The present invention relates to automated machinery, and particularly, to a machine vision enabled precision sprayer for a modular agricultural implement.
Beneficial commodity plant treatment materials include, but are not limited to, fertilizers and pathogen management materials, for example, insecticides and fungicides. Treatment materials used for thinning commodity plants include, but are not limited to, fertilizers, acids, and herbicides. Such treatment materials may be produced in dry and/or fluid form; however, most are applied to commodity fields in fluid form that may be, for example, broadcast sprayed, sprayed only on commodity plants, or sprayed only on non-commodity plants or around commodity plants.
The efficacy of treatment materials against pathogens in many cases continues to weaken over time due to heightened resistance against common treatment materials. Previously, spraying treatment material onto any portion of a commodity plant structure would generally transfer the treatment material to the pathogen itself and achieve a beneficial result. More recently however, treatment materials often must be applied directly to the pathogen to ensure a beneficial result, requiring much more treatment material volume and thus cost. Pathogens are often located in cervices between plant structures, for example, between leaves and near the base of leaf petioles at the stem node junction. For treatment materials to reach such pathogens, the application process typically required soaking the commodity plant with material treatment in order to successfully penetrate the plant structure and reach the pathogen, further increasing cost and excessive treatment material run-off from the plants.
Some treatment materials that may be available are too costly to apply using broadcast, non-precision spraying given the economic factors associated with growing particular commodity plants and/or environmental and human consumption factors associated with higher volumes of treatment materials.
Residual dribble of treatment material because of a dead zone in the delivery system causes wasted material and material being applied to unintended areas of the commodity bed, for example, drizzling thinning treatment material on commodity plants traversed after the spray cycle had been terminated.
Prior art sprayer systems used for precision agriculture are expensive systems that are specific to treatment material spray application and are not adapted to be used with other agricultural tools and lifecycle processes, elevating capital costs and production costs for commodity crops.
At least one prior art spray treatment delivery system uses a large plenum with multiple nozzles and large pressure fan within plenum to create a treatment material fog area within the plenum area and over the commodity plant bed, and may include inefficient overlapping spray patterns of adjacent spray nozzles. While minimizing drift outside the boundaries of the plant bed, this prior art system uses high volumes of treatment materials sufficient to cover the entire commodity plant bed and is unable to apply treatment materials to only selected commodity plants, or to only non-commodity plants, or to only areas around selected commodity plants. Such application systems waste expensive treatment material and delivery treatment material to unnecessary areas, risking detrimental environmental impacts.
Another prior art spray treatment delivery system uses a spray plenum for each plant row, but lacks efficient spray flow characteristics and thus extends the treatment material applied well beyond the boundaries of the individual commodity plants. The prior art system also lacks efficient spray flow characteristics to effectively penetrate the commodity plant structure for effective coverage of pathogens with treatment material that provides a beneficial outsome.
The present invention may comprise one or more of the features recited in the attached claims, and/or one or more of the following features and combinations thereof.
An illustrative smart sprayer for a precision agricultural implement includes a mount for coupling the sprayer to a modular tool arm of the implement, and includes a spray head, airflow generator, treatment material valve, and an inspirator mixer all located within a containment shroud. The smart sprayer is one of various alternative agricultural tools that can be selectively coupled to and be operated by a control system of the common platform precision agricultural implement, including a machine vision module for identifying and locating commodity plants, non-commodity plants, and positioning the agricultural tools laterally and vertically relative to commodity plant lines.
One illustrative embodiment of a smart sprayer for use with a precision agriculture implement to apply a treatment material to selective application sites, comprises: a shroud; a single spray head located within the shroud and positioned to direct the treatment material toward one of the selective application sites as it is traversed by the smart sprayer; an airflow generator positioned to direct an airflow around the single spray head and toward the one of the selective application sites. The smart sprayer can further comprise a mixer located coaxially around the single spray head, the mixer for mixing the airflow and the treatment material. The mixer can be a Venturi type inspirator. The single spray head can include a discharge tip; and the discharge tip can be located within a diverging cone of the mixer and adjacent to a throat of the mixer.
The smart sprayer can further comprise a first valve for selectively supplying the treatment material to the single spray head. The first valve can be located within the shroud and adjacent an inlet of the single spray head. The first valve can be a solenoid valve. The smart sprayer can further comprise a second valve for regulating the pressure of the treatment material discharged by the single spray head. The smart sprayer can further comprise a flowmeter for measuring the treatment material discharged by the single spray head or by multiple spray heads.
The airflow generator can comprise a fan located within the shroud. The airflow volume flowing over the single spray head can provide atomization of the treatment material discharged by the single spray head and/or can clears a discharge tip of the single spray head of residue treatment material after a discharge cycle of treatment material is complete. The smart sprayer can further comprise: an airflow generator controller for selectively setting an airflow volume produced by the airflow generator; and the airflow volume produced by the airflow generator can be at least 300 cubic feet per minute.
An airflow channel can be formed between an outer surface of the mixer and the shroud; and an air curtain can be formed by a portion of the airflow flowing through the airflow channel and around a mixture of the airflow and the treatment material exiting the mixer. The shroud can be cylindrical. The shroud can have a diameter between 3 inches and 9 inches and a length between 6 inches and 18 inches. The shroud can have a diameter of about 6 inches. The discharge tip of the single spray head can be located less than 4 inches above a bottom edge of the shroud. A discharge tip of the single spray head can be located within 2 inches of a bottom edge of the shroud.
