Integrating perennial biomass crops into crop rotations: How to remove miscanthus and switchgrass without glyphosate
Data files
Sep 13, 2023 version files 82.13 KB
-
physical_measurements_of_maize_and_miscanthus.xlsx
12.42 KB
-
README.md
4.14 KB
-
v122_offtake_data.xlsx
14.99 KB
-
V122_Soil_Probe_Data.xlsx
25.64 KB
-
weather_data_2020_and_long_term_average_for_Ihinger_Hof.xlsx
8.74 KB
-
yield_and_biomass_contents.xlsx
16.20 KB
Abstract
Perennial energy grasses have gained attention in recent years as a promising resource for the bioeconomy because of their benign environmental profile, high stress tolerance, high biomass yields and low input requirements. Currently, strong breeding efforts are being made to extend the range of commercially available miscanthus and switchgrass genotypes. In order to foster farmers’ acceptance of these crops, and especially of novel hybrids, more information is required about how they can be efficiently integrated into cropping rotations, how they can be removed at the end of their productive lifespan, and what effect they have on subsequently grown crops. Farmers in Europe are meanwhile increasingly constrained in the methods available to them to remove these crops, and there is a risk that the herbicide glyphosate, which has been used in many studies to remove them, will be banned in coming years. This study looks at the removal of seven-year-old stands of miscanthus and switchgrass over one year at an experimental site in Southern-Germany. Three novel miscanthus genotypes were studied, alongside one variety of switchgrass, and the impact of each crop’s removal on the yield of maize grown as a follow-on crop was examined. A combination of soil tillage and grass herbicides for maize cultivation was successful in controlling miscanthus regrowth, such that yields of maize grown after miscanthus did not differ significantly from yields of maize grown in monoculture rotation (18.1 t dry biomass ha-1). Yields of maize grown after switchgrass (14.4 t dry biomass ha-1) were significantly lower than maize in monoculture rotation caused by insufficient control of switchgrass regrowth by the applied maize herbicide. Although some regrowth of miscanthus and switchgrass was observed in the follow-on crop maize, complete eradication of both crops was achieved by subsequent winter wheat cultivation.
Maize was grown following miscanthus,maize and switchgrass. At the end of 2020 maize was harvested using a forrage harvester (baural) and by hand. Regrowth of miscanthus and switchgrass was harvested as well. Data from these three harvests was collected. Biomass from these three harvests was analysed to determine mineral content. Physical measurements of plant height and stem and plant density were taken. Soil samples were taken in 2020 to determine what impact crop removal and maize cultivation had on the soil.
Description of the Data and file structure
Where data is missing a "." symbol is placed.
V122_soil_probe_data-
This data set contains soil probes taken on four dates in 2020. The first data was a mixed probe and is thus the same for all plots. The columns represent NO3 and NH4 (mineral nitrogen content), elemental P, and elemental K in the soil. The final column represents the total Nmin in 0-0-90cm. Previous Crop represents the crop grown before maize ie. whether it was maize, Switchgrasss or one of the three miscanthus genotypes: OPM16, OPM17, OPM77. Depth respresnts the soil fraction being examined
Physical measurements of maize and miscanthus-
This data set contains field measurements taken in 2020 of maize plants and regrowing miscanthus and switchgrass plants. Previous crop represents the last crop grown before maize, if it was maize, switchgrass or miscanthus (OPM16,OPM17,OPM77). The date represents the date the measurement was taken. Maize_plant_no is the number of maize plants per square metre. Regrowth stems is the number of miscanthus or switchgrass stems per square metre. Regrowth height is the height of the regrowing miscanthus or switchgrass plants and maize is the height of the maize plant . The first measurement shows 5.5cm for maize, as the maize regrowth was extremely homogenous this was generalised for all measurements at that date.
yield_and_biomass contents-
This data set contains the yield data and nutrient content data. Baural yield and nutrient content data refers to the harvest carried out using a forrage harvester. "Hand "refers to the harvest carried out where maize plants were harvested by hand. Regrowth yield refers to the harvest carried out where regrowing miscnathus and switchgrass was harvested by hand. Baural data is thus a mix of maize plants and regrowing switchgrass and maize. Hand is purely maize. Regrowth is pure switchgrass or miscanthus. For each the N,P,K,Ca, Mg ,C and H content was determined, as well as the ash content. Yield data is in tonnes per hectare, content data is in mg/g and ash in %.
weather_data_2020_and_longterm- is the weather data used to construct figure 1 collected from the weather station at Ihinger Hof managed by the Landwirtschaftliche Technologie Zentrum.
map of experiment- is a map of the experimental site and experimental plots.
