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基于K-means聚類算法的草莓灌溉策略研究
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國家重點研發(fā)計劃項目(2016YFD0201003-4)和麗江市科技計劃項目:汪懋華院士工作站


Investigation of Strawberry Irrigation Strategy Based on K-means Clustering Algorithm
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    摘要:

    為進一步提高日光溫室封閉式栽培下草莓灌溉水肥利用率,研究了基質含水率和溫度影響下的草莓灌溉策略優(yōu)化方法。采用土壤水分傳感器對草莓果期基質含水率進行實時監(jiān)測,通過對基質含水率隨時間變化的規(guī)律分析,并結合日平均溫度進行K-means聚類分析,提出一種草莓優(yōu)化灌溉策略。試驗結果表明,灌溉第1階段基質含水率快速上升,在灌溉結束時達到峰值,每次灌溉基質含水率平均提高21.5個百分點;第2階段快速下降,在20min內基質含水率平均下降3.5個百分點;第3階段變化趨于平穩(wěn),在30min內基質含水率平均下降1.2個百分點。在每個灌溉周期內,含水率呈線性下降趨勢,在整個果期內,其斜率隨日平均溫度的升高逐漸增加,由0.0114增加至0.0365。研究結果表明,根據(jù)基質含水率變化和日平均溫度區(qū)間進行定量灌溉,理論上果期每株草莓僅需要4.51L水,可節(jié)水15.4%,該方法能有效提高水肥利用率,實現(xiàn)節(jié)水節(jié)肥。

    Abstract:

    Substrate cultivation is the development direction of greenhouse cultivation mode, and it is of great significance to study the modern precision irrigation method for substrate cultivation. Ondemand irrigation is one of the main methods of modern precision irrigation. It is inseparable from realtime monitoring and feedback of water content. The water content is an important parameter in modern precision irrigation methods. Moisture sensor based on the principle of frequency domain reflection (FDR) was used in a substrate environment for monitoring water content. The moisture detection module of JZH-0 sensor adopted the principle of FDR, which had good performance on the soil moisture testing. However, it needed to be calibrated before using in different kinds of substrate. In order to further optimize the closed cultivation irrigation method in solar greenhouse and improve the water and fertilizer utilization rate, based on the theoretical research of ondemand irrigation, the existing integrated irrigation system of water and fertilizer, air temperature sensor and soil moisture sensor were mainly used for irrigation and realtime data monitoring and collection. The study on the irrigation strategy of closed greenhouse cultivation of strawberry in greenhouse was carried out by collecting the moisture content of the substrate under the experience of irrigation and the temperature in the greenhouse. The variation of moisture content of substrate in different time scales was firstly summarized. The result showed that the substrate water content of each irrigation rose rapidly, reaching a peak at the end of each irrigation time, with an average increase of about 21.5 percentage points;the second stage decreased rapidly, with an average decrease of 3.5 percentage points in 20min;the third stage of the trendwas stabilized, with an average decrease of 1.2 percentage points in 30min. During each irrigation cycle, the water content of the substrate showed a linear downward trend, and the slope of the substrate could better reflect the daily variation of the matrix moisture. During the whole fruiting period of strawberry, the slope was increased with the increase of daily average temperature, which was increased from 0.0114 to 0.0365, reflecting the positive significance of temperature increase on crop water demand. Then, the daily variation of the moisture content of substrate was approximated to the daily water requirement of the crop to study the water requirement of the crop. Among the many factors affecting the water demand of crop, temperature with convenient measurement and high accuracy was chosen as the independent variables, because its influence effect was obvious and had strong coupling relationship with light intensity and relative humidity of air. The data was classified by K-means clustering algorithm. According to the classification results, an interval quantitative automatic irrigation strategy based on daily average temperature was proposed in closed greenhouse cultivation: three temperature intervals were set (13, 18]℃, (18, 22.5]℃, (22.5, 27)℃ and in turn corresponded to the daily variation of water content of three substrates as 0.88 percentage points, 1.76 percentage points and 2.63 percentage points, respectively;calculating the daily average temperature of the day, and selecting the appropriate daily variation of moisture content of substrate according to the temperature range to which it belonged and irrigated the next day;it was revised on Monday in a weekly cycle. Theoretically only 4.51L water was needed per strawberry plant in fruit stage, which can save 15.4% water. Under this strategy theoretically based on K-means clustering algorithm, the water and fertilizer utilization were effectively improved, and the closed greenhouse irrigation methods in solar greenhouses were further enhanced. 

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李莉,王宏康,吳勇,陳士旺,王海華,SIGRIMIS N A.基于K-means聚類算法的草莓灌溉策略研究[J].農業(yè)機械學報,2020,51(1):295-302. LI Li, WANG Hongkang, WU Yong, CHEN Shiwang, WANG Haihua, SIGRIMIS N A. Investigation of Strawberry Irrigation Strategy Based on K-means Clustering Algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery,2020,51(1):295-302.

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  • 收稿日期:2019-04-22
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  • 在線發(fā)布日期: 2020-01-10
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