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RESEARCH ON PREDICTION OF SOIL ORGANIC MATTER CONTENT BASED ON HYPERSPECTRAL IMAGING 基于高光谱成像的土壤有机质含量预测研究
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-06
Guoliang Wang, Huiling Du, Wenjun Wang, Jiang-hua Zhao, Hong Li, Erhu Guo, Zhiwei Li
Soil nutrient content is an important index to evaluate the growing environment of crops. Rapid access to soil nutrient information is an important requirement for the development of modern precision agriculture, while the detection of soil organic matter content is a necessary condition for understanding the basic soil fertility and implementing crop precision cultivation. In this paper, the soil of rural fields in the southeast of Shanxi Province before sowing was taken as the research object. 111 soil samples to be tested were collected. After the process of drying, impurity removal and grinding, the hyperspectral data of the Region of interest (ROI) of the samples were collected, and then the chemical determination of soil organic matter content was conducted. The original spectral data matrix was pretreated by numerical transformation operations, such as arithmetic mean, average deviation, 1st derivation, natural logarithm and mixed multiplication, and a Partial least square regression (PLSR) quantitative analysis model was established. In these models, the obtained prediction set RP value under the pretreatment of F(A)*ln(AD) was the highest, reaching 0.8859. For spectral data preprocessed by F(A)* Ln (AD), the Competitive adaptive reweighted sampling (CARS) algorithm and Random frog (RF) algorithm were used to select key variables. The PLSR model was established by using F(A)* Ln (AD)&CARS data processing method, and the RP value was increased to 0.9545. The prediction results can accurately reflect the real content of soil organic matter. The results of this study can provide theoretical support for the application of hyperspectral imaging technology in the determination of soil organic matter content, and provide a reference for the rapid detection of other soil components.
土壤养分含量是评价作物生长环境的重要指标。快速获取土壤养分信息是现代精准农业发展的重要要求,而土壤有机质含量的检测是了解土壤基本肥力、实施作物精准栽培的必要条件。本文以晋东南农村播种前的土壤为研究对象。收集了111个待测土壤样品。经过干燥、除杂和研磨处理,收集样品感兴趣区域(ROI)的高光谱数据,然后进行土壤有机质含量的化学测定。对原始光谱数据矩阵进行算术平均、平均偏差、一阶导数、自然对数和混合乘法等数值变换运算预处理,建立了偏最小二乘回归(PLSR)定量分析模型。在这些模型中,在F(A)*ln(AD)预处理下获得的预测集RP值最高,达到0.8859。对于F(A)*Ln(AD)预处理后的光谱数据,采用竞争自适应重加权采样(CARS)算法和随机蛙(RF)算法选择关键变量。采用F(A)*Ln(AD)&CARS数据处理方法建立PLSR模型,RP值提高到0.9545。预测结果能够准确反映土壤有机质的真实含量。该研究结果可为高光谱成像技术在土壤有机质含量测定中的应用提供理论支持,并为其他土壤成分的快速检测提供参考。
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引用次数: 0
MODELING OF SUBSTRATE AND AIR TEMPERATURE DYNAMICS IN THE MUSHROOM GREENHOUSE 蘑菇温室基质和空气温度的动力学建模
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-29
G. Golub, O. Kepko, Olexander Pushka, Z. Kovtuniuk, Timofii Kotliar
Economic efficiency of greenhouse vegetable growing depends quite significantly on the cost of energy carriers, which is why the introduction of energy-saving technologies in greenhouse vegetable growing is an urgent issue. One of the ways to save energy resources can be the use of a closed ventilation system of the "plant greenhouse - mushroom greenhouse" type, which is based on the opposite type of respiration of plants and mushrooms. A closed ventilation system includes air exchange between the greenhouse with growing plants and the cultivation room for growing mushrooms. The closed ventilation system allows you to save energy by reducing the heating of the incoming air, as well as increasing the yield of vegetable products due to the increased concentrations of carbon dioxide in the air that flows from the cultivation room for mushrooms to the greenhouse and mushrooms due to the increased concentrations of oxygen in the air that flows into the cultivation room for mushrooms from the greenhouse. Mathematical modeling of the process of heat transfer between greenhouses makes it possible to simulate transitional processes between rooms in order to assess the quality and accuracy of regulation, as well as to evaluate the parameters of the object in transitional modes. Mathematical modeling of dynamic processes is the basis for the formulation of transfer functions for the automatic control system. As a result of the study, mathematical models of the temperature dynamics of the substrate of mushrooms and greenhouse vegetables were obtained due to the analytical solution of the system of differential equations. The adequacy of the solution was verified by the Runge-Kutta method and compared with experimental data. The difference between the theoretical and experimental values is not significant and amounted to -3 % for the substrate temperature and -3.2 % for the air temperature.
