The present disclosure generally relates to agricultural applicators for performing spraying operations within a field and, more particularly, to systems and methods for performing spraying operations with an agricultural sprayer, such as spraying operations that allow for selective application of an agricultural product onto plants.
Agricultural sprayers apply an agricultural product (e.g., a pesticide, a nutrient, and/or the like) onto crops and/or a ground surface as the sprayer is traveling across a field. To facilitate such travel, sprayers can be configured as self-propelled vehicles or implements towed behind an agricultural tractor or another suitable work vehicle. In some instances, the sprayer includes an outwardly extending boom assembly having a plurality of boom sections supporting a plurality of spaced-apart nozzle assemblies. Each nozzle assembly has a valve configured to control the spraying of the agricultural product through a nozzle onto underlying targets, which may include crops and/or weeds. The boom assembly is disposed in a “cantilevered” arrangement during the spraying operation, wherein the boom sections are extended to cover wide swaths of the field. For transport, the boom assembly is folded to reduce the width of the sprayer.
Some sprayers may control the flow of agricultural product through individual nozzles to apply the agricultural product to defined targets. However, under certain operating conditions, some or all of the nozzle assemblies may move from a default position as the boom is deflected causing misapplications of the agricultural product. Accordingly, an improved system and method for performing spraying operations with an agricultural sprayer would be welcomed in the technology.
Aspects and advantages of the technology will be set forth in part in the following description, or may be obvious from the description, or may be learned through practice of the technology.
In some aspects, the present subject matter is directed to a system for an agricultural vehicle that includes a boom assembly and a nozzle assembly positioned along the boom assembly. A position sensor is associated with the boom assembly. A field sensor is associated with the nozzle assembly. A computing system is operably coupled with the nozzle assembly, the position sensor, and the field sensor. The computing system is configured to detect a target within a field based on data from the field sensor; determine a boom deflection model based on data from the position sensor; and activate the nozzle assembly to apply an agricultural product to the target based on the boom deflection model.
In some aspects, the present subject matter is directed to a method for selectively applying an agricultural product. The method includes receiving, with a computing system, data indicative of one or more objects within a field. The method also includes identifying, with the computing system, a target from the one or more objects. The method further includes receiving, with the computing system, boom data related to curvature of a boom assembly relative to a frame. Lastly, the method includes determining, with the computing system, a boom deflection model based on the boom data.
In some aspects, the present subject matter is directed to a system for an agricultural vehicle includes a boom assembly and a nozzle assembly positioned along the boom assembly. A position sensor is associated with the boom assembly. A computing system is operably coupled with the nozzle assembly and the position sensor, the computing system configured to receive data from the position sensor; determine a boom deflection model based on the data from the position sensor; and determine a boundary of an application region based on the boom deflection model.
These and other features, aspects, and advantages of the present technology will become better understood with reference to the following description and appended claims. The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments of the technology and, together with the description, serve to explain the principles of the technology.
A full and enabling disclosure of the present technology, including the best mode thereof, directed to one of ordinary skill in the art, is set forth in the specification, which makes reference to the appended figures, in which:
Repeat use of reference characters in the present specification and drawings is intended to represent the same or analogous features or elements of the present technology.
Reference now will be made in detail to embodiments of the disclosure, one or more examples of which are illustrated in the drawings. Each example is provided by way of explanation of the discourse, not limitation of the disclosure. In fact, it will be apparent to those skilled in the art that various modifications and variations can be made in the present disclosure without departing from the scope or spirit of the disclosure. For instance, features illustrated or described as part can be used with another embodiment to yield a still further embodiment. Thus, it is intended that the present disclosure covers such modifications and variations as come within the scope of the appended claims and their equivalents.
In this document, relational terms, such as first and second, top and bottom, and the like, are used solely to distinguish one entity or action from another entity or action, without necessarily requiring or implying any actual such relationship or order between such entities or actions. The terms “comprises,” “comprising,” or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. An element preceded by “comprises . . . a” does not, without more constraints, preclude the existence of additional identical elements in the process, method, article, or apparatus that comprises the element.
