373 results
Search Results
2. Tractor Supply's Spring Paper Clover Campaign Raises Over $1.3 Million for 4-H Youth Nationwide
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,General interest ,News, opinion and commentary - Abstract
BRENTWOOD: Tractor Supply Company, announces its 2024 spring Paper Clover campaign raised over $1.3 million for 4-H youth nationwide, moving the fundraiser's total significantly beyond the $20 million milestone achieved [...]
- Published
- 2024
3. Tractor Supply's 4-H Spring Paper Clover Fundraiser has Sprung
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,General interest ,News, opinion and commentary - Abstract
BRENTWOOD: Tractor Supply Company (NASDAQ: TSCO), in partnership with National 4-H Council, announced today the launch of the spring Paper Clover fundraiser, a biannual event that generates millions of dollars [...]
- Published
- 2024
4. Tractor Supply's Spring Paper Clover Campaign Raises Over $1.3 Million for 4-H Youth Nationwide
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,Business ,Business, international - Abstract
Funds raised during 19-day event will support access to hands-on training in health, science, agriculture and civic engagement for thousands of young people BRENTWOOD, Tenn. -- Tractor Supply Company (NASDAQ: [...]
- Published
- 2024
5. Tractor Supply's 4-H Spring Paper Clover Fundraiser Has Sprung
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,Business ,Business, international - Abstract
Biannual event raises funds to support local 4-H members in pursuing lifechanging learning opportunities; fundraiser has generated more than $20 million since 2010 BRENTWOOD, Tenn. -- Tractor Supply Company (NASDAQ: [...]
- Published
- 2024
6. Tractor Supply: Paper Clover Campaign Hits $20 Million Donation for 4-H
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising ,Farm equipment ,Food and beverage industries - Abstract
Tractor Supply Company , a rural lifestyle retailer in the U.S,, in partnership with National 4-H Council, reported its Paper Clover fundraising campaign has raised a cumulative $20 million for [...]
- Published
- 2023
7. 'purchase A4 Photocopy Paper, A3 Photocopy Paper, A5 'tractor' Paper (3 Copies), A4 'tractor' Paper (3 Copies)'
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Agricultural machinery ,Tractors ,Farm equipment ,Farm tractors ,Business, international - Abstract
Tenders are invited for 'purchase a4 photocopy paper, a3 photocopy paper, a5 'tractor' paper (3 copies), a4 'tractor' paper (3 copies)' Notification number: cn/988428/19102023 Final limit: 102,714,900.00 lek Opening date: [...]
- Published
- 2023
8. Lot Ii: 'purchase A5 Paper 'tractor' (3 Copies), A4 Paper 'tractor' (3 Copies)'
- Subjects
Agricultural machinery ,Tractors ,Farm equipment ,Farm tractors ,Business, international - Abstract
Tenders are invited for lot ii: 'purchase of a5 paper 'tractor' (3 copies), a4 paper 'tractor' (3 copies)' Notification number: cn/88267/10182023 End limit: 65,464,000.00 lek Opening date: 19-10-2023 time: 10:00 [...]
- Published
- 2023
9. Tractor Supply's Fall Paper Clover Campaign Generates More Than $1 Mn for 4-H Youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,General interest ,News, opinion and commentary - Abstract
BRENTWOOD: Tractor Supply Company (NASDAQ: TSCO), the largest rural lifestyle retailer in the United States, announced today its 2023 fall Paper Clover campaign raised more than $1 million for 4-H [...]
- Published
- 2023
10. Tractor Supply Launches Fall Paper Clover Campaign to Benefit 4-H
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,Scholarships ,Business ,Business, international - Abstract
Paper Clover donations will support experiential learning opportunities for thousands of 4-H kids and teens nationwide BRENTWOOD, Tenn. -- Tractor Supply Company (NASDAQ: TSCO), in partnership with National 4-H Council, [...]
- Published
- 2023
11. Tractor Supply's Fall Paper Clover Campaign Generates More Than $1 Million for 4-H Youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,Business ,Business, international - Abstract
Funds raised will improve access to hands-on training in health, science, agriculture and civic engagement for thousands of young people BRENTWOOD, Tenn. -- Tractor Supply Company (NASDAQ: TSCO), the largest [...]
- Published
- 2023
12. Buy paper clover at Tractor Supply to support 4-H youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Agricultural industry - Abstract
Buy a paper clover at Tractor Supply Co. this week and show your support for 4-H. The 12th Paper Clover fundraising campaign is a partnership with National 4-H Council that [...]
- Published
- 2022
13. Buy paper clover at Tractor Supply to support 4-H youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Agricultural industry ,Business, regional - Abstract
Buy a paper clover at Tractor Supply Co. this week and show your support for 4-H. The 12th Paper Clover fundraising campaign is a partnership with National 4-H Council that [...]
- Published
- 2022
14. Buy paper clover at Tractor Supply to support 4-H youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Agricultural industry - Abstract
Buy a paper clover at Tractor Supply Co. this week and show your support for 4-H. The 12th Paper Clover fundraising campaign is a partnership with National 4-H Council that [...]
- Published
- 2022
15. Buy paper clover at Tractor Supply to support 4-H youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Agricultural industry - Abstract
Buy a paper clover at Tractor Supply Co. this week and show your support for 4-H. The 12th Paper Clover fundraising campaign is a partnership with National 4-H Council that [...]
- Published
- 2022
16. Buy paper clover at Tractor Supply to support 4-H youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Agricultural industry - Abstract
Buy a paper clover at Tractor Supply Co. this week and show your support for 4-H. The 12th Paper Clover fundraising campaign is a partnership with National 4-H Council that [...]
- Published
- 2022
17. Supply Of Tnpl Platinam A4 Size 80 Gsm Paper
- Subjects
Agricultural equipment and supplies industry ,Wireless communication systems ,Agricultural machinery ,Mobile communication systems ,Farm equipment ,Wireless technology ,Business, international - Abstract
Contract Award for Supply of tnpl platinam a4 size 80 gsm paperA Z Office Suppliers Sharp Garuda Farm Equipments Praivate Limited Contractor name : Sharp Garuda Farm Equipments Praivate Limited [...]