温室蔬菜种植的经济效益在很大程度上取决于能源载体的成本,这就是为什么在温室蔬菜种植中引入节能技术是一个紧迫的问题。节约能源的方法之一可以是使用“植物温室-蘑菇温室”类型的封闭通风系统,该系统基于植物和蘑菇的相反类型的呼吸。封闭式通风系统包括种植植物的温室和种植蘑菇的栽培室之间的空气交换。封闭式通风系统可以通过减少进入空气的热量来节省能源,以及由于从蘑菇栽培室流到温室的空气中二氧化碳浓度增加而增加蔬菜产品的产量,以及由于从温室流入蘑菇栽培室的空气中氧气浓度增加而提高蘑菇的产量。温室之间传热过程的数学建模使模拟房间之间的过渡过程成为可能,以评估调节的质量和准确性,并评估过渡模式下物体的参数。动态过程的数学建模是自动控制系统传递函数公式的基础。研究的结果是,通过微分方程组的解析解,获得了蘑菇和温室蔬菜基质温度动力学的数学模型。用龙格-库塔方法验证了解的充分性,并与实验数据进行了比较。理论值和实验值之间的差异并不显著,基板温度为-3%,空气温度为-3.2%。
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引用次数: 0
RESEARCH ON THE SPRAY CYLINDER INTERNAL FLOW FIELD AND ITS INFLUENCE ON SPRAYING QUALITY OF FORAGE SEED SPRAY SEEDING MACHINE 牧草种子喷雾播种机喷雾筒内部流场及其对喷雾质量影响的研究
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-54
Yan Chen, Hua Guo, S. Fu, Rui Zhang, Ming Zhang
The objective of ecological restoration and rehabilitation of grasslands is to recreate the original appearance of damaged or degraded vegetation. From previous research, the pneumatic spraying technology is now more commonly used in the world for vegetation restoration. Pneumatic spraying is relatively inexpensive and causes little damage to the original vegetation, making it one of the most effective techniques for restoring natural grassland vegetation under natural climatic conditions. In this paper, the effect of the spraying machine pipe working airflow on the quality of spraying was studied through simulation analysis and experimental tests. The seeding area of the spraying machine corresponding to different values of the pipe inlet airflow speed wasdetermined. The conclusions show that: 1) the spray pipe inlet airflow velocity has a great influence on the uniformity of spraying. When the airflow velocity is higher than 55 m/s, the spraying is not uniform, while the airflow velocity is lower than 45 m/s, the spraying amplitude is smaller, the operational efficiency is low, whichis not conducive to the restoration of degraded grasslands; 2) considering the uniformity of spraying and operational efficiency, the airflow velocity at the inlet of the spray pipe should be between 45 and 55 m/s when the spraying machine is in operation. The seed drop area is changed, by adjusting the airflow velocity of thespray pipe inlet, and the reseeding and leakage area of the seed drop area is reduced, so that the spraying performance of the spraying machine is optimized.
