CN107449775A - A kind of plant phenotype measurement apparatus and method - Google Patents

A kind of plant phenotype measurement apparatus and method Download PDF

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Publication number
CN107449775A
CN107449775A CN201710569488.3A CN201710569488A CN107449775A CN 107449775 A CN107449775 A CN 107449775A CN 201710569488 A CN201710569488 A CN 201710569488A CN 107449775 A CN107449775 A CN 107449775A
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plant
plant sample
box
sensor box
sample
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CN107449775B (en
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郭新宇
王传宇
杜建军
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Beijing Research Center for Information Technology in Agriculture
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Beijing Research Center for Information Technology in Agriculture
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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
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N5/00Analysing materials by weighing, e.g. weighing small particles separated from a gas or liquid
    • 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

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  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)

Abstract

The present invention, which provides a kind of plant phenotype measurement apparatus and method, wherein described device, to be included:Inflated airbag cover, rotate weigh box and sensor box;Wherein, the side of the air cell covering is opened wide;Box is weighed in the rotation and sensor box is located inside the air cell covering;The box of weighing that rotates includes clamping device, stepper motor, driver, controller and weighing device;The sensor box includes 3D cameras, spectrum camera and otherwise visible light color camera.By the present invention in that with inflated airbag cover, easy to remove and arrangement plant sample measuring environment, weighed in rotation and fix plant sample on box, rotate plant sample, and obtain the weight of plant sample;Meanwhile in rotary course, the image of the plant sample is obtained using sensor box, the phenotypic parameter value of plant sample is obtained according to the image of the plant sample so that phenotype measurement is economical, simple, efficiently and accurately.