As used herein, the terms “first,” “second,” and “third” may be used interchangeably to distinguish one component from another and are not intended to signify a location or importance of the individual components. The terms “coupled,” “fixed,” “attached to,” and the like refer to both direct coupling, fixing, or attaching, as well as indirect coupling, fixing, or attaching through one or more intermediate components or features, unless otherwise specified herein. The terms “upstream” and “downstream” refer to the relative direction with respect to an agricultural product within a fluid circuit. For example, “upstream” refers to the direction from which an agricultural product flows, and “downstream” refers to the direction to which the agricultural product moves. The term “selectively” refers to a component's ability to operate in various states (e.g., an ON state and an OFF state) based on manual and/or automatic control of the component.
Furthermore, any arrangement of components to achieve the same functionality is effectively “associated” such that the functionality is achieved. Hence, any two components herein combined to achieve a particular functionality can be seen as “associated with” each other such that the desired functionality is achieved, irrespective of architectures or intermedial components. Likewise, any two components so associated can also be viewed as being “operably connected” or “operably coupled” to each other to achieve the desired functionality, and any two components capable of being so associated can also be viewed as being “operably couplable” to each other to achieve the desired functionality. Some examples of operably couplable include, but are not limited to, physically mateable, physically interacting components, wirelessly interactable, wirelessly interacting components, logically interacting, and/or logically interactable components.
The singular forms “a,” “an,” and “the” include plural references unless the context clearly dictates otherwise.
Approximating language, as used herein throughout the specification and claims, is applied to modify any quantitative representation that could permissibly vary without resulting in a change in the basic function to which it is related. Accordingly, a value modified by a term or terms, such as “about,” “approximately,” “generally,” and “substantially,” is not to be limited to the precise value specified. In at least some instances, the approximating language may correspond to the precision of an instrument for measuring the value, or the precision of the methods or apparatus for constructing or manufacturing the components and/or systems. For example, the approximating language may refer to being within a ten percent margin.
Moreover, the technology of the present application will be described in relation to exemplary embodiments. The word “exemplary” is used herein to mean “serving as an example, instance, or illustration.” Any embodiment described herein as “exemplary” is not necessarily to be construed as preferred or advantageous over other embodiments. Additionally, unless specifically identified otherwise, all embodiments described herein should be considered exemplary.
As used herein, the term “and/or,” when used in a list of two or more items, means that any one of the listed items can be employed by itself, or any combination of two or more of the listed items can be employed. For example, if a composition or assembly is described as containing components A, B, and/or C, the composition or assembly can contain A alone; B alone; C alone; A and B in combination; A and C in combination; B and C in combination; or A, B, and C in combination.
In general, the present subject matter is directed to a system for an agricultural vehicle. The system includes a boom assembly. A nozzle assembly is positioned along the boom assembly.
A position sensor is associated with the boom assembly. The position sensor can be configured to output data indicative of a measured boom position relative to a default axis. A field sensor is also associated with the nozzle assembly. The field sensor may be configured to capture data indicative of field conditions within the field. In several embodiments, the field sensor may be able to capture data indicative of objects and/or field conditions within an underlying field.
A computing system is operably coupled with the nozzle assembly, the position sensor, and the field sensor. The computing system may be configured to detect a target within a field based on data from the field sensor. The computing system may also be configured to determine a boom deflection model based on data from the position sensor. The boom deflection model may predict or determine a magnitude of fore-aft deflection (and/or any other direction) of the boom assembly and/or a speed of movement of the first nozzle and the second nozzle relative to the underlying field and/or relative to the vehicle. The computing system may further be configured to activate the nozzle assembly to apply an agricultural product to the target based on the boom deflection model. By utilizing data from the position sensor to determine a boom deflection model, processing speeds of the computing system may be increased, which may allow for the sprayer to move along an underlying field at quicker speeds.
