| Literature DB >> 30274336 |
Mariano Fracchiolla1, Anna Maria Stellacci2, Eugenio Cazzato3, Luigi Tedone4, Salem Alhajj Ali5, Giuseppe De Mastro6.
Abstract
Conservative agriculture includes a range of management strategies with low energy inputs such as no-tillage, minimum tillage, and low application of fertilizers. Weed flora in arable fields is strictly affected by agronomic practices such as tillage and fertilization management. This study was conducted seven years after the beginning of a long-term-durum wheat⁻faba bean-rotation. It analyzes the combined effects on the soil seed bank of three different tillage systems (conservative, reduced, and conventional tillage) and two levels of nitrogen fertilization. The effects were investigated both using stepwise discriminant analysis and analysis of variance in order to find statistical differences among main factors and their interactions. The seed bank of Conyza canadensis, Papaver rhoeas, Solanum nigrum, Fallopia convolvulus, and Fumaria officinalis was higher in conservative or reduced tillage plots. The magnitude of the response to nitrogen supply varied among weed species. Conyza canadensis seemed to be favored by low nitrogen supply, whereas Sinapis arvensis by higher doses of nitrogen. Anagallis arvensis showed the lowest seed bank in conventionally tilled plots, without distinction of nitrogen supply. The results suggest that different tillage systems and, to a lesser extent, different nitrogen supply, produce changes in the seed bank size and composition, along the soil profile.Entities:
Keywords: conservation agriculture; fertilization; sod seeding; stepwise discriminant analysis; weeds
Year: 2018 PMID: 30274336 PMCID: PMC6313847 DOI: 10.3390/plants7040082
Source DB: PubMed Journal: Plants (Basel) ISSN: 2223-7747
Species recorded in the soil seed bank and their emergence season (1).
| Species | Botanical Family | Code | Emergence Season |
|---|---|---|---|
| Amaranthaceae | AMARE | Spring/Summer | |
| Primulaceae | ANGAR | Spring/Summer | |
| Chenopodiaceae | CHEAL | Spring/Summer | |
| Asteraceae | ERICA | Spring/Summer | |
| Polygonaceae | POLCO | Spring/Summer | |
| Papaveraceae | FUMOF | Autumn/Winter | |
| Rubiaceae | GALAP | Autumn/Winter | |
| Boraginaceae | HEOEU | Spring/Summer | |
| Papaveraceae | PAPHY | Autumn/Winter | |
| Papaveraceae | PAPRH | Autumn/Winter | |
| Poaceae | PHAPA | Autumn/Winter | |
| Asteraceae | PICEC | Spring/Summer | |
| Polygonaceae | POLAV | Autumn/Winter | |
| Polygonaceae | POLHY | Spring/Summer | |
| Portulacaceae | POROL | Spring/Summer | |
| Poaceae | SETVI | Spring/Summer | |
| Asteraceae | SLYMA | Autumn/Winter | |
| Brassicaceae | SINAR | Autumn/Winter | |
| Solanaceae | SOLNI | Spring/Summer | |
| Asteraceae | SONOLO | Autumn/Winter | |
| Plantaginaceae | VERHE | Autumn/Winter |
(1) Botanical nomenclature and codes are listed according to “Composite List of Weeds” redacted by Weed Science Society of America and available on-line (http://wssa.net/).
Effect of soil depth (D, m), tillage system (T), and nitrogen supply (N, Kg ha−1) on weed seed bank (1).
