengs such as the root system sectional area of Each point in time and length by the photo to different time Number, by comparing and being calculated the speed of growth and direction change of root system of plant, therefore the plant growth dynamic of the present invention is supervised Automatic monitoring and the calculating of root system of plant can be realized by surveying device, easy to operate, as a result accurately, it is automatic realize root system of plant Change the accuracy for monitoring and improving monitoring.
Further, photographing device includes camera and the telescopic rod that is connected between camera and frame 1, and telescopic rod is perpendicular Straight setting, camera are set on telescopic rod, and telescopic rod is used to adjust the height of camera.Frame 1 in the present embodiment is four directions The lower end of body frame 1, telescopic rod is connect with the bottom of frame 1, and telescopic rod is vertically arranged, and camera is fixed on the upper of telescopic rod End, the height of camera can be adjusted using telescopic rod, can be reasonably adjusted according to the height of root system of plant.
Further, photographing device further includes the holder of light compensating lamp and adjustable-angle, and holder is connected to frame 1 and light filling Between lamp, light compensating lamp is used to be camera light filling.Holder includes the first linking arm and the second linking arm, the first linking arm and second Linking arm is hinged, and the first linking arm, on frame 1, the second linking arm is connect with light compensating lamp.In the present embodiment, the first connection The upper end of arm is connect with the top of frame 1, and the second linking arm and the first articulated jib are hinged, can adjust height and the angle of light compensating lamp Degree.
Further, in the present embodiment, the quantity of photographing device is two, and two photographing devices are from orthogonal two It takes pictures to root system of plant in a direction.Specifically, two photographing devices are mounted on the adjacent both sides of tetragonal body frame 1, because This two photographing devices take pictures to root system of plant from orthogonal both direction, can preferably obtain root system of plant Spatial position.Two photographing devices are respectively the first photographing device and the second photographing device, wherein the first photographing device includes the The upper end of one camera 5, the first telescopic rod 7, first support 3 and the first light compensating lamp 4, the first telescopic rod 7 is equipped with first camera seat 6, the first camera 5 is installed on first camera seat 6, and the first light compensating lamp 4 is that light filling is carried out when the first camera 5 is taken pictures, and second Photographing device includes the second camera 12, the second telescopic rod 11, second support 15 and the second light compensating lamp 14, the second telescopic rod 11 Upper end is equipped with second camera seat 13, and the second camera 12 is installed on second camera seat 13, and the second light compensating lamp 14 is the second photograph Light filling is carried out when machine 12 is taken pictures.
Further, in order to ensure the photo clean background of shooting, be conducive to the processing to photo, be additionally provided on frame 1 Background board provides clean background when background board is taken pictures for photographing device.The color of background board is white, is made in the photo of shooting Hold the color for there was only root system of plant, it is free from the influence of the external environment when image processing device handles the picture of shooting, Improve the accuracy of picture processing.In the present embodiment, the quantity of background board is two pieces, respectively the first background board 2 and the Two background boards 16, and the first background board 2 is oppositely arranged with the first photographing device, the second background board 16 is opposite with the second photographing device Setting.
Further, frame 1 is equipped with slot 1-1, and background board is inserted in slot 1-1.In the present embodiment, frame 1 Top be equipped with slot 1-1, the bottom of frame 1 is equipped with bottom plate 8, and bottom plate 8 is equipped with guide rail 1-2, background board by slot 1-1 and Guide rail 1-2 is fixed on frame 1.
Further, control device 23 is set in switch board 10, and switch board 10 is equipped with cabinet door 10-1 and handle 10-2, control Cabinet 10 processed be set to transparent incubator 9 lower section and be placed on bottom plate 8, be additionally provided in switch board 10 liquid-collecting barrel 22, inlet tube 21, Drain pipe 18 and the transmission antenna 24 being connect with control device 23, the operation that control device 23 controls entire monitoring device include It takes pictures timing, data storage and data transmission etc., the bottom of transparent incubator 9 is equipped with inlet 9-2 and leakage fluid dram 9-3, feed liquor The upper end of pipe 21 is connect with inlet 9-2, and lower end is set in liquid-collecting barrel 22, and the upper end of drain pipe 18 is connect with leakage fluid dram 9-3, under End is set in liquid-collecting barrel 22, and inlet tube 21 is equipped with feed flow water pump 19, and drain pipe 18 is equipped with tapping valve 20.
