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CrC for irrigation FuturEs




     crc for irrigation futures
     WHEN AND WHErE TO WATEr? ASK THE PLANT, AuTOMATICALLy
     Cheryl McCarthy, CRC for Irrigation Futures
     The existence of spatial variability
     in the field means that the water
     requirements of different areas of
     a crop may not be the same. There
     is potential for saving water by
     variably applying water in response
     to real-time, site-specific irrigation
     requirement. however, real-time
     sensors need to be developed to
     measure real-time plant water stress
     at high spatial resolution.

        For cotton, the best indicator of
     water stress is plant growth. A cotton
     plant adds a new node to the main
     stem every three days, so the distance
     between these nodes on the main stem
     indicates the vegetative growth of the
     plant. Internode length is an attribute       automatic conveyance of camera enclosure in a cotton crop.
     measured by agronomists to identify
     how moisture stressed a cotton crop is.    be much better if the process could be         length with a standard error of 1.0
     However, measuring internode length        automated.                                     mm and correlation coefficient of
     is a tedious manual task, and it would                                                    0.92. Calculations indicate that the
                                                Potential of machine vision                    algorithms can be performed in
                                                Machine vision, which can measure              real time. A patent application has
                                                automatic internode length, is one             been lodged for this method and
                                                possibility for doing this. Machine            apparatus by the CRC’s company IF
                                                vision involves the extracting of useful       Technolofgies Pty Ltd.
                                                information in a scene from a two-               This research represents a step
                                                dimensional projection of the scene,           forward in machine vision of
                                                such as an image captured by camera.           plants in the field environment.
                                                   A vision system has been designed           Typically, automatic machine vision
                                                to automatically measure internode             measurement of plant parameters
                                                length. The system features a camera           in the field is restricted to whole-
                                                enclosure that traverses the crop              plant characteristics, such as plant
                                                canopy. The enclosure comprises                height or plant spacing. Publicly
                                                a video camera sitting behind a                reported research for the automatic
                                                transparent panel, and uses the                identification of subplant features such
                                                flexible upper main stem of the plant          as stems and nodes is presently limited
                                                to firstly touch the plant against the         to seedlings and controlled glasshouse
                                                transparent panel, and then smoothly           environments.
                                                and non-destructively move over the              The current research has
                                                plant. When the main stem touches              demonstrated that a within-canopy
                                                the transparent panel, it becomes a            camera enclosure is a suitable platform
                                                fixed object plane from which reliable         for automatic measurement of plant
                                                two-dimensional geometry can be                parameters in the field. Automatic
                                                measured.                                      internode length measurement has
                                                   Software algorithms have been               been successfully achieved.
                                                written to take the image sequences              The sensor may potentially be used in a
                                                collected by the camera and then               real-time application, such as a variable-
                                                systematically identify the main stem,         rate irrigation machine, and could be
                                                plant branches, and then nodes, which          implemented at relatively low cost.
                                                are the intersection of the branches
                                                with the main stem. From a sequence
                                                                                               Cheryl McCarthy is doing her PhD with the
                                                of detected node positions, the                CRC for Irrigation Futures. As part of this
                                                distance between nodes, or internode           research she is looking at the potential of using
                                                distance, can be measured. Using the           machine vision to identify when and where to
     Figure 1. (top) Moving image capture                                                      water plants. Cheryl’s is doing this research on
     apparatus; and (below) sample image from   developed process, the system has              cotton crops being grown on the Darling Downs
     apparatus.                                 automatically measured internode               in Queensland.


30   irrigation australia

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Irrigation futures - When and where to water, ask the plant, automatically

  • 1. CrC for irrigation FuturEs crc for irrigation futures WHEN AND WHErE TO WATEr? ASK THE PLANT, AuTOMATICALLy Cheryl McCarthy, CRC for Irrigation Futures The existence of spatial variability in the field means that the water requirements of different areas of a crop may not be the same. There is potential for saving water by variably applying water in response to real-time, site-specific irrigation requirement. however, real-time sensors need to be developed to measure real-time plant water stress at high spatial resolution. For cotton, the best indicator of water stress is plant growth. A cotton plant adds a new node to the main stem every three days, so the distance between these nodes on the main stem indicates the vegetative growth of the plant. Internode length is an attribute automatic conveyance of camera enclosure in a cotton crop. measured by agronomists to identify how moisture stressed a cotton crop is. be much better if the process could be length with a standard error of 1.0 However, measuring internode length automated. mm and correlation coefficient of is a tedious manual task, and it would 0.92. Calculations indicate that the Potential of machine vision algorithms can be performed in Machine vision, which can measure real time. A patent application has automatic internode length, is one been lodged for this method and possibility for doing this. Machine apparatus by the CRC’s company IF vision involves the extracting of useful Technolofgies Pty Ltd. information in a scene from a two- This research represents a step dimensional projection of the scene, forward in machine vision of such as an image captured by camera. plants in the field environment. A vision system has been designed Typically, automatic machine vision to automatically measure internode measurement of plant parameters length. The system features a camera in the field is restricted to whole- enclosure that traverses the crop plant characteristics, such as plant canopy. The enclosure comprises height or plant spacing. Publicly a video camera sitting behind a reported research for the automatic transparent panel, and uses the identification of subplant features such flexible upper main stem of the plant as stems and nodes is presently limited to firstly touch the plant against the to seedlings and controlled glasshouse transparent panel, and then smoothly environments. and non-destructively move over the The current research has plant. When the main stem touches demonstrated that a within-canopy the transparent panel, it becomes a camera enclosure is a suitable platform fixed object plane from which reliable for automatic measurement of plant two-dimensional geometry can be parameters in the field. Automatic measured. internode length measurement has Software algorithms have been been successfully achieved. written to take the image sequences The sensor may potentially be used in a collected by the camera and then real-time application, such as a variable- systematically identify the main stem, rate irrigation machine, and could be plant branches, and then nodes, which implemented at relatively low cost. are the intersection of the branches with the main stem. From a sequence Cheryl McCarthy is doing her PhD with the of detected node positions, the CRC for Irrigation Futures. As part of this distance between nodes, or internode research she is looking at the potential of using distance, can be measured. Using the machine vision to identify when and where to Figure 1. (top) Moving image capture water plants. Cheryl’s is doing this research on apparatus; and (below) sample image from developed process, the system has cotton crops being grown on the Darling Downs apparatus. automatically measured internode in Queensland. 30 irrigation australia