| Sources of Variation (2) | Total Seeds | Total Seeds Grouped per Emergence Season | |
|---|---|---|---|
| Spring/Summer | Autumn/Winter | ||
| DEPTH (D) | 0.3715 | 0.4758 | 0.5083 |
| 0–0.2 | 34.6 | 18.6 | 16.0 |
| 0.2–0.4 | 32.4 | 17.5 | 14.9 |
| TILLAGE (T) | 0.0001 | 0.0001 | 0.0138 |
| RT | 34.5 B | 18.7 B | 15.8 AB |
| CT | 21.6 C | 9.5 C | 12.1 B |
| SS | 44.5 A | 26.1 A | 18.4 A |
| NITROGEN (N) | 0.0730 | 0.4130 | 0.0014 |
| 30 | 31.3 | 18.7 | 12.6 B |
| 90 | 35.7 | 17.4 | 18.3 A |
| D × T | 0.0143 | 0.2741 | 0.0124 |
| D × N | 0.2116 | 0.7854 | 0.1086 |
| T × N | 0.1483 | 0.0309 | 0.9413 |
| D × T × N | 0.3478 | 1.2496 | 0.7693 |
(1) The data are listed as the square root of the actual values. (2) Within each column and each factor, data followed by different letters are significantly different at 0.01.
Results of Stepwise Discriminant Analysis carried out on the weed species of the 0 to 0.20 m layer, considering both the different managements separately (Tillage (b) and Nitrogen (c)) and their interaction (Tillage × Nitrogen (a)).
| Stepwise Selection Summary | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Data Set | n | Step | Number In | Entered (1) | Partial R-Square | F Value | Pr > F | Wilks’ Lambda | Pr < Lambda | Average Squared Canonical Correlation | Pr > ASCC |
| T × N (a) | 18 | 1 | 1 | ANGAR | 0.9888 | 212.16 | <0.0001 | 0.0111857 | <0.0001 | 0.1977629 | <0.0001 |
| 2 | 2 | ERICA | 0.9205 | 25.48 | <0.0001 | 0.00088901 | <0.0001 | 0.3799994 | <0.0001 | ||
| 3 | 3 | HEOEU | 0.7988 | 7.94 | 0.0029 | 0.00017884 | <0.0001 | 0.5239311 | <0.0001 | ||
| T (b) | 18 | 1 | 1 | ERICA | 0.8421 | 40 | <0.0001 | 0.15789156 | <0.0001 | 0.4210542 | <0.0001 |
| 2 | 2 | PAPRH | 0.7214 | 18.13 | 0.0001 | 0.04398084 | <0.0001 | 0.7765215 | <0.0001 | ||
| 3 | 3 | SOLNI | 0.5031 | 6.58 | 0.0106 | 0.02185504 | <0.0001 | 0.8171384 | <0.0001 | ||
| 4 | 4 | POLCO | 0.5371 | 6.96 | 0.0098 | 0.01011633 | <0.0001 | 0.8378164 | <0.0001 | ||
| N (c) | 18 | 1 | 1 | SINAR | 0.3471 | 8.51 | 0.0101 | 0.65286837 | 0.0101 | 0.3471316 | 0.0101 |
| 2 | 2 | HEOEU | 0.4262 | 11.14 | 0.0045 | 0.37459124 | 0.0006 | 0.6254088 | 0.0006 | ||
| 3 | 3 | FUMOF | 0.3235 | 6.7 | 0.0215 | 0.25340638 | 0.0002 | 0.7465936 | 0.0002 | ||
| 4 | 4 | CHEAL | 0.2815 | 5.09 | 0.0419 | 0.182079 | <0.0001 | 0.817921 | <0.0001 | ||
| 5 | 5 | PHAPA | 0.3236 | 5.74 | 0.0338 | 0.12315314 | <0.0001 | 0.8768469 | <0.0001 | ||
| 6 | 6 | PAPRH | 0.3393 | 5.65 | 0.0367 | 0.08137076 | <0.0001 | 0.9186292 | <0.0001 | ||
See Table 1 for weed codes.