Referring now to
In some embodiments, such as the one illustrated in
The chassis 12 may also support a cab 30, or any other form of operator's station, that houses various control or input devices (e.g., levers, pedals, control panels, buttons, and/or the like) for permitting an operator to control the operation of the sprayer 10. For instance, as shown in
The chassis 12 may also support a product system 41. The product system 41 can include one or more tanks, such as a product tank 36 and/or a rinse tank 38. The product tank 36 is generally configured to store or hold an agricultural product, such as a pesticides (e.g., herbicides, insecticides, rodenticides, etc.) and/or a nutrients. The agricultural product is conveyed from the product tank 36 and/or the rinse tank 38 through a product circuit including various plumbing components, such as interconnected pieces of tubing, for release onto the underlying field 20 (e.g., plants and/or soil) through one or more nozzle assemblies 42 mounted on the boom assembly 40 (or the sprayer 10). Each nozzle assembly 42 may include, for example, a spray nozzle 44 (
The chassis 12 may further support a boom assembly 40 that can include a frame 48 that supports first and second boom arms 50, 52, which may be orientated in a cantilevered nature. The first and second boom arms 50, 52 are generally movable between an operative or unfolded position (
To facilitate transport, each boom arm 50, 52 of the boom assembly 40 may be independently folded forwardly or rearwardly into the inoperative position, thereby reducing the overall width of the sprayer 10, or in some examples, the overall width of a towable implement when the applicator is configured to be towed behind the agricultural sprayer 10.
Each boom arm 50, 52 of the boom assembly 40 may generally include one or more boom sections. For instance, in the illustrated embodiment, the first boom arm 50 includes three boom sections, namely a first inner boom section 58, a first middle boom section 60, and a first outer boom section 62, and the second boom arm 52 includes three boom sections, namely a second inner boom section 64, a second middle boom section 66, and a second outer boom section 68. In such an embodiment, the first and second inner boom sections 58, 64 may be pivotably coupled to the frame 48. Similarly, the first and second middle boom sections 60, 66 may be pivotably coupled to the respective first and second inner boom sections 58, 64, while the first and second outer boom sections 62, 68 may be pivotably coupled to the respective first and second middle boom sections 60, 66. For example, each of the inner boom sections 58, 64 may be pivotably coupled to the frame 48 at pivot joints 70. Similarly, the middle boom sections 60, 66 may be pivotally coupled to the respective inner boom sections 58, 64 at pivot joints 72, while the outer boom sections 62, 68 may be pivotably coupled to the respective middle boom sections 60, 66 at pivot joints 74.
As is generally understood, pivot joints 70, 72, 74 may be configured to allow relative pivotal motion between the adjacent boom sections of each boom arm 50, 52. For example, the pivot joints 70, 72, 74 may allow for articulation of the various boom sections between a fully extended or working position (e.g., as shown in
Additionally, as shown in
Referring to
During operation, various forces may be placed on the boom assembly 40 causing the boom arms 50, 52 and, consequently, the nozzle assemblies 42 positioned along the boom arms 50, 52, to be deflected or repositioned relative to the frame 48 and/or sprayer 10. For instance, a portion of the boom assembly 40 may be deflected from an assumed or a default position dp due to dynamic forces encountered when the sprayer 10 is turned, accelerated, or decelerated. In addition, terrain variations and weather variances may also cause deflection of the boom assembly 40. Further, a portion of the boom assembly 40 may come in contact with an object, thereby leading to deflection of the boom assembly 40.
Once the boom arm 50 is deflected in a fore direction df (i.e., a direction of forward travel 18) and/or in an aft direction da (i.e., an opposing direction of the direction of forward travel 18) of its default position dp, as respectively illustrated in dotted lines in
In embodiments that utilize a boom arm 50 that is supported by the frame 48 in a cantilevered orientation (or any other non-uniform orientation), such as the one illustrated in
With further reference to
In some examples, a first position sensor 82 may be positioned on one of the boom arms 50, 52 at a position proximate to the frame 48 and a second position sensor 82 may be positioned on proximate the outer portion of the boom assembly 40. Based on the relationship of the first position sensor 82 to the second position sensor 82, an estimated deflection or curvature of the boom assembly 40 may be calculated. In other examples, a single position sensor 82, which may be mounted on the boom arms 50, 52, may be used to calculate an estimated curvature of the boom assembly 40. In still yet other examples, the position sensor 82 may be positioned on the frame 48 and/or the sprayer 10 and monitor the boom assembly 40 remotely such that the boom assembly 40 is free of position sensors 82 and the estimated curvature of the boom assembly 40 is calculated by the remote position sensor 82.