- Published
- 2023
18. Tractor Supply's Paper Clover Campaign Reaches $20 Million Donation Milestone for 4-H
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Farm equipment ,Business ,Business, international - Abstract
Rural lifestyle retailer reached fundraising milestone during spring Paper Clover campaign, which raised over $1 million this for statewide and national 4-H programming BRENTWOOD, Tenn. -- Tractor Supply Company (NASDAQ: [...]
- Published
- 2023
19. Tractor Supply Launches Annual Spring Paper Clover Campaign in Support Of 4-H
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Teenagers ,Youth ,Scholarships ,Business ,Business, international - Abstract
Paper Clover donations will support experiential learning opportunities for thousands of 4-H kids and teens nationwide BRENTWOOD, Tenn. -- Tractor Supply Company (NASDAQ: TSCO), in partnership with National 4-H Council, [...]
- Published
- 2023
20. Tractor Supply's Paper Clover Campaign Reaches $20 Million Donation Milestone for 4-H
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising ,Farm equipment ,General interest ,News, opinion and commentary - Abstract
BRENTWOOD: TRACTOR SUPPLY COMPANY has issued the following news release: Tractor Supply Company (NASDAQ: TSCO), the largest rural lifestyle retailer in the United States, in partnership with National 4-H Council, [...]
- Published
- 2023
21. Tractor Supply's Annual Paper Clover Campaigns Raises a Record $2.4 Million for National 4-H Council
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Business ,Business, international - Abstract
* Leading Rural Lifestyle Retailer Teamed up with 4-H for Second Fundraiser This Year, Fall Paper Clover Campaign Garners $1.1 Million * Proceeds to Provide Scholarships for 4-H Youth and [...]
- Published
- 2022
22. Tractor Supply Kicks Off Spring Paper Clover Campaign in Support of 4-H Youth
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising ,Teenagers ,Youth ,Farm equipment ,Scholarships ,Business, international - Abstract
United States: TRACTOR SUPPLY CO. has issued the following press release: Tractor Supply Company (NASDAQ: TSCO), in partnership with National 4-H Council, is kicking off its 12th Paper Clover campaign, [...]
- Published
- 2022
23. Tractor Supply's Spring Paper Clover Program Raises Nearly $1.3 Million For 4-H
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Teenagers ,Youth ,Farm equipment ,Business ,Business, international - Abstract
Donations from semi-annual fundraiser will support 4-H members' participation in educational camps, programs and leadership experiences BRENTWOOD, Tenn. -- Tractor Supply Company(NASDAQ: TSCO), the largest rural lifestyle retailer in the [...]
- Published
- 2022
24. Tractor Supply Raises $1,311,670 Through Fall Paper Clover Fundraiser in Record-Breaking Year
- Subjects
Agricultural equipment and supplies industry ,Agricultural machinery ,Fund raising events ,Farm equipment ,Business ,Business, international - Abstract
Customers purchased the 4-H emblem, a paper clover, as a donation to the campaign BRENTWOOD, Tenn. -- Tractor Supply Company(NASDAQ: TSCO), the largest rural lifestyle retailer in the United States, [...]
- Published
- 2021
25. Diffusion of Agricultural Knowledge in Southern Ethiopia: Finding the Real Opinion Leaders through Network Analysis
- Author
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de Roo, Nina, Amede, Tewodros, Elias, Eyasu, Almekinders, Conny, and Leeuwis, Cees
- Abstract
Purpose: Agricultural extension services in poor countries often identify opinion leaders based on criteria such as wealth and social status. We explore the effectiveness of this top-down approach by analysing the role of so-called model and nodal farmers in the diffusion of malt barley in a highland community in Ethiopia. Research approach: We use a retrospective case study design where we combine quantitative network analysis with qualitative data. Findings: Nodal farmers played a more central role in knowledge diffusion of the technology than model farmers. While model farmers were wealthier and better connected to the local authorities, nodal farmers were socio-economically more similar to their fellow farmers. Nodal and model farmers, as well as farmers closely connected to them, had a significantly higher adoption index than the rest. Practical implications: The diffusion of knowledge is an important condition for the adoption of modern agricultural technologies, but it is not enough, particularly when access to external inputs is limited. Moreover, relying on assumed opinion leaders has its limitations and may even reinforce existing inequalities. Theoretical implications: This paper has shown the complementarity of network approaches. We propose network approaches such as social network analysis to identify community brokers who emerge from bottom-up or clan-based, political, knowledge networks that mediate access to agricultural technologies. Originality: Our combined research approach differs from the mainstream of studies in this field that employ either ethnographic fieldwork or (spatial-)econometric methods. We aim to create a bridge between the often separated worlds of (technical) agronomic research, (qualitative) rural sociology, and (quantitative) econometric analysis.
- Published
- 2023
- Full Text
- View/download PDF
26. Micro-electric tractors for deep bed farming and sustainable micro-grid electricity.
- Author
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Williams, Toby, Wilson, Jonathan, Partington, Lee, Andrews, Cameron, Chavula, Isaac, Gondwe, France, Betts, Tom, Strickland, Dani, Asemota, Godwin Norense Osarumwense, and Saxena, Nitin Kumar
- Subjects
SUSTAINABLE agriculture ,SOLAR cells ,MICROGRIDS ,SOLAR energy ,CLEAN energy ,FARM mechanization - Abstract
This paper describes an innovative method to provide a micro-electric tractor which has been developed as part of an initiative that aims to provide socially inclusive and affordable green energy solutions to smallholders in sub-Saharan Africa. It utilizes a 15.0-kW solar array and battery system to power micro-electric tractors for an agricultural practice called deep bed farming in Malawi. Deep bed farming increases smallholder crop yield by about two and half times, which increases revenue by up to 12 times. The extra revenue can then be used to perpetually purchase domestic energy from the solar array, creating a self-sustaining model for decentralized energy access. However, the requirement for land preparation is onerous, and mechanization is needed to help overcome barriers to entry. This paper describes the technical requirements of a solar base station and micro-tractor for use with the deep bed farming technique. The paper covers the 5.9 kWp modular solar design and a 10.0-kWh rated micro-tractor. Testing was undertaken at an isolated grid in Loughborough as a precursor for large-scale testing in Malawi. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
27. 液压机械无级变速器全工况效率模型及功率损失分析.
