2.1. Experimental design
Field experiments were conducted at the Xinxiang Experimental Station, Chinese Academy of Agricultural Sciences, China (35°18′N, 113°54′E) during the 2018 and 2019 maize growing seasons. The altitude of the study site is 78 m. The soil was a clay loam and is classified as a Calcareous Fluvisol according the FAO-UNESCO classification system. The soil at 0–20 cm depth had the following characteristics: 18.9 g·kg-1 organic matter, 78.5 mg kg-1 available nitrogen, 21.4 mg kg-1 available phosphorus, 162.0 mg kg-1 available potassium, and a pH of 8.8. Precipitation, air temperature, and wind speed were measured automatically by a weather station at the experimental site. The monthly weather conditions during the experiment are shown in Table 1.
Table 1. Precipitation and temperature during the 2018 and 2019 maize growing seasons at the Xinxiang Experimental Station.
Month
|
Precipitation
(mm)
|
Average temperature
(ºC)
|
Maximum temperature
(ºC)
|
Maximum temperature
(ºC)
|
2018
|
2019
|
2018
|
2019
|
2018
|
2019
|
2018
|
2019
|
June
|
122.9
|
38.2
|
27.8
|
27.8
|
38.4
|
39.3
|
14.7
|
16.7
|
July
|
152.4
|
8.3
|
28.9
|
28.7
|
40.0
|
38.6
|
21.2
|
18.4
|
August
|
3.8
|
54.3
|
28.0
|
26.1
|
38.1
|
19.3
|
35.9
|
14.6
|
September
|
92.5
|
34.3
|
21.5
|
21.6
|
37.0
|
34.7
|
9.6
|
11.9
|
October
|
1.0
|
40.3
|
16.1
|
16.3
|
28.6
|
33.7
|
4.3
|
4.7
|
November
|
2.3
|
1.2
|
8.6
|
10.2
|
20.4
|
22.9
|
-3.1
|
-3.2
|
December
|
9.0
|
6.2
|
1.4
|
3.4
|
16.4
|
9.5
|
-11.2
|
-8.5
|
A total of 10 maize cultivars with a wide range of growth stages and a wide range of lodging resistance were planted in 2018. Based on the results for 2018, four widely planted maize cultivars were planted in 2019 (Table 2). In both 2018 and 2019, the sowing date was 13 June and the planting density was 7.5 ´ 104 plants ha-1. Each plot contained 10 rows, each with a length of 10 m and a row spacing of 60 cm. All cultivars were arranged in randomized complete blocks. Each cultivar was replicated three times. A controlled-release fertilizer was applied at 156 kg N ha-1, 72 kg P2O2 ha-1, and 60 kg K2O ha-1 at sowing. Plants were irrigated according to the precipitation and water requirements of high-yield maize [37]. Irrigation was performed when winds were calm. Pesticides were applied as needed to control insect populations. Weeds were periodically removed by hand.
Table 2. Experimental cultivars planted in 2018 and 2019.
Year
|
Number of cultivars
|
Cultivars
|
2018
|
10
|
Zhengdan 958 (ZD958), Xianyu 335 (XY335), Zhongdan 909 (ZD909), Jingnongke 728 (JNK728), Hetian 1 (HT1), Fengken 139 (FK139), Dika 517 (DK517), Dika 653 (DK653), Yudan 132 (YD132), Zeyu 8911 (ZY8911)
|
2019
|
4
|
ZD958, XY335, ZD909, JNK728
|
2.2. Sampling and measurements
Plant morphology. At PM, the plant height (measured from the ground to the top of the tassel) and ear height (measured from the ground to the ear-bearing node) of each cultivar were measured for 10 randomly selected plants in four central rows from each plot using a ruler.
Critical wind speed of stalk breaking. Five maize plants were randomly selected from each plot. The critical wind speed of stalk breaking was determined using a self-constructed mobile wind machine. The mobile wind machine was comprised of a supporting structure, an electric turbofan, a frequency converter, a plant-fixing structure, and a digital anemometer (Fig. 1). The supporting structure was composed of iron plate and four four universal wheels, which made the device move in the field. The electric turbofan was fixed with iron plate using the screws. The wind speed of the electric turbofan was controlled by the frequency converter (Fig. 1b). The frequency converter can be set to automatic or manual change. During automatic change, the time from 0 to 50 Hz is 80 s. Meanwhile, for manual change, stepless frequency conversion can be achieved by turning the knob. The plant fixing structure composed of a torquemeter and a tong, which can be used to fix the basal internode of the maize stalk and measure the torque of maize plant as the wind speed increase (Fig. 1c). The input voltage of the inverter motor is 380 V, the power is 55 kW, and the maximum speed is 1100 r min-1. Since the maize plant will be bent by the wind, the height of the outlet should be lower than the height of the plant; therefore, we set the height of the outlet to 1.9 m. The wind speeds from the fan outlets in the horizontal and vertical directions under full load was measured. The results show that, in the horizontal direction, the wind speed decreased with increasing distance from the outlet, while in the vertical direction, the wind speed decreased first and then increased with increasing height above the outlet (Fig. 2). At a horizontal distance of 30 cm and a vertical height of 120 cm, the range of controllable wind speed was from 0 to 40 m s-1. The coefficient of variation of wind speed among the three repeated measurements was lower than 5%, it was shown that the prototype mobile wind machine is stable and has a controllable wind speed. The total weight of the fan, motor, and supporting structure is about 2.8 tons, which is convenient for transportation.
