A CLOUD-BASED CONDITION MONITORING SOLUTION FOR AGRICULTURAL WINDROW FORAGE HARVESTERS WITH AI-DRIVEN RECOMMENDATIONS

Abstract

A cloud-based condition monitoring system for agricultural windrow forage harvesters with ai-driven recommendations comprises CBC_AWFHTMote (221), which is outfitted with an ATmega64 MCU board (227), CC3000 RF Module (222), temperature sensor (225), vibration sensor (224), humidity sensor (223), and power supply (226), is used to monitor temperature, vibration, and humidity parameters in real-time on agricultural windrow forage harvesters as the interface between operators and the monitoring system, the CBC_AWFHRMote, outfitted with an ATmega64 MCU board, CC3000 RF Module, GSM Modem, Buzzer, TFT Display, and Power Supply, offers real-time data visualization, AI-driven recommendations, and prompt alerts, thereby improving overall operational efficiency and enabling proactive maintenance of agricultural windrow forage harvesters.

Specification

Description:FIELD OF THE INVENTION
This invention relates to a cloud-based condition monitoring solution for agricultural windrow forage harvesters with ai-driven recommendations.
BACKGROUND OF THE INVENTION
This development offers a comprehensive method for observing and improving agricultural windrow forage harvesters' productivity. The system continuously collects and assesses data on the harvester's operational parameters, including temperature, vibration, and humidity, by integrating sensors, communication modules, and AI-powered algorithms. Whether via a TFT monitor installed on the harvester or through a customized web dashboard accessible from a distance, users can easily receive real-time evaluations and recommendations through an intuitive interface. In doing so, preventative maintenance, prompt action, and enhanced performance are made possible, which increases output, reduces downtime, and ensures that agricultural machinery operates as intended.
The invention addresses the difficulty of efficiently maintaining and monitoring agricultural windrow forage harvesters. Traditional monitoring techniques usually don't provide enough real-time insights or predictive power, which leads to reactive maintenance strategies and longer downtime.
US11154009B2: A non-row sensitive forage harvester header is formed with a single rotary member driven by a simplified drive mechanism coupled to the primary drive of the forage harvester to which the header is mounted. A horizontal drive shaft transfers the rotational power laterally to a gear box. The vertical output shaft from the gearbox has a first drive sprocket mounted thereon to connect directly with a drive chain fixed to the crop transfer disks, and a second drive sprocket mounted thereon and coupled to a drive chain entrained around a driven sprocket on the cutting disk to provide a drive speed differential with respect to the crop transfer disks. The crop guides are formed with rearwardly angled transfer arms cooperable with sweeper members on the crop transfer disk to direct the severed crop into engagement with the transfer disks for feeding into the forage harvester.
RESEARCH GAP: Cloud-Based Condition Monitoring Solution for Agricultural Windrow Forage Harvesters with AI driven is the novelty of the system.
US3796029A: A three-row forage harvester has a header provided with a stalk gatherer above the dividers thereof which includes a primary gathering unit having a stalk receiving throat and a secondary stalk engaging unit releasably connected to the primary unit within the throat. The yoke of the secondary unit may be height adjusted not only by virtue of the use of extensible yoke supporting arms but by virtue of the invertibility of the entire secondary unit itself.
RESEARCH GAP: Cloud-Based Condition Monitoring Solution for Agricultural Windrow Forage Harvesters with AI driven is the novelty of the system.
SUMMARY OF THE INVENTION
This summary is provided to introduce a selection of concepts, in a simplified format, that are further described in the detailed description of the invention.
This summary is neither intended to identify key or essential inventive concepts of the invention and nor is it intended for determining the scope of the invention.
To further clarify advantages and features of the present invention, a more particular description of the invention will be rendered by reference to specific embodiments thereof, which is illustrated in the appended drawings. It is appreciated that these drawings depict only typical embodiments of the invention and are therefore not to be considered limiting of its scope. The invention will be described and explained with additional specificity and detail with the accompanying drawings.