- Author
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张志林, 李学良, 彭增雄, 荆崇波, 杨树军, and 陈志强
- Abstract
Copyright of Transactions of the Chinese Society of Agricultural Engineering is the property of Chinese Society of Agricultural Engineering and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2024
- Full Text
- View/download PDF
28. A REVIEW OF INTELLIGENT HEADER TECHNOLOGY FOR GRAIN COMBINE HARVESTER.
- Author
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Jin WANG, Fuqiang GOU, Zhenjie QIAN, Youliang NI, and Chengqian JIN
- Subjects
COMBINES (Agricultural machinery) ,INTELLIGENT control systems ,TECHNOLOGICAL innovations ,FARM mechanization ,CROP losses - Abstract
With the rapid advancement of agricultural mechanization, intelligent header technology has emerged as a pivotal element in optimizing the efficiency and quality of grain combine harvesters. This paper offers a comprehensive analysis of the current state of intelligent header technology, with a particular emphasis on the structure, working principles, contour-following mechanisms, and height control technologies. By integrating cutting-edge sensor technologies, advanced control algorithms, and optimized mechanical designs, intelligent headers can achieve precise control over height and posture, thereby significantly reducing crop losses and enhancing both harvesting efficiency and quality. Despite substantial progress, challenges remain in areas such as response speed, real-time performance, height measurement accuracy, and control algorithm effectiveness. Future research will likely concentrate on improving control system performance, refining component and system designs, and incorporating emerging technologies to better accommodate diverse crops and complex terrains. This paper also provides a critical evaluation of current limitations in intelligent header research and projects future trends, offering valuable theoretical and practical insights for optimizing header structures, minimizing losses, and enhancing intelligent functionalities. The ultimate aim is to drive continuous innovation and advancement in header technology for grain combine harvesters. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
29. Continuity in Management of Agricultural Machinery Co.
- Author
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Gheorghiță, Neluş-Evelin
- Subjects
AGRICULTURAL equipment ,SUCCESSION planning ,CORPORATE culture ,LEADERSHIP training ,AGRICULTURAL industries - Abstract
Effective succession planning is a critical aspect of leadership continuity and organizational success. This article delves into the succession planning strategies of two prominent agricultural machinery companies, John Deere and Titan Machinery, providing insights into their distinctive approaches during leadership transitions. John Deere, a renowned global leader in agriculture and related services, employed a strategy that centred around continuous improvement and the development of leaders capable of transmitting their knowledge to others. Their introduction of the “teachable point of view” (TPOV) and the organization of Leadership EDGE events exemplify their commitment to nurturing a culture of leadership development. In contrast, Titan Machinery adopted a strategy that emphasized experience and continuity. With Bryan Knutson, a seasoned executive within the organization, taking over as CEO, the company focuses on operational excellence, expansion, and an unwavering commitment to customer service. The outcomes of these strategies include seamless leadership transitions, a focus on leadership development, the preservation of organizational culture, a commitment to operational excellence, and the introduction of fresh strategic visions for future growth. The focus is on examining the strategies, approaches, and outcomes of their succession plans, with an emphasis on commonalities and differences between the two companies. The paper aims to provide insights into effective succession planning practices within the context of these organizations. [ABSTRACT FROM AUTHOR]
- Published
- 2024
30. 基于变环量方法的农用轴流风机设计及性能优化.
- Author
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吴乐天, 邱绵靖, 刘志伟, and 丁涛
- Subjects
WIND tunnel testing ,AXIAL flow ,LIVESTOCK housing ,WIND tunnels ,STRUCTURAL optimization - Abstract
Copyright of Transactions of the Chinese Society of Agricultural Engineering is the property of Chinese Society of Agricultural Engineering and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2024
- Full Text
- View/download PDF
31. Design and Test of Potato Seedling Killing and Residual Film Recycling Integrated Machine.
- Author
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Chen, Yangzhou, Xing, Ruofei, Liu, Xiaolong, Zhang, Hua, and Li, Hui
- Subjects
SURFACE cleaning ,PLASTIC mulching ,MEMBRANE separation ,PLASTIC films ,AGRICULTURAL equipment - Abstract
Plastic film mulching technology can effectively enhance crop yield and quality, and the use of mulch has been increasing in recent years; however, the problem of mulch residue is worsening due to the large amount of recycling work and slow natural degradation. In this study, a potato seedling killing and residual film recycling machine is designed to provide good working conditions for potato harvesters before harvesting in response to the problems of difficult separation of film tangles, the low net rate of recycling due to the mixing of residual film with soil, and the high soil content in residual film recycling operations in northwest China. The machine is based on the potato monoculture and double row planting mode in Gansu area. This paper puts forward the overall design scheme and carries out the theoretical analysis and parameter determination of the key components, such as the seedling killing device, the film surface cleaning device, the film unloading device, and so on. Using EDEM software to carry out the virtual simulation test and Design-Expert13 to analyze the test results, we determined the optimal working scheme for the machine, with a forward speed of 0.8 m/s, a film gap of 125 mm, and a spiral stirrer speed of 600 r/min. Based on a field test for verification, the test results show that the machine's residual film recovery rate was 83.3%, the impurity rate was 3.8%, and the rate of injury to the potatoes was 1.4%. The machine meets the requirements of national and industry standards, and it can simultaneously realize straw crushing, film surface cleaning, residual film recycling, and hydraulic film unloading operations, with better operating results and while reaching the expected results. It can also provide a reference for the design and testing of a seeding and residual film recycling machine. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