草原生态恢复和恢复的目标是恢复受损或退化植被的原貌。从以往的研究来看,气动喷雾技术目前在世界范围内更常用于植被恢复。气动喷雾相对便宜,对原始植被的破坏较小,是在自然气候条件下恢复天然草原植被最有效的技术之一。本文通过模拟分析和试验研究了喷涂机管道工作气流对喷涂质量的影响。确定了不同管入口气流速度值对应的喷雾机播种面积。研究结果表明:1)喷雾管入口气流速度对喷雾均匀性有很大影响。当气流速度高于55m/s时,喷洒不均匀,而气流速度低于45m/s时,喷洒幅度较小,作业效率较低,不利于退化草原的恢复;2) 考虑到喷雾的均匀性和运行效率,当喷雾机运行时,喷雾管入口处的气流速度应在45-55m/s之间。通过调节喷雾管入口的气流速度,改变种子降落面积,减少种子降落面积的补种和泄漏面积,从而优化了喷雾机的喷雾性能。
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引用次数: 2
INVESTIGATION OF AN IMPROVED SIDE VENTILATION SYSTEM IN A POULTRY HOUSE USING CFD 一种改进的禽舍侧通风系统的CFD研究
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-11
V. Trokhaniak, Nadia Spodyniuk, T. Lendiel, P. Luzan, A. Mishchenko, S. Tarasenko, L. Popa, C. Ionita
One of the main factors in the poultry house is maintaining a standardized microclimate. The quality of the product output in the final result depends precisely on the quality indicators of the air parameters. Poultry during its maintenance requires significant efforts and technological solutions. In this regard, authors improved microclimate system in air environment of the poultry house by installing exhaust fans on the side wall in a total number of 8 units. CFD modeling using ANSYS Fluent is a powerful tool for predicting the air flow scheme in a poultry house and is considered an alternative to experimental studies. Based on the obtained results of CFD modeling, it was established that the valves located at a height of 330 mm from the ceiling work most efficiently. Pressure drop for the inlet valves is 45.85 Pa. Air velocity at the inlet of the supply valves is equal to 9.17 m/s. Air velocity at a height of 0.7 m from the floor level varies within 0.57 m/s, the temperature is 9.91 °С.
禽舍的主要因素之一是保持标准化的小气候。最终结果中产品输出的质量精确地取决于空气参数的质量指标。家禽在维护过程中需要付出巨大的努力和技术解决方案。为此,作者在8个单元的侧墙上安装了排风机,对禽舍空气环境中的小气候系统进行了改进。使用ANSYS Fluent进行CFD建模是预测禽舍气流方案的强大工具,被认为是实验研究的替代方案。基于CFD建模的结果,确定位于离天花板330mm高度的阀门工作效率最高。进气阀的压降为45.85 Pa。供气阀入口处的空气速度等于9.17 m/s。距离地面0.7 m高度处的空气速度在0.57 m/s范围内变化,温度为9.91°С。
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引用次数: 2
OPTIMAL DESIGN OF EJECTOR BELT SEEDLING COLLECTING MECHANISM BASED ON EDEM 基于dem的喷射带采苗机构优化设计
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-10
Jin Chen, Hua Zhou, Hailong Che, Yuanyi Liu, Pei Li
In the seedling extraction mechanism of the ejection type, because the ejector rod is in direct contact with the seedling substrate, the fragmentation rate of the seedling is high, the success rate is low, and the seedling effect is poor. In order to solve this problem, combined with the interaction between the ejector rod and the bowl seedling, this paper analyzes the working principle of the ejector rod conveyor belt seedling harvesting mechanism, and optimizes the design of the ejector rod conveyor belt seedling harvesting mechanism. By using the method of EDEM simulation analysis and orthogonal experiment, taking the breaking rate and success rate of bowl seedling as the test response index, the effects of ejector rod end form, ejector rod diameter and seedling extraction speed were studied, and the results were analyzed by range analysis and variance analysis to analyze the influence law of the interaction of various factors on bowl seedling extraction. The simulation results show that the crushing rate of bowl seedlings increases with the increase of seedling speed and the decrease of ejector diameter. Among the three different types of ejectors, the effect of round head ejector is the best. The best parameter combination of the seedling mechanism is the diameter of the ejector rod 10mm, the seedling speed 2m/s, and the ejector rod in the form of round head ejector rod. The verification experiment shows that the seedling extraction effect of the optimized seedling extraction mechanism is better than that of the original seedling extraction mechanism. The results show that when the best combination of working parameters is used to collect seedlings, the qualified rate of seedlings is not less than 90%, the fragmentation rate is not higher than 20%, and the seedling performance is relatively stable. The optimized seedling extraction mechanism can be used in the automatic dryland bowl seedling transplanter to meet the operational requirements of the automatic transplanter.
