农业工程学报
農業工程學報
농업공정학보
2015年
5期
1-8
,共8页
陈子文%张春龙%李南%孙哲%李伟%张宾
陳子文%張春龍%李南%孫哲%李偉%張賓
진자문%장춘룡%리남%손철%리위%장빈
机械锄草%机器人%机器视觉%株间锄草%精准农业%关键技术
機械鋤草%機器人%機器視覺%株間鋤草%精準農業%關鍵技術
궤계서초%궤기인%궤기시각%주간서초%정준농업%관건기술
mechanical weeding%robots%computer vision%intra-row weed control%precision agriculture%key technology
非化学方式除草是摒弃除草剂、生产有机农产品的前提,传统的中耕锄草机主要解决行间锄草,由于株间苗草集聚,机械锄草难度较大,目前主要依靠人工,劳动成本高且效率低。智能株间锄草机器人是一种能够实时识别作物行和苗草信息,并能控制株间锄草刀高速作业的自动锄草装备,具有智能、高效、环保等特点,可大大减少劳动力,提高锄草效率,降低锄草成本。该文主要对近年来国外研究较为成熟的株间锄草机器人进行介绍,概述了中国该方面的研究进展,对苗草信息获取、对行、锄草装置、驱动方式、时速等几个技术点进行分析和比对,提出了如何提高信息获取速度,增强系统实时性,以及如何改进机器视觉标定方法,提高苗草定位准确性是苗草信息获取技术存在的关键问题,强调了锄草装置在系统中的重要性;针对不同形态作物、不同土质土壤研制针对性强、锄草效果好的锄草装置是锄草机器人的基础,同时由于系统集成性及动力系统与速度匹配仍无法满足田间高负载、高速的锄草作业要求,因此加强该方面研究力度,研制使用性强、效率高的株间锄草机器人仍是中国的研究重点和方向。最后,提出多传感器融合、模块化、小型化的株间锄草机器人将是未来发展趋势,是实现中国农业有机、精准、高效生产的重要依据。
非化學方式除草是摒棄除草劑、生產有機農產品的前提,傳統的中耕鋤草機主要解決行間鋤草,由于株間苗草集聚,機械鋤草難度較大,目前主要依靠人工,勞動成本高且效率低。智能株間鋤草機器人是一種能夠實時識彆作物行和苗草信息,併能控製株間鋤草刀高速作業的自動鋤草裝備,具有智能、高效、環保等特點,可大大減少勞動力,提高鋤草效率,降低鋤草成本。該文主要對近年來國外研究較為成熟的株間鋤草機器人進行介紹,概述瞭中國該方麵的研究進展,對苗草信息穫取、對行、鋤草裝置、驅動方式、時速等幾箇技術點進行分析和比對,提齣瞭如何提高信息穫取速度,增彊繫統實時性,以及如何改進機器視覺標定方法,提高苗草定位準確性是苗草信息穫取技術存在的關鍵問題,彊調瞭鋤草裝置在繫統中的重要性;針對不同形態作物、不同土質土壤研製針對性彊、鋤草效果好的鋤草裝置是鋤草機器人的基礎,同時由于繫統集成性及動力繫統與速度匹配仍無法滿足田間高負載、高速的鋤草作業要求,因此加彊該方麵研究力度,研製使用性彊、效率高的株間鋤草機器人仍是中國的研究重點和方嚮。最後,提齣多傳感器融閤、模塊化、小型化的株間鋤草機器人將是未來髮展趨勢,是實現中國農業有機、精準、高效生產的重要依據。
비화학방식제초시병기제초제、생산유궤농산품적전제,전통적중경서초궤주요해결행간서초,유우주간묘초집취,궤계서초난도교대,목전주요의고인공,노동성본고차효솔저。지능주간서초궤기인시일충능구실시식별작물행화묘초신식,병능공제주간서초도고속작업적자동서초장비,구유지능、고효、배보등특점,가대대감소노동력,제고서초효솔,강저서초성본。해문주요대근년래국외연구교위성숙적주간서초궤기인진행개소,개술료중국해방면적연구진전,대묘초신식획취、대행、서초장치、구동방식、시속등궤개기술점진행분석화비대,제출료여하제고신식획취속도,증강계통실시성,이급여하개진궤기시각표정방법,제고묘초정위준학성시묘초신식획취기술존재적관건문제,강조료서초장치재계통중적중요성;침대불동형태작물、불동토질토양연제침대성강、서초효과호적서초장치시서초궤기인적기출,동시유우계통집성성급동력계통여속도필배잉무법만족전간고부재、고속적서초작업요구,인차가강해방면연구력도,연제사용성강、효솔고적주간서초궤기인잉시중국적연구중점화방향。최후,제출다전감기융합、모괴화、소형화적주간서초궤기인장시미래발전추세,시실현중국농업유궤、정준、고효생산적중요의거。
To ensure food security and sustainable development of agriculture, it is critically important to develop organic agriculture and pollution-free agricultural products. Non-chemical weed control is important for organic agricultural production. Intra-row weeds are more difficult to be eliminated than inter-row weeds due to their proximity to the crop or seed line. Therefore, techniques for intra-row weed control remain to be one of the biggest challenges today. Efficient weeding robots can differentiate and remove inter-and intra-row weeds simultaneously, while identify and provide species information. The researches of intra-row weed control are more common in Europe because of their political interest and a push from the market. Nowadays, other countries, like the United States, Japan, Canada and China had carried out the researches in this area. This review describes the current state of the art of efficient weeding robots in detail to demonstrate the potential of the technology in the field. Several key technologies of weed control systems have been analyzed and compared. Three core technologies were summarized: guidance, detection and identification, and intra-row device. Row guidance which can use machine vision for crop row detection or GPS is an essential technology for weeding robot. Detection and identification which can identify and locate the crops in real time by three main approaches (computer vision, GPS and proximity sensor) is a critical technology. Furthermore, fusion of computer vision and GPS is seen today as the most promising strategy because advantages and disadvantages of absolute and relative referencing principles compensate each other. Intra-row device divided into rotation-type and swing type according to movements is a foundation of weed control. China is much later than the other developed countries in this area, but it has a booming development and grows rapidly. However, several technical problems exist as follows: 1) Recognition algorithm based on machine vision takes longer time, which makes the real-time of the system perform poorly; 2) Visual calibration method is cumbersome and complex under the non-structural condition; 3) The importance of intra-row weeding device development is ignored, weeding actuators directly affect weeding effect, the number and flow conditions of soil surrounding crops; 4) The hydraulic oil source is contaminated easily because tractor hydraulic oil is mainly used for lubrication; 5) Electric and pneumatic weeding robots are limited by poor battery life, and thus it is not available for field work; 6) The integrated performance of weed control system cannot meet the requirement of heavy load and efficient weeding in the field, and there still are some gaps between prototype and actual application; 7)There are less study on matching power system with speed of weeding robot that is the key to improve weeding precision and speed. According to the review, the further researches on weeding robots focusing on sensor fusion, efficient work, modular, miniaturization, high stability, and long life time have been proposed. With China gradually losing the advantage of cheap labor as well as sustained reduction of agricultural personnel, intra-row weeding robots are going to play an important role in agricultural production in China.