Description

A kind of plant phenotype measurement apparatus and method
Technical field
The present invention relates to data collecting field, more particularly, to a kind of plant phenotype measurement apparatus and method.
Background technology
Plant phenotype research is an important topic of botany and field of biology, mainly passes through the various spies to plant Character of the seeking peace i.e. discriminating of phenotype and analysis, and monitoring and control to plant growth environment deeply illustrate gene and environment because Element is to the complexing action of plant phenotype, the correlation between plant phenotype and its yield, physiological status, and different environment Influence of the condition to vegetation growth state, yield and quality etc..
At present, the research that the physiological every aspect of arable farming is acquired from functional genome is required for determining a large amount of plant Different levels phenotypic characteristic and character, such as the body parameter and Physiological And Biochemical Parameters of plant.Wherein described body parameter bag Include structure, density, leaf area, leaf long, leaf width and seed color, the Physiological And Biochemical Parameters include nutrient analysis, moisture distribution, Water stress, transpiration, photosynthetic physiology state and pest and disease damage.Complete acquisition and analysis to the more phenotypic informations of plant have turned into One important research direction of plant phenotype group.
Traditional phenotype measurement is completed by manual type, the problems such as efficiency is low, error is uncontrollable be present.In recent years, Domestic and international scientific research institution and large enterprise have started to the research and development of high flux plant phenotype measuring table, as LemnaTec is public Department and the plant phenotype measuring system of PSI companies.Although the plant phenotype measuring system can realize that batch plant is scanned, knot Structure is complicated, cost is high, maintenance cost is high, and the limited amount that can detect sample is limited by place.
The content of the invention
To overcome that above-mentioned existing phenotype measurement apparatus is complicated, cost is high and the problem of limitation by place or at least Partly solve the above problems, the invention provides a kind of plant phenotype measurement apparatus and method.
According to the first aspect of the invention, there is provided a kind of plant phenotype measurement apparatus, including:
Inflated airbag cover, rotate weigh box and sensor box;
Wherein, the side of the air cell covering is opened wide;
Box is weighed in the rotation and sensor box is located inside the air cell covering;
The box of weighing that rotates includes clamping device, stepper motor, driver, controller and weighing device;
Wherein, the stepper motor, driver and controller are located at below the clamping device;
The driver is connected with the stepper motor, and the controller is connected with the driver;
The weighing device is located at below the Step motor;
The sensor box includes 3D cameras, spectrum camera and otherwise visible light color camera.
Specifically, described device also includes setup module, and the setup module is connected with the controller, for setting State the interval angles of plant sample rotation.
Specifically, the controller is used to rotate plant sample, until the plant sample is rotated by 360 °.
Specifically, the controller stops preset duration after being used to make the plant sample per rotation steps angles, and The anglec of rotation of the plant sample is less than 360 degree and state when being halted state, to sensor box transmission trigger signal, To trigger enabling for sensor in the sensor box.
Specifically, described device also includes color correction colour atla, for obtaining the Standard Colors of the plant sample.
Specifically, the 3D cameras are used for 60 degree of level, vertical 45 degree of rectangular pyramid shape transmitting laser spots, and capture The image of the laser spots.
Specifically, the spectrum camera is provided with optical filter, and the spectral response range of the spectrum camera is 900- 2500nm, lens focus 8mm, resolution ratio 4000 × 3000.
Specifically, the lens focus of the otherwise visible light color camera is 12mm, and resolution ratio is 4000 × 3000.
According to the second aspect of the invention, there is provided a kind of plant phenotype measuring method, methods described use said apparatus, bag Include:
After the root system for removing plant sample, the plant sample is fixed on the clamping device for rotating box of weighing;
The plant sample is rotated by the box of weighing that rotates, the weighing device in box of being weighed by the rotation obtains Take the weight of the plant sample;
The form phenotypic parameter value of the plant sample is obtained by the 3D cameras in sensor box, passes through the sensor Spectrum camera in box obtains physiological phenotype parameter value, and color line is obtained by the otherwise visible light color camera in the sensor box Manage phenotypic parameter value.
Specifically, the plant sample stops preset duration after often rotating predetermined interval angle;
If judge that the anglec of rotation of the plant sample is less than 360 degree and state for halted state, to the sensor Box sends trigger signal, to trigger enabling for sensor in the sensor box.
The present invention provides a kind of plant phenotype measurement apparatus and method, by using inflated airbag cover, it is easy to remove and The measuring environment of plant sample is arranged, is weighed in rotation and fixes plant sample on box, rotate plant sample, and obtain plant sample This weight;Meanwhile in rotary course, the image of the plant sample is obtained using sensor box, according to the plant sample This image obtains the phenotypic parameter value of plant sample so that phenotype measurement is economical, simple, efficiently and accurately.
Brief description of the drawings
Fig. 1 is plant phenotype measurement apparatus structural representation provided in an embodiment of the present invention;
Fig. 2 is plant phenotype measuring method flow chart provided in an embodiment of the present invention.
Embodiment
With reference to the accompanying drawings and examples, the embodiment of the present invention is described in further detail.Implement below Example is used to illustrate the present invention, but is not limited to the scope of the present invention.
A kind of plant phenotype measurement apparatus is provided in one embodiment of the invention, and Fig. 1 provides for the embodiment of the present invention Plant phenotype measurement apparatus structural representation, the device includes:Air cell covering 1, rotate weigh box 2 and sensor box 3;Wherein, The side of the air cell covering 1 is opened wide;Box 2 is weighed in the rotation and sensor box 3 is located inside the air cell covering 1;The rotation Box 2 of weighing includes clamping device, stepper motor, driver, controller and weighing device;Wherein, the stepper motor, driver It is located at controller below the clamping device;The driver is connected with the stepper motor, the controller and the drive Dynamic device is connected;The weighing device is located at below the Step motor;The sensor box 3 include 3D cameras, spectrum camera and Otherwise visible light color camera.