在弹射式抽苗机构中,由于弹射杆与苗木基质直接接触,导致苗木破碎率高,成功率低,成苗效果差。为了解决这一问题,结合顶杆与钵苗的相互作用,分析了顶杆输送带式收苗机构的工作原理,并对顶杆输送皮带式收苗机制进行了优化设计。采用EDEM模拟分析和正交试验的方法,以钵苗的破苗率和成功率为试验响应指标,研究了顶杆端部形状、顶杆直径和拔苗速度对拔苗效果的影响,并采用极差分析和方差分析对结果进行分析,分析各因素相互作用对钵苗提取的影响规律。模拟结果表明,钵苗破碎率随苗速的增加和抛射器直径的减小而增大。在三种不同类型的喷射器中,圆头喷射器的效果最好。出苗机构的最佳参数组合是出苗杆直径为10mm,出苗速度为2m/s,出苗杆形式为圆头出苗杆。验证实验表明,优化后的抽苗机制的抽苗效果优于原抽苗机制。结果表明,当采用最佳工作参数组合采集幼苗时,幼苗合格率不低于90%,破碎化率不高于20%,幼苗性能相对稳定。优化后的抽苗机构可用于旱地碗式全自动插秧机,以满足全自动插苗机的操作要求。
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引用次数: 2
A WIRELESS REMOTE MONITORING SENSOR FOR AGRICULTURAL ENVIRONMENT BASED ON NB-IoT 一种基于NB-IoT的农业环境无线远程监测传感器
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-26
Zhenfeng Xu, Jiajian Yang, H. Zhou, Yunfang Hou
This paper describes the design and implementation of a wireless sensor based on NB-IoT (Narrow Band Internet of Things) for monitoring agricultural environmental information. The sensor is capable of real-time monitoring of four environmental parameters, including ambient temperature, relative humidity, illuminance, and CO2 concentration. In the hardware design, sensor elements are selected based on the measurement ranges and accuracies specified in agricultural environmental monitoring industry standards. The hardware circuit is designed using the BC35-G type NB-IoT module and STM32 MCU (Microcontroller Unit). In the software design, data from the environmental parameters are collected and processed by the STM32 MCU and sent to the OneNET cloud platform through the NB-IoT module. The OneNET cloud platform enables users to view the relevant environmental data collected by the sensors using mobile phones and other mobile terminals. To test the effectiveness of the developed sensors, they were tested in a glass greenhouse at Fuyang Ziqing Agricultural Technology Co., Ltd. in Anhui Province. The results demonstrate that the sensorscan accurately collect the data of relevant environmental parameters and can provide stable wireless transmission of data remotely, making them suitable for practical engineering applications. In summary, this wireless remote monitoring sensor based on NB-IoT represents a significant advancement in the field of agricultural automation. The sensor's ability to accurately monitor and wirelessly transmit data in real-time provides farmers with valuable information to optimize crop growth and maximize yields.
