Submitted:
18 August 2023
Posted:
22 August 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Location and vines
2.2. Installation of minirhizotron tubes
2.3. Soil water and temperature monitoring
2.4. Weather data
2.5. Weather data
2.6. Root observation and digital image collection
2.7. Statistical analysis
2.7.1. Analysis across all observation dates
2.7.2. Analysis across last three years of observation dates
3. Results
3.1. The model outcomes
3.2. Soil moisture, soil and air temperature, phenological stages
3.3. Total new root production in different seasons and phenological stages
3.4. New root production, vertical root distribution dynamics and seasonal root growth dynamics of grapevines
4. Discussion
4.1. New root production, vertical root distribution dynamics and seasonal root growth dynamics of grapevines
4.2. Influence of soil temperature on grapevine root growth
4.3. Influence of soil moisture on grapevine root growth
4.4. Influence of genotype on grapevine root distribution
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Predictor variables | Response | |
|---|---|---|
| No root growth (Model 1) |
New roots (Model 2) |
|
| Air temperature | *** | *** |
| Genotype | *** | ** |
| Season | *** | *** |
| Depth | * | * |
| Phenological stages | *** | *** |
| Year | *** | *** |
| Observation date | *** | *** |
| Air temperature: Genotype | *** | *** |
| Genotype: Season | *** | ** |
| Genotype: Phenological stages | *** | *** |
| Genotype : Year | *** | *** |
| Genotype : Observation date | *** | *** |
| Predictor variables | Response |
|---|---|
| New roots | |
| Air temperature | ** |
| Genotype | ** |
| Season | *** |
| Depth | * |
| Phenological stages | ** |
| Year | ns |
| Observation date | ns |
| Soil moisture at 10 cm | ns |
| Soil moisture at 30 cm | ** |
| Air temperature: Genotype | *** |
| Genotype: Soil moisture at 10 cm | * |
| Genotype: Soil moisture at 30 cm | ** |
| Phenological stages |
Season | ||||
|---|---|---|---|---|---|
| Season 1 (2007/2008) | Season 2 (2008/2009) |
Season 3 (2009/2010) | Season 4 (2012/2013) | Season 5 (2013/2014) | |
| Bud-break (E-L 02) | 12/09/2007 | 17/09/2008 | 8/09/2009 | 18/09/2012 | 18/09/2013 |
| Flowering (E-L 08) | 08/11/2007 | 29/10/2008 | 02/11/2009 | 30/10/2012 | 02/11/2013 |
| Veraison (E-L 31) | 02/01/2008 | 07/01/2009 | 30/12/2009 | 08/01/2013 | 30/12/2013 |
| Harvest (E-L 35) | 29/02/2008 | 10/02/2009 | 23/02/2010 | 06/03/2013 | 09/03/2014 |
| Genotypes | |||||
|---|---|---|---|---|---|
| Shiraz | 140 Ruggeri | Schwarzmann | Ramsey | ||
| Seasons | Spring | 1157 | 2621 | 1440 | 1603 |
| Summer | 254 | 470 | 414 | 333 | |
| Autumn | 50 | 156 | 156 | 109 | |
| Winter | 245 | 331 | 205 | 514 | |
|
Phenological stages |
Bud-break | 93 | 136 | 41 | 191 |
| Flowering | 594 | 1563 | 1075 | 972 | |
| Veraison | 132 | 136 | 164 | 124 | |
| Harvest | 99 | 203 | 81 | 69 | |
| Year total | 1706 | 3578 | 2215 | 2559 | |
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