A smart sprayer for use with a precision agriculture implement to apply treatment materials to selective application sites can comprise: a shroud; a first spray head located within the shroud and positioned to direct a first treatment material toward one of the selective application sites as it is traversed by the smart sprayer; an airflow generator positioned to direct an airflow around the first spray head and toward the one of the selective application sites; and a mixer located coaxially around the first spray head, the mixer for mixing the airflow and the treatment material. The smart sprayer can further comprise a second spray head located within the shroud and positioned to direct a second treatment material toward the one of the selective application sites as it is traversed by the smart sprayer. The smart sprayer can further comprise a second spray head located within the shroud and positioned to direct the first treatment material toward another one of the selective application sites as it is traversed by the smart sprayer. The smart sprayer can further comprise a second spray head located within the shroud and positioned to direct a second treatment material toward the one of the selective application sites as it is traversed by the smart sprayer, and wherein a spray pattern of the first spray head is different than a spray pattern of the second spray head.
A smart tool arm system for a precision agriculture implement for use with commodity plants in a commodity field can comprise: a modular tool arm for coupling with the precision agriculture implement, the tool arm including: a machine vision module coupled to the modular tool arm and including at least one digital camera; an agricultural tool mount; and a height adjustment mechanism for translating the first agricultural tool mount along a vertical axis; and a plurality of modular agricultural tools selectively couplable with the first agricultural tool mount, the plurality of modular agricultural tools including a first sprayer.
The first sprayer can comprise a shroud, an airflow generator, and a spray head; and one of the modular tool arm and the precision agricultural implement includes a control processor. The control processor can control the height adjustment mechanism to position a bottom of the shroud within a preselected distance from one of the commodity plants and the commodity plant bed. The control processor can control the height adjustment mechanism to position a discharge tip of the spray head a preselected distance from the commodity plants based at least in part on a spray angle of the spray head and the size of each of the commodity plants.
The first sprayer can further comprise a first valve for selectively supplying a treatment material to the spray head; the machine vision module and control processor can identify and locate relative to the first sprayer at least one of the commodity plants or a non-commodity plant for treatment; the processor can selectively actuate the first valve to apply treatment material as the first sprayer transients at least one of: a commodity plant, a non-commodity plant, and an area around the commodity plants. The first sprayer can further include a flowmeter and the control processor calculates and stores an amount of treatment material applied by the first sprayer to each of the at least one of the commodity plants or a non-commodity plant identified and located by the processor.
The first sprayer can further include a second valve for regulating the discharge rate of treatment material from the first sprayer; the processor can be configured to receive a treatment protocol for each of the at least one of the commodity plants or a non-commodity plant identified and located by the processor; and the processor can control at least one of the first valve and the second valve to selectively discharge treatment material based on the treatment protocol received.
The plurality of modular agricultural tools can include a second sprayer; the first sprayer and the second sprayer can be coupled to the agricultural tool mount; and the control processor can position the modular tool arm so that the first sprayer is aligned with a first plant line detected by the machine vision module and the second sprayer is aligned with a second plant line detected by the machine vision module. One of the modular tool arm and the precision agricultural implement can include a control processor; and the plurality of modular agricultural tools selectively couplable with the first agricultural tool mount further includes a cultivating tool selectively actuatable by the control processor.
Additional features of the disclosure will become apparent to those skilled in the art upon consideration of the following detailed description of the illustrative embodiment.
The detailed description particularly refers to the accompanying figures in which:
For the purposes of promoting and understanding the principles of the invention, reference will now be made to one or more illustrative embodiments illustrated in the drawings and specific language will be used to describe the same.
An illustrative smart sprayer tool attachment 400a for a precision agricultural implement 100 includes a mount 440 for coupling the sprayer tool attachment to a modular smart tool arm 300 of the implement, and a single spray head 410a, an airflow generator 460, a treatment material valve 420a, and an inspirator mixer 470, all located within a containment shroud 430. The smart sprayer 400a is one of various alternative agricultural tools that can be selectively coupled to and be operated by a control system 200 of the common platform precision agricultural implement 100, including a machine vision module 500 used in identifying and locating commodity plants 60, non-commodity plants 70, and in positioning the agricultural tool attachments 400a-b laterally (x-axis 90) and vertically (z-axis 94) relative to commodity plant lines 62.
Referring to
The illustrated implement 100 includes three tool arms 300, each of which include at least one agricultural tool for working a crop and/or field, for example, a pair of tool attachments 400a-b. However, in other embodiments (not shown) fewer than three or more than three tool arms may be used with implement 100. Each of the tool attachments 400 includes one or more agricultural tools for working on a commodity field 50, for example, a commodity plant bed 52. The embodiment illustrated in
Referring to
The solenoid valve mount 448 receives and secures a solenoid valve 420 and a spray head 410A for selectively discharging treatment materials supplied by a treatment supply fitting 422a and supply tube 422b, for example, to a selective application site such as the bounds of a commodity plant 60 detected by control system 200 and machine vision module 500. Advantageously, an airflow generator 460, for example, an electric powered axial fan, delivers airflow 406 (
An inspirator mixer 470 is also coupled to the valve mount 448 and is located circumferentially around the spray head 410a. The inspirator mixer 470 receives the airflow 406 at an inlet 476, and provides mixing of the airflow 406 with treatment material 402 discharged from the spray head 401, forming a treatment mixture 404 that includes more highly atomized treatment material and is directed out from an outlet 478 of the inspirator mixer at a bottom end 434 of the shroud 430 for application onto and penetration with commodity plant 60 or other selective application site.