In some embodiments, based on the detected and/or calculated position of various portions of the boom arm 50 at known time periods, a speed or acceleration of each nozzle assembly 42 along the boom arm 50 may be calculated to define a boom deflection model. The boom deflection model may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10). Thus, the boom deflection model may be used to determine an upcoming activation time for one or more nozzle assemblies 42 to exhaust the agricultural product on a defined target 94. In various embodiments, the boom deflection model may be determined through various geometric equations, lookup tables (LUTs), and/or any other method to determine a position, a speed, and/or an acceleration of each nozzle 44. Furthermore, the boom deflection model may also provide a prediction of movement of each nozzle 44 at some future time based on the current boom assembly conditions, nozzle conditions, sprayer conditions, environmental conditions, and/or any other conditions. Based on the boom deflection model, the timing of the deposition of the agricultural product may be altered to selectively spray the target 94 and/or a nozzle 44 to be used for exhausting agricultural product towards the target 94 may be chosen. In some instances, by using a boom deflection model, processing requirements may be lessened when compared to calculating each speed at all times, thereby making the system more responsive and/or allowing for faster sprayer speeds.
In some embodiments, the position sensor 82 may be configured as a strain gauge that detects strain indicative of the deflection of at least one of the boom arm 50 at a joint 70, 72, 74 of the boom assembly 40. In various embodiments, the position sensor 82 may be configured as one or more capacitive displacement sensors, Hall effect sensors, string potentiometers, or the like. Based on the detected strain at a defined position along the boom arm 50, a curvature of the boom arm 50 may be calculated. Based on the curvature of the boom arm 50, the computing system 102 determine a boom deflection model that may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10).
Additionally, and/or alternatively, in some examples, the position sensor 82 may be configured as an inertial measurement unit (IMU) that measures a specific force, angular rate, and/or an orientation of the boom arm 50 using a combination of accelerometers, gyroscopes, magnetometers, and/or any other practicable device. The accelerometer may correspond to one or more multi-axis accelerometers (e.g., one or more two-axis or three-axis accelerometers) such that the accelerometer may be configured to monitor the curvature of the boom assembly 40 in multiple directions, such as by sensing the boom arm acceleration along three different axes. It will be appreciated, however, that the accelerometer may generally correspond to any suitable type of accelerometer without departing from the teachings provided herein. Based on the curvature of the boom arm 50, the computing system 102 may determine a boom deflection model that may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10).
With further reference to
In embodiments incorporating an image sensor, each image sensor may be coupled to or mounted on the boom assembly 40 and configured to detect image data relating to a location of an object separated from the boom arm 50 at two instances with a defined time period between the two instances. As such, the computing system 102 can calculate an acceleration, orientation, and movement direction of the boom arm 50 based on the image data. Based on the calculated movement and/or position of the boom arm 50, the computing system 102 may further determine a curvature of the boom arm 50 based on the two instances. Based on the curvature of the boom arm 50, the computing system 102 may determine a boom deflection model that may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10).
In some embodiments, the position sensors 82 may additionally or alternatively correspond to one or more fluid conduit pressure sensors. In general, the pressure sensors may be configured to capture data indicative of the pressure of the agricultural product being supplied to the nozzle assemblies 42. As such, the pressure sensors may be provided in fluid communication with one of the fluid conduits 84 (
In various embodiments, the position sensors 82 may additionally or alternatively correspond to one or more airspeed sensors. In general, the airspeed sensors may be configured to capture data indicative of the airspeed of the air flowing past the boom assembly 40. The airspeed data may, in turn, be indicative of the speed at which the air moves relative to the boom assembly 40. In this respect, airspeed data may consider both the airflow caused by the movement of the boom arm 50 relative to the ground and the airflow caused by any wind that is present. For example, the airspeed sensors may correspond to a pitot tube, an anemometer, and/or the like. By measuring the movement of the boom arm 50 relative to the ground through the position sensor 82, the computing system 102 may be capable of determining an estimated boom arm curvature. Based on the curvature of the boom arm 50, the computing system 102 may determine a boom deflection model that may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10).