32. Design and Experiment of an Inter-Row Weeding Machine Applied in Soybean and Corn Strip Compound Planting (SCSCP).
- Author
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Tang, Zihao, Xi, Xiaobo, Zhang, Baofeng, Shi, Yangjie, Wang, Yajuan, and Zhang, Ruihong
- Subjects
TILLAGE ,CORN seedlings ,FIELD research ,MECHANICAL models ,AGRICULTURAL equipment - Abstract
To address the lack of specialized machinery for the mechanical weeding of SCSCP in the Huang Huai Hai region, this study designs a mechanized inter-row weeding machine for SCSCP. The machine features a reciprocating weeding shovel and an adaptive contouring mechanism for cultivation and soil loosening. This paper details the machine's principles by analyzing the geometric relationship and mechanical model between the corresponding profiling quantities, which determine the relevant parameters for adaptive contouring to ensure stable operation on undulating ground. Furthermore, by optimizing the design of the weeding shovel's reciprocating motion mechanism, combining EDEM simulation with the weeding shovel–soil interaction, it has been determined that, at various PTO shaft speeds, the optimal weeding efficacy is achieved with a blade-type weeding shovel structure when operating at a forward speed of 3.5 km/h. Field experiments were conducted with different PTO shaft speeds and weeding depths, using weeding and seedling injury rates as performance indicators. The results showed that, based on the optimal speed, the PTO shaft speed is 760 r/min, the operating depth is 3–5 cm, and the average row weeding rate is 90.4%. The average soybean and corn seedling injury rate is 3.4% and 4.2%, meeting the technical requirements for mechanical weeding. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
33. Agricultural Tractor Test: A Bibliometric Review.
- Author
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Lanças, Kléber Pereira, Marques Filho, Aldir Carpes, Santana, Lucas Santos, Ferraz, Gabriel Araújo e Silva, Faria, Rafael Oliveira, and Martins, Murilo Battistuzzi
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SCIENTIFIC literature ,AGRICULTURAL robots ,AGRICULTURAL equipment ,AGRICULTURAL implements ,ENERGY consumption ,FARM tractors - Abstract
Agricultural tractors are an essential agricultural power source. Therefore, the scientific literature tests have described agricultural tractors' evolution over time and determined future trends. This paper uses bibliometric tools to assess the agricultural evolution of tractor testing from 1969 to 2022 to ascertain the publication's scientific perspective on operational, ergonomic, and energy performance. We searched for relevant research in the Scopus and Web of Science (WOS) databases. The data were processed in RStudio software version 4.4.1, and we used elaborated bibliometric maps to research evolution, major journals, studies, countries, and keywords. The first research mainly concerned the development of new wheelsets, more efficient engines, and fuel consumption prediction models. After the 2000s, environmental protocols contributed to increasing publications on biofuels and renewable energies. Recently, an intense process of robotization in autonomous vehicles has improved to allow the replacement of combustion engines. Ergonomics and safety have been less recurrent topics in recent years, indicating a stable level in the actual research. New machine control models involving artificial intelligence are currently applied to obtain test results without using the machine in the field. These virtual models reduce costs and optimize resources. The most common terms were "tractor" and "agricultural machinery". The terms "Electric tractor", "agricultural robots", and "Matlab" indicate solid trends for future research. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
34. Research on 4WS Agricultural Machine Path Tracking Algorithm Based on Fuzzy Control Pure Tracking Model.
- Author
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Zhang, Chengliang, Gao, Guanlei, Zhao, Chunzhao, Li, Lei, Li, Changpu, and Chen, Xiyuan
- Subjects
TRACKING algorithms ,FUZZY algorithms ,ABSOLUTE value ,AGRICULTURAL equipment ,AGRICULTURAL research ,ARTIFICIAL satellite tracking ,MACHINERY ,DYNAMIC positioning systems - Abstract
This paper presents a path tracking algorithm based on a fuzzy control pure tracking model for autonomous navigation of 4WS agricultural machines. The aim of this research is to implement path tracking for unmanned 4WS agricultural machinery and to solve the problem of difficult determination of forward-looking distances in pure tracking algorithms. By using the pure tracking algorithm model and a fuzzy controller, this paper converts the heading deviation and lateral deviation in one control cycle into the sum of lateral deviation as the first input to the fuzzy controller and the vehicle travel speed as the second input to the fuzzy controller, thus outputting the actual forward-looking distance. In order to verify the practicality, accuracy, and path tracking precision of the proposed path tracking algorithm, a straight-line path tracking test under variable speed conditions and a turning path tracking test under non-fixed forward-looking distance conditions were carried out using a test platform after simulation on MATLAB/Simulink in this paper. The test results show that: in the straight-line path tracking process, the maximum overshoot is 0.123 m, and after stable driving, the maximum lateral deviation of the straight-line tracking part is 0.058 m and the steady-state deviation is 0.039 m; in the bow-turn path tracking process, the absolute value of the maximum lateral deviation of the actual driving trajectory of the farm machine from the desired path is 0.139 m, and the average tracking deviation is 0.041 m. It can be seen that the path tracking control algorithm proposed in this paper has good tracking accuracy as well as convergence, and can meet the demand for the autonomous navigation function of 4WS agricultural machinery, which has a certain application value. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
35. Design and Parameter Optimization of a Combined Rotor and Lining Plate Crushing Organic Fertilizer Spreader.
- Author
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Xu, Bing, Cui, Qingliang, Guo, Lina, and Hao, Lirong
- Subjects
ORGANIC fertilizers ,FERTILIZER spreaders ,AGRICULTURAL equipment ,BOND ratings ,STRUCTURAL design - Abstract
To address the inefficient crushing of fertilizer during the mechanized spreading process caused by the caking of high-humidity organic fertilizer, a fertilizer spreader with a combined rotor and lining plate crushing mechanism was proposed in this paper. With the introduction of the basic structure and working principle of the spreader, a particle group model for an organic fertilizer consisting of both caked and bulk fertilizer was built, based on the Hertz–Mindlin model with bonding and the Hertz–Mindlin model with JKR contact, in EDEM to construct an organic fertilizer-crushing-and-spreading model. With the rotor speed, the axial distance of the hammer, and the number of circumferential hammer groups as the experimental factors and the maximum broken bond rate of the caked organic fertilizer and the minimum coefficient of variation of spreading uniformity as the experimental indices, the Box–Behnken test method was employed to establish regression equations for response surface analysis and multi-objective optimization of the test results. The results indicated that, when the rotor speed was 6.47 Hz, the axial distance of the hammer was 90.30 mm, the number of circumferential hammer groups was five, the broken bond rate reached 90.86%, and the coefficient of variation was 21.45%. Verification tests under these conditions showed a broken bond rate of 90.03% and a coefficient of variation of 22.12%, which were consistent with the optimization results. Therefore, our research provides a reference for the structural design of an organic fertilizer spreader and the optimization of its working parameters. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
