
Figure 1
Deployment of a wireless sensor networking system for real-time monitoring of soil water content and an irrigation system. (A) Schematic representation of an experimental plot whose soil water content was controlled to more than 20% using an irrigation system and sheet treatment. (B) Photograph of an experimental plot (20 m × 4 m) whose soil water content was controlled to more than 20%. Ten grapevines were cultivated in the plot. (C) Photographs of grapevines in the experimental plots. Control, non-irrigated grapevines; >20%, irrigated grapevines.

Figure 2
Schematic of a wireless sensor networking system developed for real-time monitoring of soil water content. Control, non-irrigated experimental plot and >20%, irrigated experimental plot with soil water content controlled to more than 20%.
Table 1
Average temperatures, maximum and minimum temperatures, GDD and precipitation from April 1 to October 31 in the experimental farm
| Month | Average temperature (°C) | Maximum temperature (°C) | Minimum temperature (°C) | GDDa | Precipitation (mm) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017 | 2018 | 2019 | 2017 | 2018 | 2019 | 2017 | 2018 | 2019 | 2017 | 2018 | 2019 | 2017 | 2018 | 2019 | |
| April | 13.2 | 15.6 | 13.2 | 21.0 | 23.9 | 20.8 | 6.8 | 8.5 | 5.9 | 96 | 169 | 96 | 85 | 76 | 52.5 |
| May | 19.4 | 19.0 | 18.9 | 27.5 | 26.7 | 27.3 | 12.4 | 12.6 | 11.2 | 287 | 279 | 272 | 50.5 | 104.5 | 77.5 |
| June | 21.9 | 22.4 | 21.9 | 29.5 | 29.0 | 28.6 | 15.8 | 16.9 | 16.8 | 356 | 372 | 358 | 54 | 68 | 133 |
| July | 27.3 | 28.1 | 24.7 | 34.6 | 34.9 | 31.1 | 22.1 | 22.8 | 21.0 | 532 | 560 | 455 | 65.5 | 138.5 | 172.5 |
| August | 27.2 | 27.7 | 27.6 | 34.3 | 35.3 | 34.9 | 22.6 | 22.2 | 23.1 | 534 | 550 | 546 | 129.5 | 134 | 111 |
| September | 22.3 | 22.4 | 24.7 | 29.0 | 28.3 | 32.1 | 17.2 | 18.7 | 19.5 | 370 | 373 | 441 | 112.5 | 276 | 84.5 |
| October | 16.2 | 17.6 | 18.3 | 21.3 | 25.0 | 23.9 | 12.0 | 12.0 | 14.2 | 194 | 238 | 264 | 455 | 41.5 | 306.5 |
| Total | 2369 | 2541 | 2432 | 952 | 838.5 | 937.5 | |||||||||

Figure 3
Changes of soil water content in response to rainfall and irrigation water. (A) Response to rainfall. Soil water contents were recorded by sensor B2D3 in the non-irrigated experimental plot and sensor B467 in the experimental plot with soil water content controlled to more than 20% from October 11 to 12 in the 2019 growing season. Rainfall data were collected by the Meteorological Observation System located approximately 50 m from the experimental plots. (B) Response to irrigation water. Irrigation was performed for 10 min at 16:00 on May 29 in the 2017 growing season. Soil water contents in the irrigated experimental plots were recorded by sensors B467, AE75 and AE86. Arrows indicate the timing of irrigation. Dotted lines in graphs indicate 20% soil water content.