Results of Stepwise Discriminant Analysis carried out on the weed species of the 0.20 to 0.40 m layer, considering both the different managements separately (Tillage (b)—and Nitrogen (c)) and their interaction (Tillage × Nitrogen (a)).
| Stepwise Selection Summary | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Data Set | n | Step | Number In | Entered (1) | Partial R-Square | F Value | Pr > F | Wilks’ Lambda | Pr < Lambda | Average Squared Canonical Correlation | Pr > ASCC |
| T × N (a) | 18 | 1 | 1 | PAPRH | 0.9179 | 26.84 | <0.0001 | 0.0820707 | <0.0001 | 0.1835859 | <0.0001 |
| 2 | 2 | ERICA | 0.8335 | 11.01 | 0.0005 | 0.0136665 | <0.0001 | 0.3448919 | <0.0001 | ||
| 3 | 3 | POROL | 0.8666 | 12.99 | 0.0004 | 0.0018228 | <0.0001 | 0.4984092 | <0.0001 | ||
| 4 | 4 | PHAPA | 0.947 | 32.13 | <0.0001 | 9.669 × 10−5 | <0.0001 | 0.681228 | <0.0001 | ||
| T (b) | 18 | 1 | 1 | PHAPA | 0.7692 | 25 | <0.0001 | 0.2307692 | <0.0001 | 0.3846154 | <0.0001 |
| 2 | 2 | PAPRH | 0.6623 | 13.73 | 0.0005 | 0.0779221 | <0.0001 | 0.6975881 | <0.0001 | ||
| 3 | 3 | FUMOF | 0.531 | 7.36 | 0.0073 | 0.0365476 | <0.0001 | 0.7823072 | <0.0001 | ||
| N (c) | 18 | 1 | 1 | ERICA | 0.3875 | 10.12 | 0.0058 | 0.6125042 | 0.0058 | 0.3874958 | 0,0058 |
| 2 | 2 | SONOLO | 0.4193 | 10.83 | 0.005 | 0.3557074 | 0.0004 | 0.6442926 | 0.0004 | ||
See Table 1 for weed codes.
Effect of soil depth (D, m), tillage system (T), and nitrogen supply (N, Kgha−1) on weed seed bank composition (1).
| Sources of Variation | Weed Species (2) | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Angar | Erica | Polco | Fumof | Galap | Heoeu | Paphy | Paprh | Phapa | Polav | Porol | Setvi | Sinar | Solni | Slyma | Verhe | |
| Depth (D) | 0.4722 | 0.7886 | 0.0185 | 0.6736 | 0.0312 | 0.3358 | 0.7651 | 0.0001 | 0.8103 | 0.0206 | 0.8871 | 0.3781 | 0.0821 | 0.4285 | 0.5003 | 0.0051 |
| 0–0.2 | 3.2 | 5.9 | 1.6 a | 1.4 | 1.0 a | 1.1 | 1.6 | 3.0 a | 0.9 | 1.3 a | 0.9 | 1.6 | 2.5 | 1.4 | 1.2 | 0.2 b |
| 0.2–0.4 | 3.5 | 5.9 | 0.5 b | 1.7 | 0.2 b | 0.6 | 1.8 | 1.3 b | 1.1 | 0.2 b | 0.9 | 1.1 | 3.5 | 1.8 | 0.9 | 1.8 a |
| Tillage (T) | 0.0001 | 0.0001 | 0.0001 | 0.0030 | 0.0002 | 0.0005 | 0.0003 | 0.0001 | 0.0063 | 0.3039 | 0.0001 | 0.0007 | 0.0370 | 0.0027 | 0.0001 | 0.1916 |
| SS | 2.5 b | 6.9 a | 3.1 a | 0.4 b | 1.8 a | 2.3 a | 3.8 a | 1.9 c | 0.3 b | 1.1 | 2.0 a | 3.0 a | 1.9 b | 3.0 a | 2.9 a | 1.4 |
| RT | 6.7 a | 5.8 b | 0.0 b | 3.3 a | 0.0 b | 0.3 b | 0.6 b | 4.5 a | 0.4 b | 0.7 | 0.0 b | 0.7 b | 3.1 ab | 1.5 b | 0.0 b | 1.3 |