The CBC_AWFHTMote and CBC_AWFHRMote are the two specialized devices that make up this breakthrough. It is the CBC_AWFHTMote's responsibility to collect vital information on the harvester's operating circumstances. Equipped with temperature, vibration, and humidity sensors, this apparatus continuously tracks vital indicators that reflect the state and functionality of the gear. After being processed by the onboard ATmega64 MCU board, the collected data is wirelessly transferred via the CC3000 RF Module. On the other hand, the monitoring system and the operator are connected through the CBC_AWFHRMote. It also has extra features including a buzzer for instant notifications, a GSM modem for cellular connectivity, and a TFT display for real-time data visualization. The operator is given actionable insights on the state of the agricultural windrow forage harvester by the presentation of AI-driven recommendations on the TFT screen, which are derived from the studied data. Additionally, the GSM modem makes remote communication possible, allowing the operator to access monitoring data and get alerts from any location with network connectivity.
BRIEF DESCRIPTION OF THE DRAWINGS
The illustrated embodiments of the subject matter will be understood by reference to the drawings, wherein like parts are designated by like numerals throughout. The following description is intended only by way of example, and simply illustrates certain selected embodiments of devices, systems, and methods that are consistent with the subject matter as claimed herein, wherein:
FIGURE 1: SYSTEM ARCHITECTURE
The figures depict embodiments of the present subject matter for the purposes of illustration only. A person skilled in the art will easily recognize from the following description that alternative embodiments of the structures and methods illustrated herein may be employed without departing from the principles of the disclosure described herein.
DETAILED DESCRIPTION OF THE INVENTION
The detailed description of various exemplary embodiments of the disclosure is described herein with reference to the accompanying drawings. It should be noted that the embodiments are described herein in such details as to clearly communicate the disclosure. However, the amount of details provided herein is not intended to limit the anticipated variations of embodiments; on the contrary, the intention is to cover all modifications, equivalents, and alternatives falling within the scope of the present disclosure as defined by the appended claims.
It is also to be understood that various arrangements may be devised that, although not explicitly described or shown herein, embody the principles of the present disclosure. Moreover, all statements herein reciting principles, aspects, and embodiments of the present disclosure, as well as specific examples, are intended to encompass equivalents thereof.
The terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of example embodiments. As used herein, the singular forms "a"," "an" and "the" are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms "comprises," "comprising," "includes" and/or "including," when used herein, specify the presence of stated features, integers, steps, operations, elements and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components and/or groups thereof.
It should also be noted that in some alternative implementations, the functions/acts noted may occur out of the order noted in the figures. For example, two figures shown in succession may, in fact, be executed concurrently or may sometimes be executed in the reverse order, depending upon the functionality/acts involved.
In addition, the descriptions of "first", "second", "third", and the like in the present invention are used for the purpose of description only, and are not to be construed as indicating or implying their relative importance or implicitly indicating the number of technical features indicated. Thus, features defining "first" and "second" may include at least one of the features, either explicitly or implicitly.
Unless otherwise defined, all terms (including technical and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which example embodiments belong. It will be further understood that terms, e.g., those defined in commonly used dictionaries, should be interpreted as having a meaning that is consistent with their meaning in the context of the relevant art and will not be interpreted in an idealized or overly formal sense unless expressly so defined herein.
The CBC_AWFHTMote and CBC_AWFHRMote are the two specialized devices that make up this breakthrough. It is the CBC_AWFHTMote's responsibility to collect vital information on the harvester's operating circumstances. Equipped with temperature, vibration, and humidity sensors, this apparatus continuously tracks vital indicators that reflect the state and functionality of the gear. After being processed by the onboard ATmega64 MCU board, the collected data is wirelessly transferred via the CC3000 RF Module. On the other hand, the monitoring system and the operator are connected through the CBC_AWFHRMote. It also has extra features including a buzzer for instant notifications, a GSM modem for cellular connectivity, and a TFT display for real-time data visualization. The operator is given actionable insights on the state of the agricultural windrow forage harvester by the presentation of AI-driven recommendations on the TFT screen, which are derived from the studied data. Additionally, the GSM modem makes remote communication possible, allowing the operator to access monitoring data and get alerts from any location with network connectivity.
This innovation's process comprises ongoing data transfer, gathering, analysis, and presentation. The CBC_AWFHTMote continuously monitors a number of parameters when the agricultural windrow forage harvester is in use in the field. The gathered data is then sent to the CBC_AWFHRMote, where AI techniques are used to analyze it and find any anomalies or possible problems. This analysis is used by the system to produce recommendations for the operator. These recommendations are shown on the TFT display and, in the event that prompt action is required, can also cause alarms to sound on the buzzer. Furthermore, the system provides the ability for remote monitoring via an internet-accessible customized web dashboard. Operators can get full data insights, historical patterns, and AI-driven recommendations from any internet-enabled device by connecting the monitoring system to the cloud. Through proactive maintenance, performance optimization, and downtime reduction, this functionality improves agricultural operations' overall efficacy and efficiency. This invention essentially changes how agricultural machinery is managed by utilizing cutting-edge technology to guarantee peak efficiency and output.