Specifically, the plant phenotype measurement apparatus includes air cell covering 1, rotates weigh box 2, sensor box 3.Wherein, institute Stating on air cell covering 1 has air-filled pore, before starting to measure plant phenotype, can use air pump by air-filled pore to the air cell covering 1 It is inflated, the side of the air cell covering 1 is opened wide, and the air cell covering after inflation forms semi-enclosed plant phenotype measuring environment, keeps away Exempt from disturbance of the wind of open air to plant leaf blade and stalk, while avoid converting influence of the illumination to shooting.The shape of the air cell covering Shape can be square, cuboid etc., and the present embodiment is not limited to the shape of the air cell covering.After measurement, it can open Air-filled pore, the gas in the air cell covering is released, is convenient for carrying.Box 2 is weighed in the rotation and sensor box 3 is located at the gas Inside capsule cover 1.The sensor box 3 rotates box 2 of weighing towards described, to obtain the plant for rotating fixation on box 2 of weighing The image of sample.The lower section of sensor box 3 can have support frame, for supporting the sensor box 3.Support frame as described above can be with Regulation height.
The box 2 of weighing that rotates includes clamping device, stepper motor, driver, controller and weighing device.Wherein, institute Clamping device is stated to be used to fix plant sample;The stepper motor, driver and controller are located at below the clamping device;Institute Stepper motor is stated to be used to rotate the plant sample.The stepper motor directly can be connected with the clamping device or with The part that the clamping device is fixed is connected.The driver is connected with the stepper motor, for driving the stepping electricity Machine rotates.The controller is connected with the driver, and the driver is controlled by controller programming, so that the driver The stepper motor is driven to rotate, so that being fixed on the plant sample rotation that rotation is weighed on box.The weighing device is located at Below the Step motor, for weighing the weight of the plant sample.
The sensor box 3 includes 3D cameras, spectrum camera and otherwise visible light color camera.Wherein, the 3D cameras transmitting Laser spots, after the laser spots are irradiated to the plant sample, the 3D cameras capture the image of the laser spots.By described in Laser dot image passes to back-end server, and the laser dot image is three-dimensional point cloud.Server is according to the three-dimensional point cloud meter Calculate the height of the plant sample, width, the number of blade, cauline leaf angle, azimuth, the form phenotypic parameter such as stalk is long, stalk is thick Value.The spectrum camera obtains the spectrum picture of the plant sample, and the spectrum picture is passed into back-end server, takes Device be engaged according to physiology tables such as the moisture of the spectrum picture calculating plant sample, chlorophyll content, protein contents The value of shape parameter.The otherwise visible light color camera obtains otherwise visible light color image, after the otherwise visible light color image is passed to Server is held, color, the value of texture isophenous parameter of the plant sample are obtained by the otherwise visible light color image.
The present embodiment easy to remove and arrangement plant sample measuring environment, is being rotated by using inflated airbag cover Weigh and fix plant sample on box, rotate plant sample, and obtain the weight of plant sample;Meanwhile in rotary course, make The image of the plant sample is obtained with sensor box, the phenotypic parameter of plant sample is obtained according to the image of the plant sample Value so that phenotype measurement is economic, simple, efficiently and accurately.
On the basis of above-described embodiment, device described in the present embodiment also includes setup module, the setup module with The controller is connected, for setting the interval angles of the plant sample rotation.
Specifically, the plant phenotype measurement apparatus also includes setup module, the setup module and the controller phase Even, the setup module is used for the interval angles for setting the plant sample rotation.Setup module is by the angular interval of setting Degree passes to the controller, and the controller controls the driver, so that the driver drives the stepper motor band The plant sample is moved to rotate with the interval angles.
On the basis of any of the above-described embodiment, controller described in the present embodiment is used to rotate the plant, until The plant sample is rotated by 360 °.
Specifically, the controller is used to control the driver, so that the driver drives the stepper motor band The dynamic plant sample rotation.After the plant sample rotates to 360 degree, the plant sample is set to stop the rotation.Now, institute State sensor box and got the image that the plant sample rotates a circle, if allowing the plant sample to continue to rotate, obtain Be multiimage, waste of resource.
On the basis of any of the above-described embodiment, controller described in the present embodiment is used to make the plant sample often rotate Stop preset duration after interval angles, and when the anglec of rotation of the plant sample is less than 360 degree and state is halted state, Trigger signal is sent to the sensor box, to trigger enabling for sensor in the sensor box.
Specifically, the controller controls the driver, so that the driver drives the stepper motor to drive institute Stop preset duration after plant sample is stated per rotation steps angle.After the preset duration, the plant sample is set to continue to revolve Turn, stop after being rotated by 360 °.The controller judges whether the anglec of rotation of the plant sample is less than 360 degree and shape Whether state is halted state.If it is determined that it is halted state that the anglec of rotation of the plant sample, which is less than 360 degree and state, then institute State controller and send trigger signal to the sensor box, started working with triggering sensor in the sensor box.If sentence The anglec of rotation of the disconnected plant sample is more than 360 degree and is halted state, then does not send trigger signal.If it is determined that the plant The state of thing sample is rotation status, then does not also send trigger signal.
On the basis of any of the above-described embodiment, device described in the present embodiment also includes color correction colour atla, for obtaining Take the Standard Colors of the plant sample.
Specifically, described device also includes color correction colour atla, and the color correction colour atla can be 128 color color corrections Colour atla, the present embodiment are not limited to the species of the color correction colour atla.The color correction colour atla is placed on the plant sample This side, enables the sensor box to obtain the image of the color correction colour atla and plant sample simultaneously, and in the image Color correction colour atla and plant sample it is not overlapping.The standard face of the image is calculated using the color correction colour atla in the image Color.
On the basis of any of the above-described embodiment, 3D cameras described in the present embodiment is used for 60 degree of level, vertical 45 degree Rectangular pyramid shape transmitting laser spots, and capture the image of the laser spots.