36. Rolling Bearing Fault Diagnosis in Agricultural Machinery Based on Multi-Source Locally Adaptive Graph Convolution.
- Author
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Xie, Fengyun, Sun, Enguang, Wang, Linglan, Wang, Gan, and Xiao, Qian
- Subjects
FAULT diagnosis ,ROLLER bearings ,FARM mechanization ,AGRICULTURAL equipment ,VALUE engineering - Abstract
Maintaining agricultural machinery is crucial for efficient mechanized farming. Specifically, diagnosing faults in rolling bearings, which are essential rotating components, is of significant importance. Domain-adaptive technology often addresses the challenge of limited labeled data from a single source domain. However, information transfer can sometimes fall short in providing adequate relevant details for supporting target diagnosis tasks, leading to poor recognition performance. This paper introduces a novel fault diagnosis model based on a multi-source locally adaptive graph convolution network to diagnose rolling bearing faults in agricultural machinery. The model initially employs an overlapping sampling method to enhance sample data. Recognizing that two-dimensional time–frequency signals possess richer spatial characteristics in neural networks, wavelet transform is used to convert time series samples into time–frequency graph samples before feeding them into the feature network. This approach constructs a sample data pair from both source and target domains. Furthermore, a feature extraction network is developed by integrating the strengths of deep residual networks and graph convolutional networks, enabling the model to better learn invariant features across domains. The locally adaptive method aids the model in more effectively aligning features from the source and target domains. The model incorporates a Softmax layer as the bearing state classifier, which is set up after the graph convolutional network layer, and outputs bearing state recognition results upon reaching a set number of iterations. The proposed method's effectiveness was validated using a bearing dataset from Jiangnan University. For three different groups of bearing fault diagnosis tasks under varying working conditions, the proposed method achieved recognition accuracies above 99%, with an improvement of 0.30%-4.33% compared to single-source domain diagnosis models. Comparative results indicate that the proposed method can effectively identify bearing states even without target domain labels, showcasing its practical engineering application value. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
37. 基于深度强化学习的收割机省内协同调度优化策略.
- Author
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李子康, 张 璠, 滕桂法, 李 政, 王梓怡, and 马世纪
- Abstract
Copyright of Transactions of the Chinese Society of Agricultural Engineering is the property of Chinese Society of Agricultural Engineering and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2024
- Full Text
- View/download PDF
38. Design and Simulation of Intra-Row Obstacle Avoidance Shovel-Type Weeding Machine in Orchard.
- Author
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Jia, Weidong, Tai, Kaile, Wang, Xiaowen, Dong, Xiang, and Ou, Mingxiong
- Subjects
HYDRAULIC cylinders ,AUTOMATIC machinery ,WEED control ,VIRTUAL prototypes ,LABOR costs - Abstract
This paper presents the design of an intra-row obstacle avoidance shovel-type weeding machine. Theoretical analysis of intra-row weeding components guided the determination of the structures and parameters for key parts, including the signal acquisition mechanism, automatic obstacle avoidance mechanism, and weeding shovel. Furthermore, a hydraulic system was designed to support these functions. The design aims to optimize intra-row weeding operations, reduce labor costs, enhance weed control effectiveness, and prevent collisions between weeding equipment and grapevines. Through the construction of a mathematical model, the analysis determined the necessary minimum return speed of the hydraulic cylinder for the intra-row weeding shovel to avoid grapevines. We also established a reasonable range for the extension speed of the hydraulic cylinder to minimize areas missed during weeding. Further analysis showed that using the minimum return speed of the hydraulic cylinder effectively reduced missed weeding areas. A virtual prototype model of the weeding machine was created in ADAMS. Using the coverage rate of weeding operation as the evaluation index, single-factor simulation tests determined that the extension speed of the piston rod in the obstacle avoidance hydraulic cylinder and the forward speed of the weeding machine are the main influencing factors. The preset threshold of the control system, which triggered the automatic obstacle avoidance mechanism when the obstacle avoidance rod reached a specific angle (the "Angle Threshold"), was identified as a secondary influencing factor. Other factors were considered irrelevant. Hydraulic cylinder extension speed, weeding machine forward speed, and angle threshold were chosen as the influencing factors. Following the principles of a Box–Behnken experimental design, a quadratic regression combination experiment was designed using a three-factor, three-level response surface analysis method. The evaluation criterion focused on the coverage rate of weeding operation. A regression model was developed to determine the coverage rate of the weeding operation, identifying the optimal parameters as follows: obstacle avoidance hydraulic cylinder extension speed of 120 mm/s, forward speed of the weeding machine at 0.6 m/s, and an angle threshold of 18°. The optimized coverage rate of the weeding operation achieved 86.1%. This study serves as a reference for further optimization of intra-row weeding machines in vineyards and for other crops. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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39. Design and Test of Discrete Element-Based Separation Roller Potato–Soil Separation Device.
- Author
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Du, Xinwu, Liu, Jin, Zhao, Yueyun, Zhang, Chenglin, Zhang, Xiaoxuan, and Wang, Yanshuai
- Subjects
POTATOES ,PRESSURE sensors ,FIELD research ,AGRICULTURAL equipment ,TEST design - Abstract
To address the problems of low bright rates and high rates of potato injuries, a left and right-hand rotation combination of potato–soil separation devices was developed. Its overall structure and working principle were introduced. A Texture Analyzer and pressure sensor were used to measure the force threshold of different varieties of potatoes. A discrete element model of separation rollers and potatoes was established. The collision characteristics of potatoes were analyzed using the device inclination angle, rotational speed, and the center distance of the separation rollers as test factors. A field trial was carried out to optimize the best combination of factors by taking the rate of injured potatoes, bright potatoes, and skin-breaking rate as the test indexes. The force threshold for skin-breaking injury in potatoes was found to be 190–195 N. When the inclination angle of the device was 6°, the rotation speed of the separation roller was 100 r/min, and the distance between the centers of the separation rollers was 79 mm. The rate of injury was 1.25%, the rate of bright potatoes was 99.01%, and the rate of skin-breaking was 1.58%. When the inclination angle of the device was 8°, the rotational speed of the separating roller was 80 r/min, and the center distance of the separating roller was 79 mm, the rate of injured potato was 1.43%, the rate of bright potato was 98.64%, and the rate of broken skin was 1.77%. This paper offers an optimized reference for the effectual removal of sticky soil. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