Referring now to
In some embodiments, the nozzle assembly 42 may include one or more nozzles 44 having varied spray characteristics. As such, the nozzle assembly 42 may vary the application region 88 based on the selected nozzle 44.
As shown, the boom assembly 40 may further include one or more field sensors 90 configured to capture data indicative of field conditions within the field 20. In several embodiments, each field sensor 90 may have a field of view or detection zone 92. In this regard, each field sensor 90 may be able to capture data indicative of objects and/or field conditions within its detection zone 92. For instance, in some embodiments, the field sensors 90 are object detecting/identifying imaging devices, where the data captured by the field sensors 90 may be indicative of the location and/or type of plants and/or other objects within the field 20. More particularly, in some embodiments, the data captured by the field sensors 90 may be used to allow various objects to be identified. For example, the data captured may allow a computing system 102 (
It should be appreciated that the agricultural sprayer 10 may include any suitable number of field sensors 90 and should not be construed as being limited to the number of field sensors 90 shown in
Referring now to
As shown in
In some embodiments, the first nozzle assembly 42a may be positioned along the boom assembly 40. The first nozzle assembly 42a can include a first valve 46a operably coupled with a first nozzle 44a and configured to control a flow of agricultural product through the first nozzle 44a. A second nozzle assembly 42b may be positioned along the boom assembly 40 on an opposing side of the first nozzle assembly 42a from a frame 48 (
The first and second nozzles 44a, 44b each define a respective orifice 106a, 106b that may dispense a fan 86 (
In several embodiments, each nozzle 44a, 44b may include a respective valve 46a, 46b for activating the respective nozzle 44a, 44b when a target 94 is detected and determined to be present within an application region 88 of the nozzle 44a, 44b. The valves 46a, 46b can further include restrictive orifices, regulators, and/or the like to regulate the flow of agricultural product from the product tank 36 and/or the rinse tank 38 to each orifice 106a, 106b. In various embodiments, the valves 46a, 46b may be configured as electronically controlled valves that are controlled by a Pulse Width Modulation (PWM) signal for altering the application rate of the agricultural product.
In general, the computing system 102 may comprise any suitable processor-based device, such as a computing device or any suitable combination of computing devices. Thus, in several embodiments, the computing system 102 may include one or more processor 110 and associated memory 112 configured to perform a variety of computer-implemented functions. As used herein, the term “processor” refers not only to integrated circuits referred to in the art as being included in a computer, but also refers to a controller, a microcontroller, a microcomputer, a programmable logic controller (PLC), an application specific integrated circuit, and other programmable circuits. Additionally, the memory 112 of the computing system 102 may generally comprise memory elements including, but not limited to, a computer readable medium (e.g., random access memory (RAM)), a computer readable non-volatile medium (e.g., a flash memory), a floppy disk, a compact disc-read only memory (CD-ROM), a magneto-optical disk (MOD), a digital versatile disc (DVD) and/or other suitable memory elements. Such memory 112 may generally be configured to store information accessible to the processor 110, including data 114 that can be retrieved, manipulated, created, and/or stored by the processor 110 and instructions 116 that can be executed by the processor 110, when implemented by the processor 110, configure the computing system 102 to perform various computer-implemented functions, such as one or more aspects of the image processing algorithms and/or related methods described herein. In addition, the computing system 102 may also include various other suitable components, such as a communications circuit or module, one or more input/output channels, a data/control bus, and/or the like.
It will be appreciated that, in several embodiments, the computing system 102 may correspond to an existing controller of the agricultural machine 10, or the computing system 102 may correspond to a separate processing device. For instance, in some embodiments, the computing system 102 may form all or part of a separate plug-in module or computing device that is installed relative to the sprayer 10 or boom assembly 40 to allow for the disclosed system 100 and method to be implemented without requiring additional software to be uploaded onto existing control devices of the sprayer 10 or boom assembly 40.
In several embodiments, the data 114 may be information received and/or generated by the computing system 102 that is stored in one or more databases. For instance, as shown in
In addition, the memory 112 may include a position sensor database 120 for storing position data received from the one or more position sensors 82. For example, the position sensors 82 may be configured to continuously or periodically capture data associated with a position of the boom assembly 40. In such embodiments, the data transmitted to the computing system 102 from the position sensors 82 may be stored within the position sensor database 120 for subsequent processing and/or analysis.