| CT | 0.7 c | 4.9 c | 0.0 b | 1.0 b | 0.0 b | 0.0 b | 0.7 b | 0.0 b | 2.3 a | 0.3 | 0.6 b | 0.3 b | 3.8 a | 0.3 b | 0.3 b | 0.3 |
| Nitrogen (N) | 0.0001 | 0.0003 | 0.4361 | 0.2071 | 0.4529 | 0.3358 | 0.0357 | 0.6967 | 0.6843 | 0.1569 | 0.0071 | 0.1191 | 0.0001 | 0.0181 | 0.1110 | 0.6105 |
| 30 | 4.6 a | 6.3 a | 1.2 | 1.2 | 0.5 | 0.6 | 1.0 b | 2.2 | 0.9 | 1.0 | 0.4 b | 0.9 | 1.7 b | 2.3 a | 0.7 | 0.9 |
| 90 | 2.1 b | 5.5 b | 0.9 | 2.0 | 0.7 | 1.1 | 2.4 a | 2.1 | 1.1 | 0.4 | 1.3 a | 1.8 | 4.3 a | 0.9 b | 1.4 | 1.1 |
| D × T | 0.0506 | 0.0036 | 0.0060 | 0.4835 | 0.0129 | 0.0599 | 0.8414 | 0.0006 | 0.0968 | 0.1303 | 0.9796 | 0.2613 | 0.0525 | 0.2335 | 0.8376 | 0.3034 |
| D × N | 0.3551 | 0.0013 | 0.1832 | 0.6365 | 0.0537 | 0.0596 | 0.1031 | 0.0497 | 0.6843 | 0.0206 | 0.8871 | 0.5390 | 0.4526 | 0.5255 | 0.0761 | 0.7365 |
| T × N | 0.0007 | 0.6776 | 0.5425 | 0.9952 | 0.5663 | 0.0599 | 0.2317 | 0.0414 | 0.5070 | 0.0268 | 0.0001 | 0.0076 | 0.2879 | 0.0244 | 0.3703 | 0.3034 |
| D × T × N | 0.8812 | 0.0026 | 0.1747 | 0.5784 | 0.0290 | 0.2038 | 0.5723 | 0.3421 | 0.4170 | 0.0255 | 0.9796 | 0.7650 | 0.2917 | 0.1981 | 0.2557 | 0.1322 |
(1) Only species whose data are significant for at least a factor are shown. For the main factors, data within a column followed by different letters are significantly different at the 0.05 p-level (Duncan’s Test); (2) See Table 1 for weed codes.
Main physical and chemical characteristics of the soil in the study area.
| Characteristics | Unit | Value |
|---|---|---|
| Reaction | pH | 7.72 |
| Organic matter (Walkley-Black Method) | % | 2.8 |
| Total lime | % | 8.8 |
| Sand | % | 39.78 |
| Silt | % | 37.40 |
| Clay | % | 22.82 |
Tillage systems and related seedbed preparation and sowing systems used in the experimental field.
| Tillage System | Seedbed Preparation | Sowing |
|---|---|---|
| Conservative Tillage (SS) = No tillage | Chemical weeding | Sod seeding using direct seed drill machine (“La Seminasodo”) |
| Reduced Tillage (RT) = Chisel plowing (August) | Disc plowing | Seeder machine “IMA LA Rocca” |
| Conventional Tillage (CT) = Moldboard plowing (35 cm) (August) |
Herbicides used for weed management in the crops.
| Crop | Herbicides | Doses (L or kg ha−1) | Time of Application |
|---|---|---|---|
| Faba bean | Pedimethalin (38.72%) | 1.5 | Pre-emergence |
| Bentazon (87.0%) | 0.6 | Postemergence (March) | |
| Fluazifop- | 1.5 | ||
| Wheat | Pinoxaden (3.09%) | 1.0 | |
| Clodinafop-propargyl (3.09%) | |||
| Cloquintocet-mexyl (0.77%) | |||
| Seedbed preparation in sod seeded plots | Glyphosate (48.0%) | 3.0 | Presowing |