Between physiological maturity of the grain and the time of harvest, naturally lodged corn stalk revealed three failure modes included snapping, splitting, and creasing. About 91% of specimens failed as a result of creasing [38]. Previous studies showed that more than 90% of stalk lodging occurs between the secnod and fifth elongatioin internode above the soil [29]. In this study, before measuring the critical wind speed, the maize plant was fixed at the first internode of the stalk above the soil in order to ensure that the plant was oriented vertically under windless condition. During the measurement, the plant was positioned 40 cm away from the air outlet with the bottom of the plant 30 cm above the bottom of the air outlet to ensure the ear within the range of maximum wind speed (Fig. 1c). Stalks that fail in creasing mode typically display either one or two creases, which are oriented perpendicular to the apical-basal axis of the stalk [38]. In this study, the orientation of wind machine was perpendicular to the leaf groove of each stalk. The wind speed was then increased at a uniform rate until the stalk was broken (Fig. 3). The sensor of anemometer was positioned 40 cm away from the air outlet with 120 cm above the bottom of the air outlet. The critical wind speed of stalk breaking was displayed on the screen of the anemometer.
Torque of maize plant. Manual change the wind speed, the wind speed was increased in an interval of 3.5-4.0 m s-1. Each wind speed level was maintained for a period of 20 s. The value of wind speed and maximum torque were displayed on the screen (Fig 1c).
Stalk rind penetration strength. After measuring the critical wind speed of stalk breaking, the RPS, which is the minimum force required to puncture the stalk rind, was determined with a stalk strength tester (YYD-1, Zhejiang Top Instrument Co., Ltd., Hangzhou, China) according to the method of Xue et al. [39] The stalk strength tester was comprised of a supporting structure, a force gauge with a digital display screen, and a test probe (1 cm in length, 1 mm2 cross-sectional area). A stop bar was attached to the test probe so that the probe would only partially penetrate the stalk. Measurements were made in the middle of the internode at its widest side. To collect RPS measurements, the stalk was held firmly and the probe was slowly thrust perpendicularly into the stalk until the stop bar touched the stalk. The highest force exerted during penetration was displayed on the screen and recorded.
Stalk breaking force. Five additional maize plants were randomly selected from each plot when measuring the critical wind speed of stalk breaking. For each plant, the breaking force, which is the minimum force required to break the maize stalk, was determined using a stalk strength tester (Zhejiang Top Instrument Co., Ltd.) in the field. To avoid root lodging during the breaking force test, the test was conducted on a sunny day and the soil was compacted beforehand to make sure the plants were firmly anchored in the soil. The direction of the breaking force was always perpendicular to the plant and the position of stalk breaking was recorded [29].
Stalk lodging rate. Stalk lodging naturally occurred in the late growth stage. The number of lodged plants was recorded in the middle four rows of each plot along a length of 10 m at the same time as the samples were acquired for the measurement of the critical wind speed of stalk breaking. Plants were considered to be stalk-lodged when they were broken at or below the ear-bearing node [13]. The stalk lodging rate was calculated by dividing the number of lodged plants by the total number of plants in the investigation area.
2.3. Statistical analyses
Statistical analyses were performed using the Predictive Analytics Software (PASW) version 18.0 (IBM SPSS, Somers, NY, USA). Data from each sampling date were analyzed separately. Means were tested using least significant difference tests at the p<0.05 level (LSD 0.05) in three groups data. Pearson correlations were calculated to identify interrelationships among measured parameters, and path correlation analyses of rind penetration strength (RPS), stalk breaking force, critical wind speed of stalk breaking, and stalk lodging rate were conducted to better understand causal relationships. The stalk lodging rate was affect by mazie cultivars being tested, and many cultivars exhibited roughly linear increase in lodging rate over time. Therefore, the data standardization of lodging rate and critical wind speed of stalk breaking was performed before Pearson correlation in order to control for cultivar effects.