Ambient air is drawn into the shroud 430 by the airflow generator 460, for example, through vents 436 defined through the shroud 430, for example located adjacent a top end 432. Advantageously, an airflow controller 462 may be used to adjustably control the volume of airflow 406 generated by the airflow generator 460 and delivered to the inspirator mixer 470. For example, in one embodiment the airflow 406 volume is within a range of between 300 CFM and 500 CFM. In many applications, the airflow generator 460 can operate continuously while transiting a commodity field 50. In contrast, in one embodiment the solenoid valve 428 can selectively enable and disable a flow of treatment material to the spray head 410a in order to precisely discharge treatment material to the selective application sites of the commodity field, for example only upon the sprayer tool attachment 400a transiting over selected commodity plants 60, or all around but not on the commodity plants, or only on non-commodity plants 70, such as weeds, or on select commodity plants to be thinned or otherwise treated, for example to bring all commodity plants to an equal maturity and/or size at harvest time. In another embodiment, selective application of treatment material may include varying with a regulating valve 424 the flowrate and/or volume of treatment material applied to a particular commodity plant 60, for example, based on size or other state of health, including detection of a pathogen or disease, for example, as detected via vision module 500 and control system 200, or as provided as data to control system 200 for a treatment protocol for each commodity plant or subsets of commodity plants. In another embodiment, selective application of treatment material includes both selectively enabling and disabling flow with solenoid valve 420a and selectively varying the flowrate with a regulating valve 424, such as is discussed below. In yet another embodiment, selective application of treatment material includes selectively enabling and varying the signal to a proportional solenoid valve 420a or selectively enabling and varying the duty cycle of a high-frequency solenoid valve 420a to control the discharge and rate of discharge of the treatment material.
For example, selective application sites for a precise discharge of treatment material may be a series of individual selected commodity plants 60 in a plant line 62, with the solenoid valve 428 operated for the sprayer attachment tool 400a to selectively apply treatment material to an individual commodity plant 60 as a selective application site, and to repeat the process for subsequently selected individual commodity plants traversed in the plant line 62.
An electrical connector 490 mounted with the bulkhead 442 can provide power and control signals from the implement 100 for the airflow controller 462 and the solenoid valve 420. Airflow controller 462 can be, for example, model number 20-1003 available from Steele Racing Products of Tucson, Ariz. The solenoid valve 420 can be, for example, model number Series 20 22H9DGM 24/DC available from Peter Paul Electronics CO., Inc., of New Britain, Conn.
Additional components of the sprayer tool attachment 400a which may be located with the structure shown in
In the illustrative embodiment, the discharge tip 414 is coupled to the sprayer body 412 with a sprayer cap 416, and may be an industry standard spray tip. For example, spray head 410a can include QJ1/4TT-NYB QuickJet Nozzle Body, CM114443-1-CELR cap and gasket, and TJ60-11003VS TwinJet discharge tip providing twin flat fan patterns of 110 degrees×20 degrees and 0.35 GPM of treatment material at 50 PSI, or 6505 discharge tip, providing a flat fan pattern of 65 degrees×20 degrees and 0.5 GPM of treatment material at 50 PSI, all available from TeeJet Technologies of Glendale Heights, Ill.
Advantageously, in the illustrative embodiment the spray head inlet 418 receiving treatment material is located immediately adjacent the solenoid valve 420a that switches the supply of treatment material on and off. This most proximate location of these two components, coupling them directly, minimizes the dead zone, i.e., the volume of treatment material located between the solenoid valve 420a and the discharge tip 412. Minimizing the dead zone thereby reduces the volume of residual drip of treatment material after solenoid valve 420a closes off the supply of treatment material.
Referring to
Optionally, an air channel may be formed between an outer surface 482 of the inspirator mixer and the interior surface 438 of the shroud 430, thereby providing an air curtain 408 around the mixture 404 of airflow 406 and treatment material 402, thereby further isolating and directing the treatment material 402 to the selective application site in the commodity field. Referring to
For example, as shown in
The illustrative embodiment of sprayer attachment tool 400a includes a shroud 430 having a diameter of 6 inches and a height of 12 inches. The mixer 470 includes an inlet 476 diameter of 4.1 inches, a throat 472 diameter of 2.5 inches, and an outlet 480 diameter of 5.3 inches. The mixer outlet 480 is located 0.5 inches above the bottom end 434 of the shroud 430 and the spray discharge tip 414 is located 0.5 inches below the midpoint of the throat 472 and 1.5 inches above the bottom end of 434 of the shroud 430. The converging cone 474 has an included angle of about 45 degrees and reduces the cross-sectional area from the inlet 476 to the throat 472 by about one-third. The diverging cone 478 has an included angle of about 90 degrees and expands the cross-sectional area from the throat 472 to the outlet 480 by about five-times. Advantageously the diameter of shroud 430 and dimensional and angular features of the mixer 470 can be selected based on the features of the commodity plant 60 to be treated, including the size of the commodity plant at the stage of maturity at the time of application, the size of weeds 70 being sprayed, and other features of treatment material and the desired mixture 404 of airflow and treatment material to be discharged from the mixer 470. Other embodiments include a shroud 430 having a diameter between 3 to 9 inches and a height between 6 to 18 inches.