Further, as shown in
In several embodiments, the instructions 116 stored within the memory 112 of the computing system 102 may be executed by the processor 110 to implement a deflection analysis module 124. In general, the deflection analysis module 124 may be configured to process/analyze the data received from the one or more position sensors 82 and the boom characteristics to estimate or determine a boom deflection model. Specifically, in several embodiments, the deflection analysis module 124 may be configured to execute one or more algorithms to determine a magnitude of deflection and/or a direction of movement to generate the boom deflection model.
Additionally or alternatively, the instructions 116 stored within the memory 112 of the computing system 102 may be executed by the processor 110 to implement an image analysis module 126. In general, the image analysis module 126 may be configured to process/analyze the images received from the field sensors 90a, 90b and/or the data deriving therefrom to identify one or more targets target 94 (
Referring still to
Further, as shown in
Similarly, one or more communicative links or interfaces may be provided between the transceiver 130 and the powertrain control system 22 that includes the power plant 24, the transmission system 26, and the brake system 28. Through the usage of any of these systems, the vehicle computing system 102 may collect data related to one or more vehicle conditions, such as speed variations that may cause the boom assembly 40 to move from its neutral position. In some instances, in addition to the computing system 102 determining a speed and direction of the boom arm deflection, the computing system 102 may also predict a future position of the boom based on the boom deflection model and the detected vehicle conditions. In turn, the computing system 102 may determine an upcoming activation time with the upcoming activation time defining a time in which a detected target 94 is to be positioned within an application region 88.
The power plant 24 is configured to vary the output of the engine to control the speed of the vehicle 10. For example, the power plant 24 may vary a throttle setting of the engine, a fuel/air mixture of the engine, a timing of the engine, and/or other suitable engine parameters to control engine output. In addition, the transmission system 26 may adjust gear selection within a transmission system 26 to control the speed of the vehicle 10. Furthermore, the brake system 28 may adjust braking force, thereby controlling the speed of the vehicle 10. While the illustrated powertrain control system 22 includes the power plant 24, the transmission system 26, and the brake system 28, it should be appreciated that alternative embodiments may include one or two of these systems, in any suitable combination. Further embodiments may include a powertrain control system 22 having other and/or additional systems to facilitate adjusting the speed of the vehicle 10.
Additionally or alternatively, one or more communicative links or interfaces (e.g., one or more data buses) may be provided between the transceiver 130 and a steering system 132 configured to control a direction of the vehicle 10 through manipulation of one or more wheels 14, 16 (
Further, one or more communicative links or interfaces may be provided between the transceiver 130 and a user interface, such as a user interface 32 housed within the cab 30 of the sprayer 10 or at any other suitable location. The user interface 32 may be configured to provide feedback to the operator of the agricultural machine 10. Thus, the user interface 32 may include one or more feedback devices, such as display screens 32A, speakers, warning lights, and/or the like, which are configured to communicate such feedback. In addition, some embodiments of the user interface 32 may include one or more input devices 34, such as touchscreens, keypads, touchpads, knobs, buttons, sliders, switches, mice, microphones, and/or the like, which are configured to receive user inputs from the operator.
Still further, one or more communicative links or interfaces may be provided between the transceiver 130 and a remote electronic device 134. The one or more communicative links or interfaces may be one or more of various wired or wireless communication mechanisms, including any combination of wired (e.g., cable and fiber) and/or wireless (e.g., cellular, wireless, satellite, microwave, and radio frequency) communication mechanisms and any desired network topology (or topologies when multiple communication mechanisms are utilized). Exemplary wireless communication networks include a wireless transceiver (e.g., a BLUETOOTH module, a ZIGBEE transceiver, a Wi-Fi transceiver, an IrDA transceiver, an RFID transceiver, etc.), local area networks (LAN), and/or wide area networks (WAN), including the Internet, providing data communication services.