40. Soil compaction due to agricultural machinery impact: A systematic review.
- Author
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Zhang, Boxiang, Jia, Yanfeng, Fan, Haoming, Guo, Chengjiu, Fu, Juan, Li, Shuang, Li, Mengyuan, Liu, Bo, and Ma, Renming
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SOIL compaction ,SOIL classification ,AGRICULTURAL equipment ,CROP yields ,SOIL structure ,SOIL degradation - Abstract
Soil compaction is generally viewed as one of the most serious soil degradation problems and a determining factor in crop productivity worldwide. It is imperative to understand the processes involved in soil compaction to meet the future global challenges of food security. In this work, we used co‐occurring keyword analysis to summarize 3491 papers on soil compaction over the past 40 years, elaborating on the main research focuses such as the causes, influencing factors, and effects of soil compaction on crops, and the mitigation and prevention of soil compaction. This review provides a comprehensive discussion of the effects of soil compaction, including altering soil structure, increasing bulk density (BD) and penetration resistance (PR), and reducing porosity and soil hydraulic properties. Notably, based on the 387 data points of 11 papers about BD, our results demonstrated soil compaction on average, increased BD by 7.6%, 6.9%, and 3.2% in the medium‐, coarse‐, and fine‐textured soils, respectively. Based on the 264 data points of 18 papers, in the 0–30 cm soil layer, compaction increased penetration resistance (by 91% in the coarse‐textured, 84.2% in the medium‐textured, and 8.8% in the fine‐textured soils). Compacted soil limits the access of crop roots to water and nutrients, leading to poor root development and reduced crop productivity. There was a difference in soil compaction sensitivity between the different crops, but crop growth and yield showed an overall worsening trend with increasing degrees of compaction. This review collected data points on 142 crop yields and found that wheat, barley, corn, and soybean yields decreased by an average of 4.1%, 15.1%, 37.7%, and 22.7%, respectively, in the BD range of 1.1–1.8 Mg/cm3 after compaction. Additionally, the effectiveness of different compaction mitigation measures, including natural, tillage, and biological, is systematically discussed. Compared with soil compaction mitigation measures, prevention should be the top priority although there is still a lack of practical prevention methods. Soil conditions and agricultural machinery type are the main factors affecting the risk of soil compaction in the process of soil compaction. Therefore, it is particularly important to optimize the soil working conditions in the field and the type of farm machinery used to reduce the risk of soil compaction. This initiative is pivotal for ensuring sustainable systems for food production and recovering crop productivity from compacted soil. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
41. 耕整播农机装备触土部件表面耐磨强化研究进展.
- Author
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郝建军, 刘天龙, 赵建国, 王新芳, 吴运涛, 白占欣, and 马海龙
- Abstract
Copyright of Transactions of the Chinese Society of Agricultural Engineering is the property of Chinese Society of Agricultural Engineering and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2024
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42. Design and Experimentation of Rice Seedling Throwing Apparatus Mounted on Unmanned Aerial Vehicle.
- Author
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Yuan, Peichao, Yang, Youfu, Wei, Youhao, Zhang, Wenyi, and Ji, Yao
- Subjects
DRONE aircraft ,RICE ,FACTOR analysis ,FIELD research ,VERTICALLY rising aircraft - Abstract
In order to further exploit the production advantages of rice throwing, this paper proposes a systematically designed throwing device suitable for integration with unmanned aerial vehicles (UAVs). The device primarily comprises a seedling carrying and connection system, a seedling pushing mechanism, and a seedling guiding device. The operational principles and workflow of the device are initially elucidated. Subsequently, an analysis of factors influencing rice throwing effectiveness is conducted, with throwing height, working speed, and the bottom diameter of the seedling guide tube identified as key factors. Seedling spacing uniformity and seedling uprightness are designated as performance indicators. A three-factor, three-level response surface experiment is conducted, yielding regression models for the experimental indicators. Through an analysis of the response surface, the optimal parameter combination is determined to be a throwing height of 142.79 cm, a working speed of 55.38 r/min, and a bottom diameter of the seedling guide tube of 43.51 mm. At these parameters, the model predicts a seedling spacing uniformity of 88.43% and a seedling uprightness of 88.12%. Field experiments validate the accuracy of the optimized model results. Experimental data indicate that under the optimal operational parameters calculated by the regression model, the seedling spacing uniformity is 86.7%, and the seedling uprightness is 84.2%. The experimental results meet the design requirements, providing valuable insights for UAV rice-throwing operations. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
43. Research on Trenching Data Correction Method Based on Wavelet Denoising-Kalman Filtering Algorithm.
- Author
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Zhou, Xinzhao, Kan, Za, Meng, Hewei, and Li, Yaping
- Subjects
KALMAN filtering ,ONLINE monitoring systems ,NOISE control ,TRENCHES ,PRECISION farming ,ERROR correction (Information theory) - Abstract
To realize monitoring of trenching depth, this paper built an online monitoring system and measured depth at three levels of 25 cm, 30 cm, and 35 cm. The test results show that the measured data have large fluctuations and low precision and are smaller than the actual value. For the above problems, this paper proposes a comprehensive noise reduction filtering algorithm based on wavelet noise reduction and Kalman filtering, in which the output of the preprocessing part of the wavelet noise reduction is used as the input of the postprocessing part of the Kalman filter. This article first selects the optimal combination of wavelet threshold denoising parameters such as wavelet function, decomposition level, and threshold denoising rule. Then the optimal Q/R value and the combination of Q and R parameters for the Kalman filter reprocessing part are explored. Finally, the comprehensive filtering correction algorithm and Kalman filtering algorithm are used to process the above-measured data. By comparing the results of the two algorithms, we found that for the local data, the variance decreased by 0.0207, 0.0398, and 0.0609, and the mean square deviation decreased by 0.0609, 0.0854, and 0.0457. The mean values of the two algorithms are very close. Similarly, for the global data, the variance decreased by 0.0182, 0.0549, 0.0428, and the mean square deviation decreased by 0.0359, 0.041, 0.0323. There is no significant difference in means between the two algorithms. The results show that the comprehensive algorithm improves the quality of trenching depth data and has certain significance for precision agriculture. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