Related selections for the sprayer tool attachment 400a to maximize application of treatment material for the commodity plant 60 features also include the distribution provided by the selection of a particular industry standard spray discharge tips 414, flowrate of the airflow 406, and the height of the discharge tip 414 and shroud bottom end 434 above the commodity plant 60 and/or working surface 58 of the commodity field 58. For example, in one illustrative application the bottom end 434 of the shroud 430 may be set for a height between 2 to 4 inches above the working surface 58 of the commodity field 50, and in another illustrative application the bottom end 434 of the shroud 430 may be set for a height of less than 2 inches above the working surface 58 of the commodity field 50. These selections may be set by the operator using manual adjustment of the tool arm 300, using the control system 200 HMI, or by the control system 200 automatically based on the machine vision module 500 detection of the size of the commodity plants 60. The control system 200 may operate the tool arm 300 to lower the sprayer tool attachment 400a to a preferred height for each treatment material application, for example, upon the sprayer transiting each commodity plant 60, and lift the tool arm 300 between commodity plants, thereby limiting the risk of damage to the commodity plants 60 and/or the sprayer tool attachment 400a. Alternatively, the control system 200 may operate the tool arm 300 to maintain the preferred height of the sprayer tool attachment 400a for the full length of a plant line 62.
An alternative embodiment of tool attachment 400a includes more than one spray head 410a within shroud 430 and optionally also includes more than one solenoid valve 420a in order to selectively operate each of the spray heads 410a, for example, to apply different treatment materials, to apply with different features of the spray discharged, for example, different spray patterns, or to apply to different areas relative to the tool attachment 400a.
An alternative embodiment of tool attachment 400b includes a pair of cultivator actuating tools 410b, in this example hoes used for cultivating. In
Advantageously, chassis 102 can be propelled across commodity field 50 using standard farm equipment, for example a tractor having a suitable power takeoff (PTO) drive shaft and a hitch (not shown) to pull and operate chassis 102. As will be discussed further below, the hydraulic system 150 and electric system 180 can both be powered by hydraulic pump 152 driven by the tractor PTO.
To understand an illustrative application of the illustrative implement 100 equipped with tool attachments 400a-b, refer now to
Referring to step 1 of
The above listed and additional features of the illustrative implement 100 with which tool attachment 400a-b operation will now be disclosed in further detail.
Referring to
An illustrative hitch receiver 140 coupled to crossbar 104 can be used to pull chassis 102 with a three-point hitch as is typically found on farm tractors. The hitch receiver includes lower devises 142 and an upper clevis 146; however, other attachment and hitching systems could be used.
Referring briefly to a schematic of hydraulic system 150 illustrated in
Electrical system 180 of chassis 102 can be alternatively powered by alternator 182 or battery 186. Additionally, alternator 182 is capable of charging battery 186. Electrical system 180 includes a power distribution and regulation module 184 (
Additional features of chassis 102 will be discussed further below, following a discussion of the modular smart tool arms 300 that can be supported and operated by chassis 102, for example, as is generally shown in
Referring first to
The tool arm 300 is modular in part in that it includes a mounting structure, for example, mount 310 which enables one or more tool arms to be releasably secured to toolbar 106 of chassis 102, for example, as shown in
An important aspect of the precision of tool arm 300 is the design and manufacture of a unitary or monolithic member for releasably mounting agricultural tools to, for example, a backbone 350. In the illustrative embodiment shown in
As will be evident from the above and below discussions of the operation of implement 100 using control system 200, it is particularly important to maintain precise displacements between the vision module 500, the ground follower 390, and the tool attachment 400a-b, which is why all three are modularly and precision mounted to a billet formed backbone 350.
Referring to
A system of adjustment left or right on toolbar 106 is included with the mount 310 and can be utilized before clamp 320 is secured to more easily move tool arm 300 into a desired position along the length of toolbar 106. Referring to
Referring again to
Referring to
Still referring to
For example, referring to
The movement of the least amount of mass as practical to precisely, smoothly, and quickly shift the tool attachments 400a-b left and right overcomes various disadvantages found in prior machines. For example, the actuation of hydraulic cylinder 176 left or right can be used to continually and precisely align tool attachments 400a-b with plant lines 62 of the commodity field 50 to account for shifts in plant lines 62 that occurred during planting and to account for shifts in the tractor pulling chassis 102. Additionally, the control system 200 may include a side shift position sensor 238 (not shown), for example a switch indicating when plant line alignment bar 196 is centrally located, left of center, and right of center, or, alternatively, an absolute position encoder can be used, either of which facilitate closed loop control of the position of plant line alignment bar 196 and thus the position of tool attachments 400a-b in alignment with plant lines 62.
Referring to
The lifted position of tool arm 300 is useful to secure the tool attachments 400a-b attached to tool arm 300 up and away from the ground, for example, when implement 100 is transitioning between commodity fields 50 or between the end of set of plant lines 62 and the beginning of an adjacent set. Additionally, if operating in a field 50 with fewer plant lines 62 per bed 52 than the implement 100 provides, then one or more tool arms 300 can be selectively actuated to and locked, e.g., manually/hydraulically or via system hydraulic controls 210, in the lifted position so that only those required for the number of plant lines are lowered and used, advantageously, without have to physically remove tool arm 300 or components thereof from implement 100. The height of each tool arm 300 relative to the working surface 58 is set by the extension and retraction of hydraulic cylinders 346 for each tool arms 300 attached to chassis 102.