BEST METHOD OF WORKING
For the purpose of enabling proactive maintenance and performance optimization, the CBC_AWFHTMote, which is outfitted with an ATmega64 MCU board, CC3000 RF Module, temperature sensor, vibration sensor, humidity sensor, and power supply, is used to monitor temperature, vibration, and humidity parameters in real-time on agricultural windrow forage harvesters.
As the interface between operators and the monitoring system, the CBC_AWFHRMote, outfitted with an ATmega64 MCU board, CC3000 RF Module, GSM Modem, Buzzer, TFT Display, and Power Supply, offers real-time data visualization, AI-driven recommendations, and prompt alerts, thereby improving overall operational efficiency and enabling proactive maintenance of agricultural windrow forage harvesters.
The cloud-based condition monitoring solution for agricultural windrow forage harvesters uses the ATmega64 MCU board, which is integrated with both CBC_AWFHTMote and CBC_AWFHRMote. It functions as the central processing unit for data acquisition, analysis, and control, enabling real-time monitoring, AI-driven decision-making, and communication functionalities.
The CBC_AWFHTMote and CBC_AWFHRMote are combined with the CC3000 RF Module, which enables wireless communication for data transmission between the monitoring devices and internet connectivity. This permits remote operation and monitoring of agricultural windrow forage harvesters.
The temperature sensor is integrated with CBC_AWFHTMote and provides vital information for evaluating the condition of the machinery and maximizing efficiency. It does this by continuously monitoring the temperature of agricultural windrow forage harvesters.
The Vibration Sensor, which is integrated with CBC_AWFHTMote, measures and identifies vibrations in agricultural windrow forage harvesters. This enables proactive maintenance to avert probable failures and the early diagnosis of mechanical problems.
The Humidity Sensor, which is integrated with CBC_AWFHTMote, keeps an eye on the humidity levels inside agricultural windrow forage harvesters. This data is vital for determining the state of the environment and guaranteeing that the machinery is performing at its best.
The GSM modem, which is integrated with CBC_AWFHRote, allows for cellular connectivity to send operators real-time data, alarms, and AI-driven recommendations. This makes it easier for agricultural windrow forage harvesters to monitor remote areas and make prompt interventions.
The Buzzer is connected with CBC_AWFHRMote and uses real-time data processing to present operators with audible alarms. This ensures that crucial conditions are met quickly and improves the operational effectiveness and safety of agricultural windrow forage harvesters.
The TFT Display is connected to CBC_AWFHRMote and provides operators with real-time data, AI-driven suggestions, and alarms. This facilitates prompt decision-making and improves the observation and management of agricultural windrow forage harvesters.
The Power Supply plugs into the CBC_AWFHTMote and CBC_AWFHRMote to supply the electrical energy required for the cloud-based condition monitoring solution for agricultural windrow forage harvesters to work and support continuous monitoring and data transmission.
ADVANTAGES OF THE INVENTION
1. On agricultural windrow forage harvesters, the CBC_AWFHTMote is used to continuously monitor temperature, vibration, and humidity conditions. This allows for preventive maintenance and performance optimization.
2. The CBC_AWFHRMote, which serves as an interface between operators and the monitoring system, provides real-time data visualization, AI-driven recommendations, and prompt alerts, all of which enhance operational efficiency and allow for proactive maintenance of agricultural windrow forage harvesters.
3. The ATmega64 MCU board acts as the central processing unit for data collecting, analysis, and control. It facilitates communication functions, AI-driven decision-making, and real-time monitoring in the cloud-based condition monitoring system for agricultural windrow forage harvesters.
4. The CBC_AWFHTMote and CBC_AWFHRMote are equipped with the CC3000 RF Module, which enables internet access and wireless data transmission between the monitoring devices, allowing for remote operation and monitoring of agricultural
5. The Temperature sensor, which is a part of the CBC_AWFHTMote, keeps track of the temperature of agricultural windrow forage harvesters in real time. This information is vital for assessing the condition of the equipment and maximizing its efficiency.