44. Trends and Future Perspective of Electrification in Agricultural Tractor-Implement Applications.
- Author
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Mocera, Francesco, Somà, Aurelio, Martelli, Salvatore, and Martini, Valerio
- Subjects
FARM tractors ,ELECTRIFICATION ,AGRICULTURE ,FARM mechanization ,GREENHOUSE gases ,FUEL cell vehicles - Abstract
The worldwide growing demand for food is pushing the agricultural field towards new innovative solutions to increase the efficiency and productivity of cultivations. In this direction, agricultural mechanization plays a crucial role, and tractors are among the most important actors. Agricultural tractors are machines designed to push/pull special instruments usually referred to as implements, to which they may transfer power by means of a mechanical power take-off (PTO) or via hydraulic connections, thanks to the availability of pressurized oil. The tractor can be seen as a mobile power station: the more efficiently it provides power to external implements or to the ground in terms of tractive effort, the higher will be the efficiency and productivity of a certain task. However, the growing demand for greener and sustainable work machines is pushing towards new concepts of tractor powertrains with the goal of reducing, as much as possible, the amount of pollutants and GHG emissions per unit of work. In this paper, the authors will propose a review of the current trends towards electrification of agricultural tractors. Electrification can help in making vehicles more efficient and opening a new scenario for work optimization. Moreover, electrification is also involving the implements attached to the tractor and responsible for actually performing a wide variety of field tasks. However, tractor electrification requires proper attention due to the impact of high power electric systems on the vehicle configuration. For this reason, a proper level of hybridization should be considered. In this paper, a new classification method will be proposed, considering the electrification level in terms of power and as a function of the installed electric energy storage. This definition will be applied to classify the current state of the art of electric and hybrid agricultural tractors, investigating current trends in the scientific community and among industrial manufacturers with a look to the new upcoming technologies. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
45. Identifying Working Trajectories of the Wheat Harvester In-Field Based on K-Means Algorithm.
- Author
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Yang, Lili, Wang, Xinxin, Li, Yuanbo, Xie, Zhongxiang, Xu, Yuanyuan, Han, Rongxin, and Wu, Caicong
- Subjects
K-means clustering ,WHEAT ,AGRICULTURAL equipment ,HARVESTING - Abstract
Identifying the in-field trajectories of harvests is important for the activity analysis of agricultural machinery. This paper presents a K-means-based trajectory identification method that can automatically detect the "turning", "working", and "abnormal working" trajectories for wheat harvester in-field operation scenarios. This method contains two stages: clustering and correction. The clustering stage performs by the two-step K-means iterative clustering method (D-K-means). In the correction stage, the first step (M1) is performed based on the three distance features between the trajectory segments and the cluster center of the trajectory segments. The second step (M2) is based on the direction change of the "turning" and "abnormal working" trajectories. The third correction step (M3) is based on the operating characteristics to specify the start and stop positions of the turning. The developed method was validated by 50 trajectories. The results for the three trajectories and the five time intervals from 1 s to 5 s both have f1-scores above 0.90, and the f1-score using only the clustering method and the method of this paper increased from 0.55 to 0.95. After removing the turning and abnormal operation trajectories, the error of calculating farmland area with distance algorithm is reduced by 17.04% compared with that before processing. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
46. A REVIEW OF APPLICATION OF WATER JET TECHNOLOGY IN AGRICULTURE.
- Author
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Lixue ZHU, Wenxuan LUO, Hongnan HU, Shiang ZHANG, Yifan SHI, and Shinian HUANG
- Subjects
WATER jets ,AGRICULTURAL technology ,MANUFACTURING processes ,SUSTAINABLE development ,POLLUTION - Abstract
Water jet technology, as a non-contact cutting and crushing technique, is commonly used in industries such as cleaning, rust removal, cutting, drilling, and mining. It enables a green and environmentally friendly production process by avoiding environmental pollution, heat generation, blade replacement, and sharpening issues. Cutting, cleaning, and crushing techniques are widely applied in various stages of agricultural production, but mostly through contact-based methods. The application of non-contact water jet technology in the agricultural field is still in its infancy. This paper summarized the current application status and research progress of water jet technology in different operational stages of agriculture, including sowing, management, field harvesting, and post-harvest processing. The specific requirements of key parameters for different operational objects and stages were analyzed. Furthermore, the challenges of the application of water jet technology in agriculture were discussed and the research development tendency was prospected. The review intended to provide references for the promotion and green sustainable development of water jet technology in the agricultural field. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
47. DESIGN AND EXPERIMENT OF SPIRAL-RIBBON BLADE COMBINATION MECHANISM OF STRAW AND MANURE INCLINED MIXING CONVEYOR.
- Author
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Tiejun WANG, Peng YIN, Li DU, Rui ZHOU, Yuanjuan GONG, and Hongguang CUI
- Subjects
ORGANIC waste recycling ,AGRICULTURAL equipment ,ANALYSIS of variance ,MIXING machinery ,CONVEYING machinery - Abstract
In order to solve the problem of poor mixing effect of inclined spiral conveyor, this paper designed an inclined spiral and ribbon blade combination conveying device. The mechanics and kinematics analysis of the movement process of the material unit in each mechanism was carried out, on which key devices and components were designed based. Effects of the speed of main shaft (X
1 ), the full coefficient (X2 ) and the angle of inclination (X3 ) on the mixing uniformity (Y1 ) and the residual rate of material (Y2 ) were explored. Three-dimensional quadratic regression orthogonal rotation central combination experiment method combined with response surface method was used to conduct experiments and explore the interaction effects of influence factors on indicators. A regression model of influence factors and evaluation indicators was established through the analysis of variance. The significant factors affecting Y1 were ordered of X3 , X2 , X1 , and the significant factors affecting Y2 were ordered of X2 , X1 , and X3 . In the interaction of factors, X1 X2 had a significant impact on Y1 and Y2 ; X1 X3 had an extremely significant impact on Y1 ; X2 X3 had an extremely significant effect on Y1 and a significant impact on Y2 . The optimal structure and working parameters combination were determined to be 50 rpm for the speed of main shaft, 60% for the full coefficient, and 19° for the angle of inclination, while the verification experiments demonstrated that the mixing uniformity and residual rate of material corresponding to the verification test were 90.37% and 5.31%, respectively. The inclined device with combined spiral and ribbon blade developed in this study meets the design requirements for the misprocess of the fertilizer utilization of agricultural organic wastes. [ABSTRACT FROM AUTHOR]- Published
- 2024
- Full Text
- View/download PDF
48. Sliding Mode Speed Control in Synchronous Motors for Agriculture Machinery: A Chattering Suppression Approach.
- Author
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Marcos-Andrade, David, Beltran-Carbajal, Francisco, Rivas-Cambero, Ivan, Yañez-Badillo, Hugo, Favela-Contreras, Antonio, and Rosas-Caro, Julio C.