In one embodiment, the height is controlled by controlling the continuous hydraulic pressure applied to each end of the piston of lift hydraulic cylinder 346. In another embodiment, the height is controlled by controlling the continuous differential of the hydraulic pressure applied across the ends of the piston of the lift hydraulic cylinder 346. In yet another embodiment, discussed further below, the height is controlled by setting a continuous regulated hydraulic pressure to one end of the piston of the lift hydraulic cylinder 346, and by continuously controlling the hydraulic pressure applied to the other end of the piston of the lift hydraulic cylinder. For example, a proportional solenoid valve 170 (
For example, upon reaching the end of plant lines 62, the hitch of the tractor pulling chassis 102 can be used to lift it up by hitch receiver 140. A lift sensor, for example, a pressure switch 218 (
Returning to the discussion of tool arm 300, lift hydraulic cylinder 346 also can be controlled during operation to lighten the downward force toward the ground of tool arm 300 due to the weight of the various components of the tool arm. By applying hydraulic pressure to each actuation end of lift hydraulic cylinder 346, as introduced above, and individually controlling each of those pressures, thus also controlling the differential pressure, the amount of downward force operating on each tool arm 300 is very dynamically controllable, and responsiveness to following changes in the soil profile/level in the bed 52 for each of the individual tool arms 300, as will be discussed further below in the section further discussing the control system 200.
In a working or down position in which lift hydraulic cylinder 346 is at least partly extended (not shown) the various tool attachments 400a-b attached to the illustrative embodiment of the tool arm 300 are configured to operate with a preferred operating depth under or operating height above the surface of the soil of bed 52. Referring now to
The illustrative embodiment also includes a height sensor 398, for example an angular encoder, for determining the relative height of the backbone and thus the working tools to the working surface 58. For example, the height in the illustrative embodiment is based on an lever pivot angle 399 of the lever 392 to the backbone 350, which changes as the mass of the lever 392 and roller 396 keeps the roller 396 in contact with the working surface 58 as a z-axis distance between the backbone 350 to the working surface 58 changes. In other embodiments the height sensor may be a ranging, accelerometer, or other sensor capable of determining the relative height of the backbone 350 or tool attachments 400a-b to the working surface 58.
The z-axis 94 location of the end of the various tool attachments 400a-b attached a tool arm 300 are generally set at a desired depth or height relative to the bottom of roller 396 and ski 398. By the control system 200 controlling the hydraulic pressure applied to a first port of the lift hydraulic cylinder 346 to provide upward lift to backbone 350, at least a portion of the weight/mass of and supported by the tool arm 300 is supported and the downward force of the roller 396 is reduced in order to prevent soil compaction and excess lowering of the tool arm, while also maintain enough downward force and system responsiveness to follow the elevation of the soil surface of the bed 52 being worked.
For example, in an illustrative embodiment, a continuous regulated hydraulic pressure of 600 psi provided to a first port of lift hydraulic cylinder 346 that provides upward movement of the backbone 350, and a continuous regulated hydraulic pressure of 200 psi provided to a second port of lift hydraulic cylinder 346 that provides downward movement of the backbone 350, provides a desired ‘float,’ i.e. upward offset or relief of the weight of and supported by the tool bar 300, to provide responsive following of the working surface 58 by the ground follower 390 and thus the tool arm 300 and supported tool attachments 400a-b, while also preventing excessive compaction of the working surface 58 by the ground follower 390, which would extend the working tools downward beyond a desired height relative to the working surface 58.
Furthermore, in the illustrative embodiment, the control system 200 receives data from one or more pressure sensors 222 for measuring the hydraulic pressure at the first and the second port, or the differential hydraulic pressure, along with receiving data from the height sensor 398, which together are used by the control system 200 to actively regulate one of the continuous differential hydraulic pressure between the first and second port, or the continuous regulated pressure applied to the first port, in order to maintain the tool arm 300 and supported tool attachments 400a-b at a desired depth or height along the z-axis 96 relative to the working surface 58. In one embodiment, a proportional hydraulic valve 170 controlled by the control system 200 controls a continuous but variable hydraulic pressure to the first port, feedback of that pressure is provided by the pressure sensor 222, and the continuous regulated backside pressure to the second port is preset and not variably controlled. An advantage in responsiveness and precision in desired height of the tool arm 300 over a working surface 58 having varied conditions and varied elevation is provided over prior art designs by the combination of the continuous and regulated downward pressure supplied to the second port, and the continuous variably controlled upward pressure supplied to the first port of the lift hydraulic cylinder 346. In one illustrative embodiment, a separate proportional hydraulic valve 170 and pressure sensor 222 is used for each of the tool arms 300 and hydraulic cylinders 346. In one illustrative embodiment, the control system 200 incorporates a low pass filter to the height control data from the height sensor 398, and/or other damping to the control of the height of the tool arm 300. In another illustrative embodiment, the lever 392 is fixedly mounted to the backbone 350.
Referring now to
In the illustrated embodiment, camera 510 and optics 516 are packaged with a cylindrical vision module housing 514 and optional module housing lens protector 522.
The correlation of locations and distances within captured images is critical to determining the timing of when to open and close tools 510 to avoid a commodity plant 60 which has been identified in an image captured a known distance ahead of the tool attachments 400a-b, including more specifically, for example, ahead of sprayer head 410a or cultivator tools 410b. To improve the correlation of the location of the commodity plant with the actuation of tool attachment 400a-b, it has been found advantageous to take into account fixed, variable, and asynchronous processes relating to detecting and correlating a commodity plant with the machine-relative coordinate space. For example, applying an image timestamp upon the perception system 270 receiving the first data packet containing part of a new image from the vision module 500, and applying a timestamp to data from the odometer encoder 232 based on the midpoint time between the data request and the receipt of the data.
An example of the coordinate space and tracking of the location of objects of interest and the tools 510 in the coordinate space can be understood from steps 1 thru 5 of
Referring to
Referring to
In the illustrative embodiment, the slide table 380 provides manual adjustment along the z-axis 94 relative to the backbone 350 of a tool attachment 400a-b mounted to the slide table. The slide table 380 includes linear guides 382 upon which a table 384 may be translated up and down, for example, by cranking adjustment handle 386 and then locking table 384 in the desired position using locking handle 388. The table 384 provides a precision mounting surface for tool attachment 400a-b.