Specifically, the 3D cameras can launch multiple laser spots, such as 800 × 600 laser spots.The laser spots are with water Flat 60 degree vertical 45 degree rectangular pyramid shape projects.After the laser spots are irradiated to the plant sample, the 3D phases Machine captures the image of the laser spots.More remote apart from the 3D cameras, the distance of adjacent laser point is bigger.Laser spots PnZ sit Target computational methods are:
Z=α × D (Pn,Pn+1),
Wherein, α is coefficient, and D () is the distance between two neighboring laser spots in laser dot image.The factor alpha can be Obtained by the demarcation of plane where Z coordinate.The laser spots PnX-coordinate computational methods be:X=Z × x/ α.Laser spots Pn's Y-coordinate computational methods are:Y=Z × y/ α.Wherein, x is the abscissa of laser dot image, and y is the ordinate of laser dot image. After the three-dimensional point cloud coordinate (X, Y, Z) for obtaining each laser spots, the form table of the plant sample can be obtained by points cloud processing Shape parameter value.
On the basis of any of the above-described embodiment, spectrum camera described in the present embodiment is provided with optical filter, the spectrum The spectral response range of camera is 900-2500nm, and lens focus 8mm, resolution ratio is 4000 × 3000.
Specifically, the spectrum camera is provided with optical filter, and the spectral response range of the spectrum camera is 900- 2500nm, lens focus 8mm, resolution ratio are 4000 × 3000.The spectrum camera can shoot the more of the plant sample Individual spectrum channel image, including the chlorophyll characteristic wave bands image of plant, moisture characteristic wave bands image, protein characteristic ripple Section image etc., the spectrum channel image can reflect nutrition condition, water deficit, the biochemical reactions of the plant sample Active degree etc..
On the basis of any of the above-described embodiment, the lens focus of otherwise visible light color camera described in the present embodiment is 12mm, resolution ratio are 4000 × 3000.
Specifically, light color camera lens focus 12mm can described be seen, resolution ratio is 4000 × 3000, described for obtaining The color and texture of plant sample.
A kind of plant phenotype measuring method is provided in another embodiment of the present invention, and Fig. 2 carries for the embodiment of the present invention The plant phenotype measuring method flow chart of confession, the plant phenotype measurement apparatus described in this method the various embodiments described above, including it is following Step:S1, after the root system for removing plant sample, by the plant sample be fixed on rotation weigh box clamping device on;S2, lead to Crossing the box of weighing that rotates rotates the plant sample, passes through the weighing device rotated in box of weighing and obtains the plant The weight of sample;S3, the form phenotypic parameter value of the plant sample is obtained by the 3D cameras in sensor box, by described Spectrum camera in sensor box obtains physiological phenotype parameter value, is obtained by the otherwise visible light color camera in the sensor box Color and vein phenotypic parameter value.
Specifically, in S1, before plant phenotype measurement is carried out, using air pump by the air-filled pore on air cell covering to air bag Cover inflation, the air cell covering after inflation form semi-enclosed plant phenotype measuring environment, avoid the wind of open air to plant leaf blade and stem The disturbance of stalk, while avoid converting influence of the illumination to shooting.The shape of the air cell covering can be square, cuboid etc., The present embodiment is not limited to the shape of the air cell covering.After measurement, air-filled pore can be opened, by the gas in the air cell covering Body is released, and is convenient for carrying.Region inflated airbag cover being placed on where plant sample.Plant sample is obtained, described in removal It is fixed in after the root system of plant sample on the clamping device for rotating box of weighing.In S2, the electricity for rotating box of weighing is connected Source, rotate the plant sample.The weight of the plant sample is obtained by the weighing device rotated in box of weighing.
In S3, the sensor box includes 3D cameras, spectrum camera and otherwise visible light color camera.The sensor box direction It is described to rotate box of weighing.The height of the sensor box can be adjusted, and by adjusting the height of the sensor box, obtain shooting The suitable visual angle of the plant sample.Wherein, the 3D cameras transmitting laser spots, when the laser spots are irradiated to the plant sample After this, the 3D cameras capture the image of the laser spots.The laser dot image is passed into back-end server, the laser Dot image is three-dimensional point cloud.Server is according to the height of the three-dimensional point cloud calculating plant sample, width, the number of blade, stem Leaf angle, azimuth, the value for the form phenotypic parameter such as stalk is long, stalk is thick.The spectrum camera obtains the plant sample Spectrum picture, the spectrum picture is passed into back-end server, server calculates the plant sample according to the spectrum picture The value of the physiological phenotype parameters such as moisture originally, chlorophyll content, protein content.The otherwise visible light color camera obtains can See honorable color image, the otherwise visible light color image is passed into back-end server, obtained by the otherwise visible light color image Color, the value of texture isophenous parameter of the plant sample.
The present embodiment easy to remove and arrangement plant sample measuring environment, is being rotated by using inflated airbag cover Weigh and fix plant sample on box, rotate plant sample, and obtain the weight of plant sample;Meanwhile in rotary course, make The image of the plant sample is obtained with sensor box, the phenotypic parameter of plant sample is obtained according to the image of the plant sample Value so that phenotype measurement is economic, simple, efficiently and accurately.
On the basis of above-described embodiment, plant sample described in the present embodiment stops in advance after often rotating predetermined interval angle If duration;If judge that the anglec of rotation of the plant sample is less than 360 degree and state for halted state, to the sensor box Trigger signal is sent, to trigger enabling for sensor in the sensor box.
Specifically, preset duration is stopped after the plant sample is per rotation steps angle.After the preset duration, make institute State plant sample to continue to rotate, stop after being rotated by 360 °.Judge whether the anglec of rotation of the plant sample is less than 360 Spend and whether state is halted state.If it is determined that the anglec of rotation of the plant sample is less than 360 degree and state is stopping shape State, then trigger signal is sent to the sensor box, started working with triggering sensor in the sensor box.If it is determined that institute The anglec of rotation for stating plant sample is more than 360 degree and be halted state, then does not send trigger signal.If it is determined that the plant sample This state is rotation status, then does not also send trigger signal.
Finally, the present processes are only preferable embodiment, are not intended to limit the scope of the present invention.It is all Within the spirit and principles in the present invention, any modification, equivalent substitution and improvements made etc., the protection of the present invention should be included in Within the scope of.