Figure 4
Representative profiles of soil water content in experimental plots. Soil water contents recorded by each sensor from April 21 to October 31 in the 2017 growing season are shown as representative profiles. (A) Non-irrigated experimental plot. (B) Irrigated experimental plot with soil water content controlled to more than 20%. Dotted lines in graphs indicate 20% soil water content.
Table 2
Effects of constantly high soil water content on timings of bud break, bloom, full bloom and véraison
| Season | Treatment | Bud break | Bloom | Full bloom | Véraison | Harvest |
|---|---|---|---|---|---|---|
| 2017 | Control | April 25 | June 2 | June 9 | August 9 | October 4 |
| >20% | April 25 | June 2 | June 9 | August 19 | October 4 | |
| 2018 | Control | April 16 | May 20 | May 28 | August 5 | October 1 |
| >20% | April 16 | May 20 | May 28 | August 9 | October 1 | |
| 2019 | Control | April 28 | May 28 | June 4 | August 7 | September 28 |
| >20% | April 28 | May 28 | June 4 | August 8 | September 28 | |
[i] Control, non-irrigated grapevines; >20%, irrigated grapevines.
Table 3
Leaf water potential in grapevines
| Year | Date | Leaf water potential (MPa) | |
|---|---|---|---|
| Control | >20% | ||
| 2017 | August 2 | −0.61 ± 0.07 | −0.47 ± 0.03 |
| August 11 | −0.44 ± 0.01 | −0.48 ± 0.03 | |
| August 23 | −0.40 ± 0.01 | −0.47 ± 0.03 | |
| 2018 | July 21 | −0.99 ± 0.08 | −0.68 ± 0.04a |
| July 23 | −0.83 ± 0.04 | −0.77 ± 0.05 | |
| July 25 | −0.79 ± 0.02 | −0.70 ± 0.04 | |
| July 30 | −0.76 ± 0.05 | −0.67 ± 0.01 | |
| August 13 | −0.61 ± 0.01 | −0.56 ± 0.06 | |
| August 15 | −0.61 ± 0.04 | −0.55 ± 0.03 | |
| August 18 | −0.55 ± 0.05 | −0.58 ± 0.04 | |
| 2019 | July 30 | −0.61 ± 0.04 | −0.61 ± 0.01 |
| August 2 | −0.62 ± 0.02 | −0.61 ± 0.02 | |
| August 4 | −0.63 ± 0.05 | −0.63 ± 0.01 | |
| August 10 | −0.77 ± 0.03 | −0.71 ± 0.04 | |
| August 12 | −0.79 ± 0.02 | −0.76 ± 0.02 | |
| August 14 | −0.71 ± 0.02 | −0.72 ± 0.02 | |

Figure 5
Effects of constantly high soil water content on berry characteristics. Berry characteristics were measured from July 26 to October 4 in the 2017 growing season. (A) Transverse diameter of berry. (B) Weight of 10 berries. (C) Soluble solids content (Brix). (D) Acid content. Control (•), non-irrigated grapevines; >20% (□), irrigated grapevines. Data are means ± standard errors determined from three bunches collected on each sampling day. * p < 0.05 compared with control.
Table 4
Effects of constantly high soil water content on berry quality
| Season | Treatment | Bunch weight (g) | Bunch length (cm) | Berry number per bunch | Weight of 10 berries (g) | Transverse diameter (mm) | Soluble solids content (Brix) | Acid content (g · 100 mL−1) | Anthocyanin (μg · cm−2) |
|---|---|---|---|---|---|---|---|---|---|
| 2017 | Control | 279.7 ± 19.4 | 19.9 ± 0.8 | 163.5 ± 9.5 | 17.7 ± 0.7 | 12.6 ± 0.2 | 19.5 ± 0.4 | 1.49 ± 0.03 | 388.4 ± 54.1 |
| >20% | 272.1 ± 15.4 | 18.8 ± 0.7 | 158.3 ± 10.4 | 17.1 ± 0.3 | 12.6 ± 0.1 | 19.2 ± 0.1 | 1.83 ± 0.06a | 332.6 ± 23.8 | |
| 2018 | Control | 215.7 ± 18.3 | 15.2 ± 0.4 | 113.9 ± 8.9 | 16.4 ± 0.3 | 13.1 ± 0.1 | 16.8 ± 0.4 | 0.98 ± 0.05 | 407.8 ± 47.6 |
| >20% | 201.8 ± 11.0 | 15.1 ± 0.5 | 111.0 ± 5.6 | 15.6 ± 0.3 | 12.7 ± 0.1a | 16.2 ± 0.2 | 0.97 ± 0.03 | 323.6 ± 34.6 | |
| 2019 | Control | 205.5 ± 11.7 | 15.0 ± 0.5 | 112.6 ± 5.7 | 16.0 ± 0.2 | 13.1 ± 0.1 | 15.4 ± 0.3 | 0.99 ± 0.03 | 333.5 ± 35.7 |
| >20% | 206.2 ± 11.5 | 15.4 ± 0.4 | 119.5 ± 6.8 | 16.2 ± 0.5 | 12.8 ± 0.1a | 15.6 ± 0.4 | 1.00 ± 0.03 | 273.4 ± 16.9 | |