Referring now to
In the illustrated embodiment shown in
As discussed earlier above, illustrative tool attachments 400a include spray heads 410a for applying treatment materials to selective application sites, for example, to commodity plants 60 within plant line 62. Upon operation of spray heads 410a by solenoid valves 420a, treatment material is discharged by the spray heads 410 a onto the commodity plants 50 and not onto the space 72 between the commodity plants 60 within the plant line 62.
Referring to
Referring to
In some implementations or selected use of implement 100, control of the tool attachment 400a-b may only require processing of objects classified as the commodity plant of interest, in other implementations or selected use, control may only require processing of objects classified as weeds or a set of weed types, and in yet another implementation or selected use, control may require processing of both commodity plants and weeds. For example, depending on whether the attached tool attachment 400a-b is being used for weeding, thinning, or application of treatment materials, including selectively on one or both of commodity plants and weeds. In some implementations or selected use of implement 100, control of the tool attachments 400a-b may additionally or alternatively require other image processing, for example, detection of size, color, pathogens, disease, or other attributes of commodity plants 60.
Control system 200 also includes various controls 230, generally interfaced with controller 202, for example via a wireless or wired local area network (LAN) 206, for example, Ethernet. Controls 230 may include HMI 204, for example a touchscreen display device, and various input sensors, including a tilt sensor/inclinometer 234, odometer encoder 236 mounted with axle 124 (
Perception computer 270 provides the image processing, including bounding, classification, confidence, and location mapping of objects of interest, including commodity plants 60, to implement the general process illustrated by
Advantageously, the operation of implement 100 is not dependent on GPS or other such absolute or geographic positioning data or systems and can function solely using the relative positions of the plant lines 62 and the commodity plants 60 detected by the perception computer 270. Advantageously, the operation of the control system 200, including perception computer 270 and controller 202, may be autonomous in that it does not require remote data or computer resources; however, a local or remote wireless or wide area network (WAN) connection 208 may be used to remotely monitor, update, or to optionally supplement the data and computing resources of the control system 200.
An illustrative HMI for setup of control system 200 can include selecting a commodity plant type, a unit of measurement, and the spacing between commodity plants 62 with the plant line 60 and the spacing between adjacent plant lines 60.
An illustrative HMI can include entering the distance from the spray head 410a of each tool attachment 400a to the center of field of view of the camera module 500 on that tool arm 300. Other configuration relating to the tool attachment 400a can include timing information relating to the cycling of the discharge of treatment material from spray head 410a by switching of the solenoid valve 420a. Other configuration information includes cooling fan 118 temperature trigger, pressure limit settings and delay and transition times for the actuation up and down for the tool arms 300, odometer 336 calibration for rear wheel 126, ground pressure backside and wheels threshold.
An illustrative HMI can include the overall status of control system 200, voltage of electrical system 180, hydraulic oil pressure and temperature, and settings selected on setup page 242. Additional control settings that can be selected include the distance prior to plant center or plant bounds to activate spray head 410a, the distance after plant center or plant bounds to deactivate spray head 410a, height of the spray head 410a or bottom end 434 of shroud 430 above the ground, pressure and/or flowrate of treatment material supply, and airflow generator speed and/or airflow velocity and/or volumetric flowrate. And finally, a system start/stop selection and a tool arm lift/lower selection is provided.
An HMI 204 can also provide a selectable real-time view from each vision module 500 and an alarm page.
Advantageously each vision module 500, which in the illustrative embodiment includes one camera 510, is centered between two plant lines 60 and has a sufficient field of view for typical spacing between plant lines 60 in beds 52 to have within its field of view and process the classification, confidence, location, and/or bounds for up to at least two plant lines 60 simultaneously, and in some embodiments three or more plant lines. Tracking two plant lines 60 by a single camera and image not only reduces hardware requirements, but also provides for more precise plant line following than is provided by one camera centered on and tracking each plant line. Additionally, for embodiments that limit each camera 510 to tracking two plant lines, instead of tracking all plant lines 60 in a bed 52, better resolution, precision, and data collection is provided by the vision module 50.
Lamps 506 are strobed at an intensity near sunlight levels to minimize the impact of variations in sunlight and on shadows that dependent on environmental conditions and time of day. The set of images and data to train the CNN used with perception computer 270 can nonetheless include images taken in various environmental conditions and times to day to improve functionality.
In the operate mode, the processing and control timing accommodates a rate of travel of implement 100 up to a limit, for example, a limit that ensures every commodity plant 62 will appear in at least two images before that plant will be out of the field of view of the camera 510 and approaching the tool attachments 400a-b. Using such a limit improves classification, locating, and tracking and is also required to ensure tool attachments 400a-b can be operational before the arrival of the plant 62 at the tool attachments 400a-b. Alternative or additional criteria for rate of travel may also be used, including commodity plant or environmental conditions warranting a lower rate than the implement 100 may be technically capable off.
An illustrative state machine for operation of tool attachments 400a-b is shown in
Pre-processing of image data by vision module 500 or perception computer 270 prior to inference processing by the CNN or other AI model can include, but is not limited to, image timestamping, converting the image color space, for example, to RGB, rotating, rescaling the image, and other pre-processing known in the art.