Claims (10)

  1. A kind of 1. plant phenotype measurement apparatus, it is characterised in that including:
    Inflated airbag cover, rotate weigh box and sensor box;
    Wherein, the side of the air cell covering is opened wide;
    Box is weighed in the rotation and sensor box is located inside the air cell covering;
    The box of weighing that rotates includes clamping device, stepper motor, driver, controller and weighing device;
    Wherein, the stepper motor, driver and controller are located at below the clamping device;
    The driver is connected with the stepper motor, and the controller is connected with the driver;
    The weighing device is located at below the Step motor;
    The sensor box includes 3D cameras, spectrum camera and otherwise visible light color camera.
  2. 2. plant phenotype measurement apparatus according to claim 1, it is characterised in that described device also includes setup module, The setup module is connected with the controller, for setting the interval angles of the plant sample rotation.
  3. 3. plant phenotype measurement apparatus according to claim 1, it is characterised in that the controller is used to make plant sample Rotation, until the plant sample is rotated by 360 °.
  4. 4. plant phenotype measurement apparatus according to claim 3, it is characterised in that the controller is used to make the plant Sample per rotation steps angles after stop preset duration, and be less than 360 degree in the anglec of rotation of the plant sample and state is During halted state, trigger signal is sent to the sensor box, to trigger enabling for sensor in the sensor box.
  5. 5. plant phenotype measurement apparatus according to claim 1, it is characterised in that described device also includes color correction color Card, for obtaining the Standard Colors of the plant sample.
  6. 6. plant phenotype measurement apparatus according to claim 1, it is characterised in that the 3D cameras are used for level 60 Degree, vertical 45 degree of rectangular pyramid shape transmitting laser spots, and capture the image of the laser spots.
  7. 7. plant phenotype measurement apparatus according to claim 1, it is characterised in that the spectrum camera is provided with optical filtering Piece, the spectral response range of the spectrum camera are 900-2500nm, lens focus 8mm, resolution ratio 4000 × 3000.
  8. 8. plant phenotype measurement apparatus according to claim 1, it is characterised in that the camera lens of the otherwise visible light color camera Focal length is 12mm, and resolution ratio is 4000 × 3000.
  9. 9. a kind of plant phenotype measuring method, it is characterised in that usage right requires any described plant phenotype measurement dresses of 1-8 Put, comprise the following steps:
    After the root system for removing plant sample, the plant sample is fixed on the clamping device for rotating box of weighing;
    The plant sample is rotated by the box of weighing that rotates, passes through the weighing device rotated in box of weighing and obtains institute State the weight of plant sample;
    The form phenotypic parameter value of the plant sample is obtained by the 3D cameras in sensor box, by the sensor box Spectrum camera obtain physiological phenotype parameter value, color and vein table is obtained by otherwise visible light color camera in the sensor box Shape parameter value.
  10. 10. plant phenotype measuring method according to claim 9, it is characterised in that the plant sample often rotates default Stop preset duration after interval angles;
    If judge that the anglec of rotation of the plant sample is less than 360 degree and state for halted state, to sensor box hair Trigger signal is sent, to trigger enabling for sensor in the sensor box.
CN201710569488.3A 2017-07-13 2017-07-13 Plant phenotype measuring device and method Active CN107449775B (en)

