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基于机器学习的土壤机械压实应用研究 被引量:1
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作者 周修理 秦娜 +1 位作者 王大维 乔金友 《农机化研究》 北大核心 2024年第9期13-21,共9页
农业机械作业造成的土壤压实已成为制约农业可持续发展的重要因素,过度机械压实使土壤理化性质恶化,甚至成为降低作物产量的主要原因。已有的土壤机械压实研究多是基于简单的数学统计分析,且研究重点为试验方案的设计,无法挖掘数据内部... 农业机械作业造成的土壤压实已成为制约农业可持续发展的重要因素,过度机械压实使土壤理化性质恶化,甚至成为降低作物产量的主要原因。已有的土壤机械压实研究多是基于简单的数学统计分析,且研究重点为试验方案的设计,无法挖掘数据内部关系,也无法进行土壤机械压实程度的预测。近几年,随着机器学习的不断发展,越来越多的学者开始将其引入农业领域及土壤机械压实的研究。为此,分析了机械压实对土壤理化性质及作物生长的影响,总结了土壤机械压实的表征属性和常用机器学习算法及评价标准,并归纳了近几年基于机器学习的土壤压实的研究成果,给出了相关应用研究的建议。 展开更多
关键词 机器学习 土壤机械压实 土壤 土壤容重 可持续发展
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农田土壤机械压实研究进展 被引量:39
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作者 张兴义 隋跃宇 《农业机械学报》 EI CAS CSCD 北大核心 2005年第6期122-125,共4页
回顾了国际上近几十年在土壤压实起因、测定方法、压实危害以及减轻压实的技术措施等方面取得的研究成果。介绍了国际推行的减轻土壤压实作用的技术策略。
关键词 农田土壤机械压实 测定方法 危害 起因 土壤耕作措施 四轮驱动拖拉机 履带式拖拉机
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Overview on Soil Compaction and Sugar Beet Growth
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作者 ZHOU Yanli SUN Qunying +3 位作者 YU Lihua LIU Na LU Bingfu LIU Xiaoxue 《中国糖料》 2024年第4期68-77,共10页
With the advancement of agricultural mechanization,soil compaction has become a serious environmental problem.Soil compaction can increase soil bulk density and firmness,reduce porosity and permeability,and deteriorat... With the advancement of agricultural mechanization,soil compaction has become a serious environmental problem.Soil compaction can increase soil bulk density and firmness,reduce porosity and permeability,and deteriorate soil structure,ultimately inhibit sugar beet growth and reduce both root yield and sugar content.However,few farmers recognize the link between soil compaction and these adverse effects.Soil compaction has a cumulative effect,with significant differences observed in the vertical range of compaction accumulation.The most significant soil compaction occurs in the topsoil of 0-10 cm,and the influence depth can reach 70 cm,but it is small in deep soil,and the inflection point is at a soil depth of 10 cm.The degree of soil compaction is related to soil type,water content,tractor shaft load,tyre type,tyre pressure and operation speed,etc.Therefore,in the production process of sugar beet,it is advisable to avoid high-humidity operations,use low pressure tyres,reduce the number of tractor-units passes over the farmland,and implement agricultural and agronomic measures to minimize soil compaction.These practices will help protect the soil environment and ensure sustainable production of sugar beets. 展开更多
关键词 sugar beet CROP agricultural mechanization soil compaction
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Summary and Improvement Measures for Soil Compaction Caused by Machinery 被引量:3
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作者 孙凤坤 邢泽炳 《Agricultural Science & Technology》 CAS 2014年第2期205-206,共2页
As agricultural mechanization is becoming more and more popular, soil compaction, on basis of agricultural machinery, has become a serious problem that can not be ignored. Soil compaction, which is caused by frequent ... As agricultural mechanization is becoming more and more popular, soil compaction, on basis of agricultural machinery, has become a serious problem that can not be ignored. Soil compaction, which is caused by frequent til age and large load in the field, may have different effects on various properties of soil. Soil com-paction may result in different conditions, such as increased soil density and the mechanical resistance, and decreased soil ventilation and the capacity of water holding and storage, but uptaking capacity of chemical elements is restricted. There-fore, soil compaction has some negative impacts on soil properties, physical y, chemical y, or biological y, as wel as plant growth. This research analyzed the cause and the harm of soil compaction in recent years, and some effective mea-sures were proposed to improve soil compaction, in order to reduce the extent of soil compaction caused by agricultural machinery. 展开更多
关键词 Agricultural machinery Soil compaction SOIL Compaction improvement
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Impact of Mechanical Aeration on the Soil Resistance to Penetration and Density of Grassy Sward
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作者 Khaoula Abrougui Sayed Chehaibi Mohamed Khelifi 《Journal of Environmental Science and Engineering(A)》 2012年第5期683-687,共5页
The aim of this study was to analyze the effects of mechanical perforation of a golf course grassy sward, subject to maintenance machinery traffic and golf players trampling on its compaction and density. The evolutio... The aim of this study was to analyze the effects of mechanical perforation of a golf course grassy sward, subject to maintenance machinery traffic and golf players trampling on its compaction and density. The evolution of soil compaction state after aeration was also conducted in four stages of measurement. This operation aims to improve the structure and soil texture, which is also called "perforation" or "coring". The taken cores leaving on the soil holes of adjustable depth and density (350 holes/mE) are made with an aerator machine called Vertidrain. Soil resistance to penetration and density were determined at the initial state before aeration as well as 10, 20, and 30 days after aeration. Compared to the initial state, the results show that mechanical aeration greatly affects the grassy sward ground by reducing its resistance to penetration as 35% and 43% decrease in penetration resistance were noticed at 5 cm depth l0 and 20 days after aeration, respectively. Also, resistance to penetration decreased by 41% and 48% at 15 cm depth during the same two periods of time with a relatively constant moisture content. However, soil resistance to penetration at 5 and 15 cm depths only decreased by 21% and 26%, respectively. Regarding the soil density measured after aeration, a significant improvement at the 1% level with the method of variance analysis was observed compared to that at the initial state (e.g. 1.33 g·cm^-3) Indeed, the density was 1.29, 1.26 and 1.30 gcm^-3 10, 20 and 30 days after aeration, respectively. 展开更多
关键词 Grassy sward soil compaction mechanical aeration soil resistance soil density.
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