Further, the face opposite with photographing device of transparent incubator 9 is equipped with scale.In the present embodiment, including One scale 9-4 and the second scale 9-5, the first scale 9-4 is set on the face opposite with the first photographing device, in the first photographing device When taking pictures to incubator, on photo while the first scale 9-4 can be shown, the second scale 9-5 is set to and the second photographing device On opposite face, when the second photographing device takes pictures to incubator, the second scale 9-5 can be shown simultaneously on photo.
The embodiment of the present invention additionally provides one kind by above-mentioned monitoring device to the dynamic computational methods of plant growth, uses The first camera of Image-Pro Plus softwares pair and the photo of the second camera shooting carry out processing calculating, obtain whole root system Sectional area and space coordinate, section product representation well developed root system degree, the direction of growth of coordinate representation root system.Due to root system space point Cloth is more complicated, and the Root Distribution center shot from different angles can be variant, thus can only a point visual angle determine root system Distribution and Growth trends, specifically, including step S1, using multiple photographing devices respectively from different perspectives periodically to transparent culture Root system of plant in case is taken pictures, the Image- photo for the different angle that the same time shoots being transmitted in computer In Pro Plus softwares (namely above-mentioned image processing device), the dimension of picture of shooting is corrected by ruler; In the present embodiment, the first scale and the second scale in the photo shot using the first camera and the second camera are respectively to two The photo that a camera obtains carries out free-air correction, that is, using the dimension of object in actual size correction photo, utilizes reality The ruler of border length 20cm carries out dimension of picture correction;
S2 demarcates in picture the color gamut for representing root system by rgb color space;Namely calibrated and calculated target is standby With, the root system part for wanting to calculate then is selected by white box, part when calculating in system default calculation block, one Aspect can be interfered to avoid outside other impurities, on the other hand can targetedly be calculated as needed;
S3 selectes calculating parameter, obtains target root system sectional area and spatial position coordinate;The root system demarcated using second step The sectional area Area for carrying out that the root system is calculated is 5.93cm2With using the photo upper left corner as the root system centre coordinate of origin Center-x is 5.12cm, Center-y 6.05cm;
S4 obtains the sectional area and spatial position coordinate of different time target root system using the above method, you can determines and plants The speed of growth and direction change of object root system.
In conclusion plant growth dynamic monitor provided in an embodiment of the present invention, including frame, transparent culture Case, photographing device, image processing device and control device, transparent incubator are set in frame, and are equipped with and are planted in transparent incubator The quantity of object grown cultures liquid, photographing device is multiple, and multiple photographing devices are installed on the different location of frame, from different sides To the root system photo of shooting transparent incubator implants, control device is connect with photographing device, for controlling photographing device timing It is shot, image processing device is connect with photographing device, for handling the photo that photographing device is shot, obtains plant The speed of growth and direction change.The present invention cultivates plant using incubator, ensures the normal growth of plant, takes pictures and set Standby timing from different angles takes pictures to root system of plant, and multiple capture apparatus, which are arranged, can obtain some portion of space of root system Position, the spatial variations to study root system are laid a good foundation, and image processing device passes through the photo progress to different time Processing obtains plant in the parameters such as the root system sectional area of Each point in time and length, by comparing and being calculated root system of plant The speed of growth and direction change, therefore the plant growth dynamic monitor of the present invention can realize the automation prison of root system of plant It surveys and calculates, it is easy to operate, as a result accurately, improve the automation and accuracy of root system of plant monitoring.