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CN109238166A (en) * 2018-07-17 2019-01-18 北京农业信息技术研究中心 A kind of plant phenotype acquisition device and its acquisition method
CN109373977A (en) * 2019-01-02 2019-02-22 山东农业大学 The active vision platform and plant phenotype acquisition methods obtained for plant phenotype
CN111179363A (en) * 2020-01-14 2020-05-19 北京农业信息技术研究中心 High-throughput plant phenotype measuring device and method
CN112986240A (en) * 2021-02-03 2021-06-18 南京农业大学 Leaf phenotype-based tea tree variety identification method

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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109238166A (en) * 2018-07-17 2019-01-18 北京农业信息技术研究中心 A kind of plant phenotype acquisition device and its acquisition method
CN109373977A (en) * 2019-01-02 2019-02-22 山东农业大学 The active vision platform and plant phenotype acquisition methods obtained for plant phenotype
CN111179363A (en) * 2020-01-14 2020-05-19 北京农业信息技术研究中心 High-throughput plant phenotype measuring device and method
CN111179363B (en) * 2020-01-14 2023-09-12 北京农业信息技术研究中心 High-throughput plant phenotype measuring device and method
CN112986240A (en) * 2021-02-03 2021-06-18 南京农业大学 Leaf phenotype-based tea tree variety identification method

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