- Subjects
SLIDING mode control ,ELECTRIC machines ,SYNCHRONOUS electric motors ,MACHINERY ,UNCERTAIN systems ,DYNAMICAL systems - Abstract
Synchronous motors have extended their presence in different applications, specifically in high-demand environments such as agronomy. These uses need advanced and better control strategies to improve energy efficiency. Within this context, sliding mode control has demonstrated effectiveness in electric machine control due to its advantages in robustness and quick adaptation to uncertain dynamic system disturbances. Nevertheless, this control technique presents the undesirable chattering phenomenon due to the discontinuous control action. This paper introduces a novel speed integral control scheme based on sliding modes for synchronous motors. This approach is designed to track smooth speed profiles and is evaluated through several numeric simulations to verify its robustness against variable torque loads. This approach addresses using electric motors for different applications such as irrigation systems, greenhouses, pumps, and others. Moreover, to address the chattering problem, different sign function approximations are evaluated in the control scheme. Then, the most effective functions for suppressing the chattering phenomenon through extensive comparative analysis are identified. Integral compensation in this technique demonstrates improvement in motor performance, while sign function approximations show a chattering reduction. Different study cases prove the robustness of this control scheme for large-scale synchronous motors. The simulation results validate the proposed control scheme based on sliding modes with integral compensation, by achieving chattering reduction and obtaining an efficient control scheme against uncertain disturbances in synchronous motors for agronomy applications. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
49. A Collaborative Path Planning Method for Intelligent Agricultural Machinery Based on Unmanned Aerial Vehicles.
- Author
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Shi, Min, Feng, Xia, Pan, Senshan, Song, Xiangmei, and Jiang, Linghui
- Subjects
AGRICULTURAL equipment ,ARTIFICIAL intelligence ,AUTOMATIC machinery ,K-means clustering ,REAL-time control ,REMOTE control ,DRONE aircraft - Abstract
The development of agricultural farming has evolved from traditional agricultural machinery due to its efficiency and autonomy. Intelligent agricultural machinery is capable of autonomous driving and remote control, but due to its limited perception of farmland and field obstacles, the assistance of unmanned aerial vehicles (UAVs) is required. Although existing intelligent systems have greater advantages than traditional agricultural machinery in improving the quality of operations and reducing labor costs, they also produce complex operational planning problems. Especially as agricultural products and fields become more diversified, it is necessary to develop an adaptive operation planning method that takes into account the efficiency and quality of work. However, the existing operation planning methods lack practicality and do not guarantee global optimization because traditional planners only consider the path commands and generate the path in the rectangular field without considering other factors. To overcome these drawbacks, this paper proposes a novel and practical collaborative path planning method for intelligent agricultural machinery based on unmanned aerial vehicles. First, we utilize UAVs for obstacle detection. With the field information and operation data preprocessed, automatic agricultural machinery could be assisted in avoiding obstacles in the field. Second, by considering both the historical state of the current operation and the statistics from previous operations, the real-time control of agricultural machinery is determined. Therefore, the K-means algorithm is used to extract key control parameters and discretize the state space of agricultural machinery. Finally, the dynamic operation plan is established based on the Markov chain. This plan can estimate the probability of agricultural machinery transitioning from one state to another by analyzing data, thereby dynamically determining real-time control strategies. The field test with an automatic tractor shows that the operation planner can achieve higher performance than the other two popular methods. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
50. Regression-Based Correction and I-PSO-Based Optimization of HMCVT's Speed Regulating Characteristics for Agricultural Machinery.
- Author
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Cheng, Zhun and Lu, Zhixiong
- Subjects
CONTINUOUSLY variable transmission ,PARTICLE swarm optimization ,SPEED ,AGRICULTURAL equipment ,PRECISION farming - Abstract
To improve the speed regulating characteristics of continuously variable transmission for agricultural machinery, in order to meet the engineering and technical requirements of precision agriculture and intelligent agriculture, the paper researches and proposes a method combining the analysis of speed regulating characteristics, regression-based correction, and the improved particle swarm optimization (I-PSO) algorithm. First, the paper analyzes the degree of deviation between the linearization degree and the theoretical value of the speed regulating characteristics of the variable-pump constant-motor system of agricultural machinery according to the measurement results of the bench test. Next, the paper corrects the speed regulating characteristics and compares the regression results based on four models. Finally, the paper proposes a design method for the expected speed regulating characteristics of agricultural machinery and it completes the optimization of speed regulating characteristics and the matching of transmission parameters with the I-PSO algorithm. Results indicate that the speed regulating characteristics of the variable-pump constant-motor system show high linearization (with a coefficient of determination of 0.9775). The theoretical and measured values of the speed regulating characteristics have a certain deviation (with a coefficient of determination of 0.8934). Therefore, correcting the speed regulating characteristics of the variable-pimp constant-motor system is highly necessary. In addition, the second reciprocal function model proposed has the highest correction precision (with a coefficient of determination of 0.9978). The I-PSO algorithm is applicable to the design and application of hydro-mechanical continuously variable transmission (HMCVT) for agricultural machinery. The new method proposed can improve the HMCVT's speed regulating characteristics efficiently and quickly. It also ensures that the speed regulating characteristics are highly consistent with the expected design characteristics (with a mean error of 1.73%). Thus, the research offers a theoretical direction and design basis for the research and development of continuously variable transmission units in agricultural machinery. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
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