Finally it should be noted that:The above embodiments are merely illustrative of the technical solutions of the present invention, rather than its limitations;Although Present invention has been described in detail with reference to the aforementioned embodiments, it will be understood by those of ordinary skill in the art that:It still may be used With technical scheme described in the above embodiments is modified or equivalent replacement of some of the technical features; And these modifications or replacements, various embodiments of the present invention technical solution that it does not separate the essence of the corresponding technical solution spirit and Range.

Claims (10)

1. a plant growth dynamic monitor, it is characterised in that:At frame, transparent incubator, photographing device, picture Equipment and control device are managed, the transparent incubator is set in the frame, and plant growth is equipped in the transparent incubator Culture solution;The quantity of the photographing device is multiple, and multiple photographing devices are installed on the different location on the frame, from Different directions shoots the root system photo of the transparent incubator implants;The control device is connect with the photographing device, For controlling, photographing device timing is taken pictures;It states the image processing device to connect with the photographing device, for institute The photo for stating photographing device shooting is handled, and the speed of growth and direction change of plant are obtained.
2. plant growth dynamic monitor according to claim 1, it is characterised in that:The photographing device includes photograph Machine and the telescopic rod being connected between the camera and the frame, the telescopic rod are vertically arranged, and the camera is set to On the telescopic rod, the telescopic rod is used to adjust the height of the camera.
3. plant growth dynamic monitor according to claim 2, it is characterised in that:The photographing device further includes mending The holder of light lamp and adjustable-angle, the holder are connected between the frame and the light compensating lamp, and the light compensating lamp is used for For the camera light filling.
4. plant growth dynamic monitor according to claim 3, it is characterised in that:The holder includes the first connection Arm and the second linking arm, first linking arm is hinged with second linking arm, and first linking arm and the frame On, second linking arm is connect with the light compensating lamp.
5. according to claim 1-4 any one of them plant growth dynamic monitors, it is characterised in that:The photographing device Quantity be two, two photographing devices take pictures to root system of plant from orthogonal both direction.
6. plant growth dynamic monitor according to claim 1, it is characterised in that:It is additionally provided with background on the frame Plate, the background board provide clean background when taking pictures for the photographing device.
7. plant growth dynamic monitor according to claim 6, it is characterised in that:The frame is equipped with slot, The background board is inserted in the slot.
8. plant growth dynamic monitor according to claim 1, it is characterised in that:The control device is set to control In cabinet, the switch board is set to the lower section of the transparent incubator, and liquid-collecting barrel, inlet tube, drain are additionally provided in the switch board The bottom of pipe and the transmission antenna being connect with the control device, the transparent incubator is equipped with inlet and leakage fluid dram, institute The upper end for stating inlet tube is connect with the inlet, and lower end is set in the liquid-collecting barrel, the upper end of the drain pipe and the row Liquid mouth connects, and lower end is set in the liquid-collecting barrel, and the inlet tube is equipped with feed flow water pump, and the drain pipe is equipped with drain Valve.
9. plant growth dynamic monitor according to claim 1, it is characterised in that:The transparent incubator with it is described The opposite face of photographing device is equipped with scale.
10. the dynamic computational methods of a plant growth, it is characterised in that:Including step S1, distinguished using multiple photographing devices Timing takes pictures to the root system of plant in transparent incubator from different perspectives, the photo for the different angle that the same time is shot It is transmitted in the Image-Pro Plus softwares in computer, the dimension of picture of shooting is corrected by ruler;
S2 demarcates in picture the color gamut for representing root system by rgb color space;
S3 selectes calculating parameter, obtains target root system sectional area and spatial position coordinate;
S4 obtains the sectional area and spatial position coordinate of different time target root system, you can determine plant roots using the above method The speed of growth and direction change of system.
CN201810349858.7A 2018-04-18 2018-04-18 One plant growth dynamic monitor and computational methods Pending CN108398430A (en)

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WO2021253607A1 (en) * 2020-06-19 2021-12-23 南京星土科技有限公司 Transport trolley based on automated photography line for transparent root system cultivation containers
CN117929374A (en) * 2024-03-18 2024-04-26 慧诺云谱(海南)科技有限公司 High-flux root germination phenotype detection system and detection method

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