Additionally, post-processing of the object bounds, location, classification, and confidence provided by the CNN or other AI model can be used to reduce errors and provide some fail safes for the AI processed data. For example, when the operation mode is initiated at the beginning of a plant line 62, the tool attachments may remain inactive until commodity plants have been classified and located for a preset span of distance along plant line 62. Additionally, detected objects with a confidence level below a selected threshold may be ignored or reclassified, as can objects with a bounding size outside of a threshold range.
Also, threshold ranges can be statically selected, or may be dynamically selected or dynamically adjusted based on average, mean, or other data analysis of object detections for a particular bed 52, field 50, type of commodity plant 60, period of time, or other such adjustment set criteria. For example, commodity plant 60 intervals or bounding size may be dynamic. If commodity plants 60 have been consistently classified and located at a regular interval of distance, if an expected commodity plant 60 is not identified along the plant line 62 at the expected interval, the existence of a commodity plant 60 at that location can optionally be inferred to avoid removing a commodity plant 60 that was not identified by the perception computer 270. Inversely, a potential false positive can be inferred and optionally reclassified for removal, for example, if a commodity plant 60 is classified and located at a location between the regular interval, additionally or alternatively, an outlier from a consistent range of bounding sizes may optionally be inferred to be a false positive.
If the distance between the location of two adjacent commodity plants 60 along a line 62 is too small and is thus insufficient to reliably cycle the tool attachments 400a-b thru deactivation and activation before traversing the second commodity plant, optionally the objects may be merged and the tool attachments 400a-b will remain activated for the full span of the two commodity plants 60, or non-max suppression may be used to remove the object with a lower confidence level, bounded size, or another such parameter. Additionally, or alternatively, commodity plants 60 located at other than the expected interval may be reclassified or otherwise treated as a weed for removal by tools 400a-b if thinning of the commodity plants 60 is desired and selected. Commodity plants 60 that are not located within a threshold range of a plant line 62 may also be reclassified or otherwise treated as a weed.
Also, if the inference time is not sufficient to classify and locate commodity plants in time for the spray head 410a to be activated by the time it transients the commodity plant, for example, if the implement 100 is being pulled at too high of a speed, the spray head 410a can be selected to remain activated or not activated continuously by the solenoid valve 420a along the the entire plant line 62, as desired.
Lastly, pre- and/or post-processing also addresses plant line 62 following and the left-right centering of the tool attachments 400a-b on each plant line. For example, in the illustrative embodiment a single vision module 500 is used for two adjacent lines 62. Depending on the field of view 58 of the lens 516, objects detected in lines 62 to the right and left of the two lines being worked by the that tool arm 300 may be masked in pre- or post-processing. Also, if a single line 62 is detected for one of the vision modules 500 rather than a pair of lines, rather than post-processing centering the left-right shifting of the tools arms 300 between the two lines, they are offset from the single line the appropriate distance for the line spacing set, for example, via the HMI. Also, left-right shifting may be based on a single selected vision module 500, or based on an averaging or other post-processing data analysis of the relative line locations detected for some or all of the vision modules 500.
For commodity plants 60 and optionally other objects that are classified and for which a location, bounding, and confidence level is desired, the image timestamp is matched to data from the odometer 232 for that timestamp, or, to save communication and computing bandwidth for the odometer, odometer data can be interpolated from the odometer data spanning the image timestamp. The odometer location of the plant can be determined from the timestamp, for example, by offsetting the odometer location based on the conversion from pixels that the plant is from the center of the field of view of the image. Finally, the odometer data increment at which the plant will be located at the location of blades 414 can then be determined by knowing the odometer distance between the center of the field of view of the image and thus camera 510 and the tool attachments 400a-b.
Alternatively, the location mapping of the commodity plants 60 can be done based on odometer and pixel conversions to real world measurement coordinate space, or to a different, even arbitrary measurement and location base for a coordinate space, as long as it correlates to the real world location of the camera 510, tool attachments 400a-b, and plants 60. Additionally, image flow of objects between consecutive images can be processed by perception computer 270 to determine speed and relative distances/locations over time, including when plants 60 will be located at tool attachment 400a-b without requiring the use of data from an odometer 236.
An illustrative state machine 600 for reliable operation of tool attachments 400a-b, including the above discussed features, is shown in
In step 708, the implement is calibrated. For example, various system and subsystem hydraulic pressures of hydraulic system 150 are set with manual regulators and/or the HMI touchscreen 204 as discussed above, any input sensors requiring calibration are calibrated, for example, setting the odometer encoder 232 based on the rear wheel 126 diameter. Additionally, the portion of the hydraulic system 150 operating the lift hydraulic cylinder 346 for the four-bar linkage portion of the tool arm 300 is calibrated to operate within a selected range of differential pressure and individual pressure limits to provide an operator selectability within that range. For example, so that the operator can easily adjust within the preselected range the weight of the tool arm 300 that is carried by the lift hydraulic cylinder 346 versus any weight on the ground applied by the ground follower 390 or the tool attachments 400a-b, depending on desired operation, performance, and characteristics, including but not limited to a desired level of dynamic following of varied soil profile levels, current field conditions, and soil compaction presence and/or avoidance. If the specific tool attachment 400a-b is mounted to tool arm 300, then the distance from the end effector of the tool, for example, spray head 410a or cultivator tools 410b to the center of the field of view of vision module 500 is also measured or otherwise verified and set in control system 200. Other additional calibration and or testing may also be completed at this step.
Still referring to
Once the tool attachments 400a-b are mounted to tool arms 300, in step 712 the operator can next provide any desired setting for control system 200 at HMI 204 for that specific operation, and also any additional calibration from step 708 which can now be completed with the mounted tool attachments 400a-b.