本文介绍了一种基于窄带物联网(NB-IoT)的农业环境信息监测无线传感器的设计与实现。该传感器能够实时监测四个环境参数,包括环境温度、相对湿度、照度和二氧化碳浓度。在硬件设计中,根据农业环境监测行业标准中规定的测量范围和精度选择传感器元件。硬件电路采用BC35-G型NB-IoT模块和STM32单片机进行设计。在软件设计中,由STM32单片机采集环境参数数据并进行处理,通过NB-IoT模块发送到OneNET云平台。OneNET云平台使用户可以通过手机等移动终端查看传感器采集的相关环境数据。为了测试所开发传感器的有效性,他们在安徽省阜阳紫青农业科技有限公司的玻璃温室中进行了测试。结果表明,该传感器能够准确采集相关环境参数数据,并能提供稳定的远程数据无线传输,适合实际工程应用。综上所述,这种基于NB-IoT的无线远程监控传感器代表了农业自动化领域的重大进步。该传感器能够准确监测并实时无线传输数据,为农民提供有价值的信息,以优化作物生长并最大限度地提高产量。
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引用次数: 1
MECHANICAL MODEL OF CERASUS HUMILIS ESTABLISHED BY UNIAXIAL COMPRESSION PHYSICAL TEST AND VIRTUAL SIMULATION 用单轴压缩物理试验和虚拟仿真建立胡瓜的力学模型
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-50
Shilei Kang, Jiaxuan Lu, Huhu Yang, Yanxi Guo, Junlin He
The mechanical parameters of Cerasus humilis are the basic data for subsequent studies on fruit deformation, damage, and movement characteristics during harvesting and transportation, but these parameters are rarely reported. Relevant mechanical parameters of whole fruit compression are calculated by comparing physical tests and virtual simulations. The orthogonal rotating combined experimental design was used to arrange the simulation tests, with the elastic modulus (E), yield limit (Ey), and tangent modulus (Et) as the influence factors and compression force as the result. Response surface optimization was employed to find the closest test point to the force–deformation curve of the physical test. The parameters of the pulp test point are as follows: E = 0.923 MPa, Ey = 0.0897 MPa, and Et = 0.478 MPa. Results show that the step on the force–deformation curve was not the beginning of the pulp yield, which was substantially earlier than the strain rate at the simulation step. The region of increased stress in the pulp first appeared at the junction with the core due to stress concentration. Combining virtual and physical tests to solve the mechanical parameters of fruits is more suitable than testing the standard pulp sample.
胡皮的力学参数是后续研究果实在收获和运输过程中的变形、损伤和运动特征的基础数据,但这些参数很少被报道。通过物理测试和虚拟模拟的比较,计算了整果压缩的相关力学参数。采用正交旋转组合实验设计进行模拟试验,以弹性模量(E)、屈服极限(Ey)和切线模量(Et)为影响因素,压缩力为结果。采用响应面优化方法,找到最接近物理测试力-变形曲线的测试点。纸浆测试点的参数如下:E=0.923MPa,Ey=0.0897MPa,Et=0.478MPa。结果表明,力-变形曲线上的台阶并不是出浆率的开始,出浆率明显早于模拟步骤的应变速率。由于应力集中,纸浆中应力增加的区域首先出现在与芯的连接处。将虚拟和物理测试相结合来求解水果的力学参数比测试标准果肉样品更合适。
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引用次数: 0
ON-STREAM SOIL DENSITY MEASURING 河上土壤密度测量
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-64
V. Kravchuk, M. Ivaniuta, V. Bratishko, Yuriy Humeniuk, Vitaly Kurka
The article is focused on the determination of the nonlinear relationships between soil compaction, density, and water content. It was found that these properties can be described by the second-order models and used for improving devices for the on-stream soil density measuring. The models for determining the density of loamy soil (at a water content of 20%) in the range from 0.9 to 1.6 g/cm3 with an extremum of 1.35 g/cm3 wereimproved. A device for the on-stream soil density measuring is proposed. The device operates within the soil compaction range from 0.3 to 1.2 MPa and water content from 10 to 30% at the angle of inclination of the kinematic link  from 15 to 40 degrees. The obtained results can be used in the adaptation of the proposed device for use in precision agriculture.
本文的重点是确定土壤压实度、密度和含水量之间的非线性关系。研究发现,这些特性可以用二阶模型来描述,并可用于改进流上土壤密度测量装置。改进了确定含水量为20%的壤土密度在0.9至1.6 g/cm3范围内,极值为1.35 g/cm3的模型。提出了一种流式土壤密度测量装置。该装置在0.3至1.2 MPa的土壤压实范围内运行,在运动连杆的倾斜角度下,含水量为10至30% 从15度到40度。所获得的结果可用于将所提出的装置用于精确农业。
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引用次数: 0
ELECTRIC DRIVE SYSTEM POWERED BY Li-ION BATTERIES FOR AQUATIC BIOMASS HARVESTER 水生生物收获器用锂离子电池供电的电力驱动系统
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-58
Emil Tudor, M. Matache, I. Vasile, I. Sburlan, V. Ștefan
The development of an electric vehicle harvester for aquatic vegetation is a technical challenge for researchers due to specific requirements: high-torque operation at low travel speeds, high maneuverability, high load capacity, low draught, and affordable price. The collective of authors proposed an electro-hydraulic architecture based on paddles driven by hydraulic motors for propulsion and auxiliary services also driven by motors and hydraulic actuators. The proposed energy source for the aquatic harvester is electric batteries, it was developed a system of 33 kWh Li-Ion batteries connected in parallel, which power an electronic converter and a 14.5 kW rated power electric motor that drives a hydraulic double-circuit pump. The vehicle can be controlled remotely. The paper presents the prototype made and the results obtained during laboratory tests performed for the electric powering system.