The electronic device 134 may also include a display for displaying information to a user. For instance, the electronic device 134 may display one or more user interfaces and may be capable of receiving remote user inputs. In addition, the electronic device 134 may provide feedback information, such as visual, audible, and tactile alerts and/or allow the operator to alter or adjust one or more components of the vehicle 10 or the boom assembly 40 through usage of the remote electronic device 134. It will be appreciated that the electronic device 134 may be any one of a variety of computing devices and may include a processor and memory. For example, the electronic device 134 may be a cell phone, mobile communication device, key fob, wearable device (e.g., fitness band, watch, glasses, jewelry, wallet), apparel (e.g., a tee shirt, gloves, shoes, or other accessories), personal digital assistant, headphones and/or other devices that include capabilities for wireless communications and/or any wired communications protocols.
In operation, the one or more field sensors 90a, 90b positioned along the boom assembly 40 may provide data related to one or more respective imaged portions of an agricultural field 20 (
In addition, the one or position sensors 82 positioned along the boom assembly 40 may provide data related to a curvature of the boom assembly 40, which may then be used to define the boom deflection model. The boom deflection model may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10). Thus, the boom deflection model may be used to determine an upcoming activation time for one or more nozzle assemblies 42 to exhaust the agricultural product on a defined target 94. Based on the position of the target 94 being determined to be within the application region 88, the system 100 may perform a spraying operation to selectively spray or treat the target 94. As such, a more accurate application of the agricultural product to the target 94 may be accomplished.
It will be appreciated that, although the various control functions and/or actions will generally be described herein as being executed by the computing system 102, one or more of such control functions/actions (or portions thereof) may be executed by a separate computing system 102 or may be distributed across two or more computing systems (including, for example, the computing system 102 and a separate computing system). For instance, in some embodiments, the computing system 102 may be configured to acquire data from the field sensors 90a, 90b for subsequent processing and/or analysis by a separate computing system (e.g., a computing system associated with a remote server). In other embodiments, the computing system 102 may be configured to execute the image analysis module 126 to determine and/or monitor one or more objects and/or field conditions within the field 20, while a separate computing system (e.g., a vehicle computing system associated with the agricultural machine 10) may be configured to execute the control module 128 to control the operation of the agricultural machine 10 based on data and/or instructions transmitted from the computing system 102 that are associated with the monitored objects and/or field conditions. Likewise, in some embodiments, the computing system 102 may be configured to acquire data from the one or more position sensors 82 for subsequent processing and/or analysis by a separate computing system (e.g., a computing system associated with a remote server). In other embodiments, the computing system 102 may be configured to execute the deflection analysis module 124 to determine a boom deflection model, while a separate computing system (e.g., a vehicle computing system associated with the agricultural machine 10) may be configured to execute the control module 128 to control the operation of the agricultural machine 10 based on data and/or instructions transmitted from the computing system 102 that are associated with the boom deflection model.
Referring now to
With reference to
In addition, the position sensors 82 may be configured to capture data indicative of a curvature of the boom assembly 40. Based on the curvature of the boom assembly 40, the computing system 102 may calculate a deflection magnitude and/or a deflection direction of the boom assembly 40 to define a boom deflection model that may map a deflection of each nozzle assembly 42 from a default axis ad, a nozzle speed or acceleration, and/or a direction of movement of each nozzle assembly 42 relative to the frame 48 (or other component of the sprayer 10).
In various embodiments, based on the determination that a target 94 is present within the field 20 and a determined boom deflection model, the system 100 may perform a spraying operation to selectively spray or treat the target 94 while the target 94 is within a defined application region 88 of a nozzle 44a, 44b.
With further reference to
As illustrated in
As illustrated in
Referring now to
In addition, when the boom assembly 40 is deflected from the default axis ad, the geometric shape of the application region 88 may be altered and/or rotated relative to the default axis ad. For instance, as illustrated in
In the embodiments illustrated in
Additionally or alternatively, the computing system 102 may activate the second valve 46b when the target 94 is projected to pass through the application region 88 a second time due to oscillation of the boom assembly 40 based on the boom deflection model. In such instances, multiple applications of the agricultural product may be applied to a common target 94, and/or multiple attempts may be performed on a single target 94 to further ensure that the target 94 was contacted by the agricultural product.
While the example provided in
Referring now to
As shown in
At (204), the method 200 can include identifying a target from the one or more objects, which may include the detected/identified weeds (e.g., with a suitable herbicide) and/or the detected/identified crops (e.g., with a nutrient).
