融合远程控制与自动驾驶的小型电动拖拉机作物行识别研究Crop row identification for small electric tractors incorporating remote control and autonomous driving
杨昱,袁显举,朱圻昕,赵日成
摘要(Abstract):
针对传统大型拖拉机难以在山地、丘陵等复杂地形作业的问题,本文提出一种融合远程控制功能的小型智能电动拖拉机设计方案。首先,围绕电动化、智能化与小型化的集成需求,完成整机总体设计,重点对底盘结构进行优化设计;其次,构建了完整的控制系统硬件架构,明确划分软件架构,并自主研发作物行识别模块。利用Farming Simulator仿真平台对遥控驾驶与作物行识别功能进行可行性验证;在此基础上,基于自制底盘,开展了驱动电机与转向电机的手机远程控制试验,并进一步开展基于作物行自动识别的自主控制试验。试验结果表明,所开发的手机端控制系统可在按键及语音模式下实现对拖拉机速度和转向的半主动控制,同时在作物行识别基础上实现全自动导航作业。
关键词(KeyWords): 智能电动拖拉机;远程控制;智能驾驶;作物行识别
基金项目(Foundation): 湖北省自然科学基金项目(2021CFB592);; 湖北省高等学校优秀中青年科技创新团队项目(T201913)资助
作者(Author): 杨昱,袁显举,朱圻昕,赵日成
DOI: 10.16375/j.cnki.cn45-1395/t.2025.06.002
参考文献(References):
- [1]祝鑫森,吴文军,高巧明,等.某农用拖拉机新型门式车桥的结构强度与疲劳寿命分析[J].广西科技大学学报,2025,36(2):18-25.
- [2]RODRIGUES D E,TEIXEIRA M M,FERNANDES H C,et al. Desempenho de um microtrator utilizando-se motores com diferentes alternativas energéticas[J]. Acta Scientiarum-Technology,2006,28(1):55-63.
- [3]DAS A,JAIN Y,AGREWALE M R B,et al. Design of a concept electric mini tractor[C]//2019 IEEE Transportation Electrification Conference(ITEC-India). December 17-19,2019,Bengaluru,India.IEEE,2019:1-5.
- [4]CHEN Y N,XIE B,MAO E R. Electric tractor motor drive control based on FPGA[J]. IFAC-PapersOnLine,2016,49(16):271-276.
- [5]MELO R R,ANTUNES F L M,DAHER S,et al.Conception of an electric propulsion system for a 9 kW electric tractor suitable for family farming[J]. IET Electric Power Applications,2019,13(12):1993-2004.
- [6]VOGT H H,ALBIERO D,SCHMUELLING B. Electric tractor propelled by renewable energy for small-scale family farming[C]//2018 Thirteenth International Conference on Ecological Vehicles and Renewable Energies(EVER). April 10-12,2018,Monte Carlo,Monaco. IEEE,2018:1-4.
- [7]HILL P. Tractor maker launches Indias first electric-power tractor[EB/OL].(2017-11-27)[2025-05-15]. https://www.futurefarming.com/tech-in-focus/tractor-makerlaunches-indias-first-electric-power-tractor.
- [8]MOCERA F,SOM??A. Analysis of a parallel hybrid electric tractor for agricultural applications[J]. Energies,2020,13(12):3055.
- [9]Fendt e100 Vario:The battery-powered compact tractor[EB/OL].(2017-12-13)[2025-05-15]. https://lectura.press/en/article/fendt-e100-vario-the-battery-powered-compacttractor/40535.
- [10]New Holland's NH2 fuel cell powered tractor to enter service[J]. Fuel Cells Bulletin,2012,2012(1):3-4.
- [11]BAEK S Y,KIM Y S,KIM W S,et al. Development and verification of a simulation model for 120 kW class electric AWD(all-wheel-drive)tractor during driving operation[J].Energies,2020,13(10):2422.
- [12]LIU M N,XU L Y,ZHOU Z L. Design of a load torque based control strategy for improving electric tractor motor energy conversion efficiency[J]. Mathematical Problems in Engineering,2016,2016(1):2548967.
- [13]DEERE J. John Deere rewarded with SIMA awards for innovation[EB/OL].(2017-02-22)[2025-05-15]. https://tillageandsoils.net/john-deere-rewarded-with-sima-awardsfor-innovation.
- [14]REID J F,ZHANG Q,NOGUCHI N,et al. Agricultural automatic guidance research in North America[J]. Computers and Electronics in Agriculture,2000,25(1/2):155-167.
- [15]KEICHER R , SEUFERT H. Automatic guidance for agricultural vehicles in Europe[J]. Computers and Electronics in Agriculture,2000,25(1/2):169-194.
- [16]TORII T. Research in autonomous agriculture vehicles in Japan[J]. Computers and Electronics in Agriculture,2000,25(1/2):133-153.
- [17]刘进一.基于速度自适应的拖拉机自动导航控制系统研究[D].北京:中国农业大学,2017.
- [18]刘兆朋,张智刚,罗锡文,等.雷沃ZP9500高地隙喷雾机的GNSS自动导航作业系统设计[J].农业工程学报,2018,34(1):15-21.
- [19]安秋,姬长英,周俊,等.基于CAN总线的农业移动机器人分布式控制网络[J].农业机械学报,2008,39(6):123-126,117.
- [20]贾全,张小超,苑严伟,等.拖拉机自动转向系统容错自适应滑模控制方法[J].农业工程学报,2018,34(10):76-84.
- [21]贾全,张小超,苑严伟,等.拖拉机自动驾驶系统上线轨迹规划方法[J].农业机械学报,2018,49(4):36-44.
- [22]陈军,朱忠祥,鸟巢谅,等.基于神经网络的农用车辆自动跟踪控制[J].农业机械学报,2007,38(5):131-133,121.
- [23]胡书鹏,尚业华,刘卉,等.拖拉机转向轮转角位移式和四连杆式间接测量方法对比试验[J].农业工程学报,2017,33(4):76-82.
- [24]MOUSAZADEH H. A technical review on navigation systems of agricultural autonomous off-road vehicles[J].Journal of Terramechanics,2013,50(3):211-232.
- [25]赵日成,袁显举,邱天宇,等.一种小型电动智能驾驶拖拉机:CN214775733U[P]. 2021-11-19.
- [26]CVIJETIC N,TOMAZIN T. Developing a centralized compute architecture for autonomous vehicles[J].ATZelectronics Worldwide,2021,16(1):10-15.
- [27]XUE M,ZHU C J. The socket programming and software design for communication based on client/server[C]//2009Pacific-Asia Conference on Circuits,Communications and Systems. May 16-17,2009,Chengdu,China.IEEE,2009:775-777.
- [28]MEYER G E,NETO J C. Verification of color vegetation indices for automated crop imaging applications[J]. Computers and Electronics in Agriculture,2008,63(2):282-293.
- [29]CANNY J. A computational approach to edge detection[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1986,8(6):679-698.
文章评论(Comment):
|
||||||||||||||||||
|
||||||||||||||||||