6. The Vibration Sensor, which is included into the CBC_AWFHTMote, measures and detects vibrations in agricultural windrow forage harvesters. This allows for the proactive maintenance of potential failures and the early detection of mechanical difficulties.
7. The Humidity Sensor, which is a component of the CBC_AWFHTMote, measures the humidity within agricultural windrow forage harvesters. This data is vital for determining the state of the environment and guaranteeing that the machinery is running at its best.
8. The GSM modem, which is included into the CBC_AWFHRMote, allows cellular communication to send operators real-time data, alarms, and AI-driven recommendations. This makes it easier for agricultural windrow forage harvesters to monitor remote areas and make prompt interventions.
9. The Buzzer, which is a part of the CBC_AWFHRMote, is a device that sounds alarms to operators based on real-time data analysis. This guarantees that operators respond quickly to critical situations and improves the safety and operational effectiveness of agricultural windrow forage harvesters.
10. The TFT Display, which is integrated with the CBC_AWFHRMote, gives operators a visual representation of real-time data, AI-driven suggestions, and alarms. This facilitates prompt decision-making and improves the monitoring and management of agricultural windrow forage harvesters.
, Claims:1. A cloud-based condition monitoring system for agricultural windrow forage harvesters with ai-driven recommendations comprises CBC_AWFHTMote (221), which is outfitted with an ATmega64 MCU board (227), CC3000 RF Module (222), temperature sensor (225), vibration sensor (224), humidity sensor (223), and power supply (226), is used to monitor temperature, vibration, and humidity parameters in real-time on agricultural windrow forage harvesters.
2. The system as claimed in claim 1, wherein as the interface between operators and the monitoring system, the CBC_AWFHRMote, outfitted with an ATmega64 MCU board, CC3000 RF Module, GSM Modem, Buzzer, TFT Display, and Power Supply, offers real-time data visualization, AI-driven recommendations, and prompt alerts, thereby improving overall operational efficiency and enabling proactive maintenance of agricultural windrow forage harvesters.
3. The system as claimed in claim 1, wherein the cloud-based condition monitoring solution for agricultural windrow forage harvesters uses the ATmega64 MCU board, which is integrated with both CBC_AWFHTMote and CBC_AWFHRMote, it functions as the central processing unit for data acquisition, analysis, and control, enabling real-time monitoring, AI-driven decision-making, and communication functionalities.
4. The system as claimed in claim 1, wherein the CBC_AWFHTMote and CBC_AWFHRMote are combined with the CC3000 RF Module, which enables wireless communication for data transmission between the monitoring devices and internet connectivity, this permits remote operation and monitoring of agricultural windrow forage harvesters.
5. The system as claimed in claim 1, wherein the temperature sensor is integrated with CBC_AWFHTMote and provides vital information for evaluating the condition of the machinery and maximizing efficiency, it does this by continuously monitoring the temperature of agricultural windrow forage harvesters.
6. The system as claimed in claim 1, wherein the Vibration Sensor, which is integrated with CBC_AWFHTMote, measures and identifies vibrations in agricultural windrow forage harvesters, this enables proactive maintenance to avert probable failures and the early diagnosis of mechanical problems.
7. The system as claimed in claim 1, wherein the Humidity Sensor, which is integrated with CBC_AWFHTMote, keeps an eye on the humidity levels inside agricultural windrow forage harvesters, this data is vital for determining the state of the environment and guaranteeing that the machinery is performing at its best.
8. The system as claimed in claim 1, wherein the GSM modem, which is integrated with CBC_AWFHRote, allows for cellular connectivity to send operators real-time data, alarms, and AI-driven recommendations, this makes it easier for agricultural windrow forage harvesters to monitor remote areas and make prompt interventions.
9. The system as claimed in claim 1, wherein the Buzzer is connected with CBC_AWFHRMote and uses real-time data processing to present operators with audible alarms, this ensures that crucial conditions are met quickly and improves the operational effectiveness and safety of agricultural windrow forage harvesters.
10. The system as claimed in claim 1, wherein the TFT Display is connected to CBC_AWFHRMote and provides operators with real-time data, AI-driven suggestions, and alarms, this facilitates prompt decision-making and improves the observation and management of agricultural windrow forage harvesters, the Power Supply plugs into the CBC_AWFHTMote and CBC_AWFHRMote to supply the electrical energy required for the cloud-based condition monitoring solution for agricultural windrow forage harvesters to work and support continuous monitoring and data transmission.

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