At (206), the method 200 can include receive boom data related to curvature of a boom assembly relative to a frame. As provided herein, the boom data may be generated by a position sensor.
At (208), the method 200 can include determine a boom deflection model based on the boom data. In various embodiments, the boom deflection model may map a nozzle speed or acceleration and a direction of movement of each nozzle assembly relative to the frame (or other component of the sprayer). Additionally or alternatively, the boom deflection model may define a predicted boundary of an application region of the nozzle assembly based on the nozzle speed or acceleration and the direction of movement of each nozzle assembly relative to the default axis.
At (210), the method 200 can include activating a valve of a nozzle assembly to apply an agricultural product to the target based on the boom deflection model. As provided herein, with the valve of the nozzle assembly activated, the nozzle assembly may dispense or otherwise spray a fan of the agricultural product onto the target when the target is in an application region that corresponds to an area for which the agricultural product exhausted from the nozzle may contact. In various instances, the application region may be varied based on a variety of factors, which can include, but are not limited to, sprayer conditions (e.g., speed of the sprayer, direction of travel of the sprayer, acceleration of the sprayer, etc.), boom conditions (e.g., speed of the nozzle assembly, deflection magnitude of the assembly from a default position, acceleration of the nozzle assembly, direction of movement of the nozzle assembly relative to the frame 48 and/or the underlying field, etc.), environmental conditions (e.g., wind speed, wind direction, percent humidity, ambient temperature, etc.), and/or any other factors.
At (212), the method 200 can include detecting an actual boundary of the application region. In various embodiments, the actual boundary of the application region may be detected by the field sensors.
At (214), the method 200 can include comparing the predicted boundary of the nozzle to the actual boundary. At (216), the method 200 can include updating the boom deflection model based on a difference between the predicted boundary of the application region and the detected boundary of the application region. The updating of the boom deflection model may include updating any of the various factors that may affect the application region of the nozzle assembly.
In various examples, the method may implement machine learning methods and algorithms that utilize one or several machine learning techniques including, for example, decision tree learning, including, for example, random forest or conditional inference trees methods, neural networks, support vector machines, clustering, and Bayesian networks. These algorithms can include computer-executable code that can be retrieved by the computing system and/or through a network/cloud and may be used to evaluate and update the boom deflection model. In some instances, the machine learning engine may allow for changes to the boom deflection model to be performed without human intervention.
It is to be understood that the steps of any method disclosed herein may be performed by a computing system upon loading and executing software code or instructions which are tangibly stored on a tangible computer-readable medium, such as on a magnetic medium, e.g., a computer hard drive, an optical medium, e.g., an optical disc, solid-state memory, e.g., flash memory, or other storage media known in the art. Thus, any of the functionality performed by the computing system described herein, such as any of the disclosed methods, may be implemented in software code or instructions which are tangibly stored on a tangible computer-readable medium. The computing system loads the software code or instructions via a direct interface with the computer-readable medium or via a wired and/or wireless network. Upon loading and executing such software code or instructions by the controller, the computing system may perform any of the functionality of the computing system described herein, including any steps of the disclosed methods.
The term “software code” or “code” used herein refers to any instructions or set of instructions that influence the operation of a computer or controller. They may exist in a computer-executable form, such as machine code, which is the set of instructions and data directly executed by a computer's central processing unit or by a controller, a human-understandable form, such as source code, which may be compiled in order to be executed by a computer's central processing unit or by a controller, or an intermediate form, such as object code, which is produced by a compiler. As used herein, the term “software code” or “code” also includes any human-understandable computer instructions or set of instructions, e.g., a script, that may be executed on the fly with the aid of an interpreter executed by a computer's central processing unit or by a controller.
This written description uses examples to disclose the technology, including the best mode, and also to enable any person skilled in the art to practice the technology, including making and using any devices or systems and performing any incorporated methods. The patentable scope of the technology is defined by the claims, and may include other examples that occur to those skilled in the art. Such other examples are intended to be within the scope of the claims if they include structural elements that do not differ from the literal language of the claims, or if they include equivalent structural elements with insubstantial differences from the literal language of the claims.