由于特定的要求,开发用于水生植被的电动汽车收割机对研究人员来说是一项技术挑战:低行驶速度下的高扭矩操作、高机动性、高负载能力、低吃水深度和可承受的价格。作者集体提出了一种基于桨的电液结构,桨由液压马达驱动,用于推进和辅助服务,也由马达和液压致动器驱动。水生收割机的拟议能源是电池,它开发了一个由33千瓦时并联的锂离子电池组成的系统,为电子转换器和14.5千瓦额定功率的电动机供电,电动机驱动液压双回路泵。车辆可以远程控制。本文介绍了该电力系统的样机制作和实验室试验结果。
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引用次数: 0
APPLICATION OF HYDROPONIC TECHNOLOGY TO THE YIELD AND QUALITY OF PURWOCENG "VIAGRA FROM ASIA" 水培技术在亚洲伟哥产量和品质上的应用
IF 0.7 Q4 AGRICULTURAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.35633/inmateh-69-04
E. Sumarni, Irmanida Batubara, H. Suhardiyanto, S. Widodo, M. Solahudin, E. Rohaeti, F. Laumal
Purwoceng (Pimpinella pruatjan Molkenb) is a medicinal plant native to Indonesia known as Indonesian Viagra from Java. The decline and scarcity of Purwoceng is an important obstacle in meeting the demands of harvesting from the original habitat without conservation and the extreme climatic conditions in the Dieng plateau. Therefore, it is necessary to apply controlled cultivation technology, namely hydroponic technology with drip irrigation in the greenhouse, to increase the yield and quality of Purwoceng. This study aimed to obtain the effect of hydroponic methods and hydroponic nutrition (EC) on the yield and quality of Purwoceng. The study was conducted from December 2020 to March 2021 at a greenhouse of ± 1500 m above sea level. The experiment used a randomized block design with three replications. Each replication consisted of 15 plants. Hydroponic type, which was recirculating drip, non-circulating drip, and nutrient concentration which were 1000 ppm, 1500 ppm, and 2000 ppm. The harvest weight (aerial part and root), moisture, ash, crude fat, crude fiber, water extractive, and ethanol extractive content, and the contaminant (microbial and heavy metal) content, were analyzed. In conclusion, to produce high-quality Purwoceng, a hydroponic system could be used using recirculating drip and 1000 ppm nutrient dose.
Purwoceng(Pimpinella pruatjan Molkenb)是一种原产于印度尼西亚的药用植物,被称为来自爪哇的印尼伟哥。Purwoceng的衰落和稀少是满足在没有保护的情况下从原始栖息地收割的需求以及迪昂高原极端气候条件的一个重要障碍。因此,有必要采用控制性栽培技术,即温室滴灌水培技术,以提高Purwoceng的产量和质量。本研究旨在了解水培方法和水培营养(EC)对Purwoceng产量和质量的影响。该研究于2020年12月至2021年3月在海拔±1500米的温室中进行。该实验采用三次重复的随机区组设计。每个复制品由15株植物组成。水培类型为循环滴灌、非循环滴灌,养分浓度分别为1000ppm、1500ppm和2000ppm。分析了收获重量(地上部分和根)、水分、灰分、粗脂肪、粗纤维、水提取物和乙醇提取物的含量以及污染物(微生物和重金属)的含量。总之,为了生产高质量的Purwoceng,可以使用循环滴灌和1000ppm营养剂量的水培系统。
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引用次数: 2
期刊
INMATEH-Agricultural Engineering
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