In step 714, a vehicle such as a tractor 40 is used to power and navigate the implement 100 to and within a field 50 to be worked. The implement 100 is lined up with the start of the commodity plant lines 62. In step 716, chassis 102 is lowered for operation, for example, using the three-point hitch on a tractor, and the implement is pulled along the plant lines. As discussed above, once control system 200 senses in step 716 that it has been lowered at the beginning of a plant line 62, for example using a weight-on-wheels sensor 218, inclinometer 234, or other sensor, the control system 200 switches from a transit mode to an operate mode, which includes the state machine 600 operation illustrated in
Because the systems of implement 100 are designed to be automatic once calibrated and set up, for example, including detecting plant lines 62, side shifting tool arms 300 to follow the plant lines, and to complete the selected working operation, such as weeding, on the field 50, advantageously no added in-cab controls are required for monitoring or operating implement 100. The HMI 204 is generally located on the implement 100 and any in-cab controls on the tractor 40 are optional, for example via a wireless device, for example a tablet computer or other handheld or mounted touch screen device, including for optional in-cab observation, changing settings, or initiating or ceasing operation; however, all that is required from tractor 40 to operate implement 100 is navigating across field 50 and raising and lowering the chassis 102 at the beginning and end of the plant lines 62.
In step 718, the control system 200, including machine controller 202 and perception system 270, perform the processing and control discussed above providing autonomous working of the plant lines 62. For example, the processing and control includes, but not limited to, detecting plant lines 62; centering tool arms 300 on plant lines 62; classifying, assigning confidence, bounding, locating and tracking objects of interest, including the above discussed optional pre-/post-processing functions; following the working surface 58 using lift cylinder 346 of tool arm 300, and operating the tool attachment 400a-b to perform the working operation for the plant lines 62.
In step 720, upon reaching the end of the plant lines 62, the implement 100 is lifted up off the wheels by the tractor 40 pulling the implement. The control system 200 responds by switching from the operate mode to transit mode. In transit mode, control system 200 ceases various operations controlled by machine controller 202 and perception system 270, including detecting plant lines 62, following the working surface 58 with lift cylinder 346, and the operation of the tool attachment 400a-b. Additionally, any reset functions are completed, for example, recentering the tools arms 300 via side-shift actuator 176. If the field 50 is not yet completed, then the process continues at step 714 with aligning the implement 100 at the start of additional plant lines 62 and lowering the implement.
While the invention has been illustrated and described in detail in the foregoing drawings and description, the same is to be considered as illustrative and not restrictive in character, it being understood that only illustrative embodiments thereof have been shown and described and that all changes and modifications that come within the spirit and scope of the invention as defined in the claims and summary are desired to be protected. For example, in addition to the treatment materials disclosed above, in an alternative embodiment, treatment materials may include other substances that may be sprayed, for example, but not limited to, water or other fluids, and dry fertilizer, soil, or other granular or pellet treatment material.
This is a nonprovisional of U.S. Provisional Patent Application No. 63/306,460, filed Feb. 3, 2022, and titled SMART SPRAYER FOR PRECISION AGRICULTURE; and the instant application claims priority to U.S. Nonprovisional patent application Ser. No. 17/672,647, filed Feb. 15, 2022, and titled MACHINE VISION PLANT TRACKING SYSTEM FOR PRECISION AGRICULTURE, now U.S. Pat. No. 11,521,382; which is a continuation-in-part patent application of U.S. Nonprovisional patent application Ser. No. 17/172,006, filed Feb. 9, 2021, and titled MACHINE VISION CONTROL SYSTEM FOR PRECISION AGRICULTURE, now U.S. Pat. No. 11,246,256, which claims priority to U.S. Provisional Patent Application No. 62/971,991, filed Feb. 9, 2020, and titled MODULAR PRECISION AGRICULTURE IMPLEMENT; and to U.S. Provisional Patent Application No. 62/972,641, filed Feb. 10, 2020, and titled MODULAR PRECISION AGRICULTURE IMPLEMENT; and to U.S. Provisional Patent Application No. 63/074,544, filed Sep. 4, 2020, and titled MODULAR PRECISION AGRICULTURE IMPLEMENT; and which also is a continuation-in-part patent application of U.S. Nonprovisional patent application Ser. No. 17/171,993, filed Feb. 9, 2021, and titled SMART TOOL ARM FOR PRECISION AGRICULTURE; and which is also a continuation-in-part patent application of U.S. Nonprovisional patent application Ser. No. 17/171,953, filed Feb. 9, 2021, and titled MODULAR SMART IMPLEMENT FOR PRECISION AGRICULTURE, now U.S. Pat. No. 11,272,655; each of which are incorporated herein by reference in their entireties.
Number | Date | Country | |
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63306460 | Feb 2022 | US | |
62971991 | Feb 2020 | US | |
62972641 | Feb 2020 | US | |
63074544 | Sep 2020 | US | |
62971991 | Feb 2020 | US | |
62972641 | Feb 2020 | US | |
63074544 | Sep 2020 | US | |
62971991 | Feb 2020 | US | |
62972641 | Feb 2020 | US | |
63074544 | Sep 2020 | US |
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Parent | 17672647 | Feb 2022 | US |
Child | 18061972 | US |
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Parent | 17172006 | Feb 2021 | US |
Child | 17672647 | US | |
Parent | 17171993 | Feb 2021 | US |
Child | 17672647 | US | |
Parent | 17171953 | Feb 2021 | US |
Child | 17672647 | US |