Sharing/access Information
All data was derived from experimentation. Weather data was collected from the Ihinger Hof weather station operated by Landwirtschaftliche Technologie Zentrum Augustenberg- The agricultural technology centre Augustenberg. This is available at https://www.wetter-bw.de/Internet/AM/NotesBwAM.nsf/(XP\_StationABC\_All)/095e00fe589ba5d7c1257ca8002cc942?OpenDocument&TableRow=3.9
In order to test the effect of miscanthus and switchgrass removal on subsequent maize cropping, a field trial including three different miscanthus hybrids, switchgrass and maize was removed and the land resown with an annual crop, maize. The field trial was located at Ihinger Hof, a research station belonging to the University of Hohenheim in Southern-Germany. The field trial was established in 2013 as part of the EU project ‘OPTIMISC’ (Grant Agreement no. 289159) to assess the methane yield potential of three miscanthus hybrids and switchgrass by anaerobic digestion. Miscanthus and switchgrass were established at a planting density of 2 and 6 plants m-2 respectively and grown alongside maize (annually sown at 10 seeds m-2) in a randomized split-block design with 4 replicates (plot size 5 m x 15 m) of each genotype/crop. Miscanthus and switchgrass were harvested in three different harvest regimes (double cut in July and October, early single cut in August and late single cut in October). In the original field trial (2013-2018), the miscanthus and switchgrass plots were split according to the harvest regime (split plot size 5 m x 5 m). To avoid the harvest date treatment impacting the research performed in this study, the crop was allowed two seasons to regenerate in 2018 and 2019. All miscanthus and switchgrass plots were harvested in late October each year, resulting in uniform and vigorous crops by the end of 2019 growing season. Maize cultivation was continued in the plots from the initial experiment so that maize was continually grown on these plots since 2014. In 2019 all miscanthus, switchgrass, and maize plots were fertilized the day after sowing with 150 kg N (ha a)-1 given as calcium ammonium nitrate. After the final green harvest in late October 2019, the field was cultivated by ploughing on November 22nd 2019 to a depth of approx. 22 cm. In Table 1, the crop treatments in the initial field trial and the follow-on crop maize established after recultivation of the field are briefly characterized.
In April 2020 all plots were power-harrowed and maize ‘Kilomeris’ (KWS SAAT SE & Co. KGaA, Einbeck, Germany) was sown on April 27th 2020 at a density of 9.3 seeds m-2 with a row distance of 75 cm. Each plot of the recultivated field trial was sown with 6 rows of maize, resulting in 4.5 m x 15m maize plots. The crop protection strategy included two herbicide applications: The first treatment was carried out one week after sowing by application of a tank-mixture of soil active herbicides pendimethalin (1,365 g ha-1, Stomp Aqua®, BASF SE, Ludwigshafen, Germany) and Dimethenamid-P (900 g ha-1, Spektrum®, BASF SE, Ludwigshafen, Germany). Both soil active herbicides are a standard treatment in maize cultivation and are known to also be suitable for miscanthus cultivation. For this reason, volunteer miscanthus and switchgrass regrowth appeared and needed to be suppressed with a second application of a leaf-active herbicide on May 26th 2020 containing 63 g ha-1 Foramsulfuron, 2 g ha-1 Iodosulfuron, 20 g ha-1 Thiencarbazone and 30 g ha-1 Cyprosulfamide (MaisTer® power, Bayer Crop Science Deutschland GmbH, Monheim, Germany). For fertilization, 198 kg N ha-1 was applied as stabilised Urea including Dicyandiamid und 1H-1,2,4 Triazol as a nitrification inhibitor (Alzon 46, SKW Stickstoffwerke Piesteritz GmbH, Wittenberg, Germany) in one application directly after sowing.
Physical measurements of crop growth
To assess the development of the maize crop, plant measurements were taken during the vegetation period on May 15th 2020, June 5th 2020 and August 6th 2020. The measurements included number of maize plants m-2, volunteer miscanthus and switchgrass shoots m-2, and average canopy height of the maize crop and volunteer miscanthus and switchgrass regrowth. The number of maize plants and miscanthus and switchgrass shoots was measured in the centre of the maize plot over an area of approx. 1 m2 (0.75 m x 1.33 m). The average canopy height of maize and volunteer miscanthus and switchgrass was estimated by using a measuring stick and was measured from the ground to the highest fully developed leaf. During these plant measurements the plots were also checked for volunteer growth of other weeds (i.e. neither miscanthus nor switchgrass), but due to the effective chemical weed management no significant quantity of weeds was found.
Weather data were collected from a weather station managed by the LTZ located at Ihinger Hof.
Yield and mineral offtake data collection
Two methods were used to assess the yield of maize and regrowing miscanthus and switchgrass.
Total harvestable fresh biomass yield was estimated on September 17th 2020 using a BAURAL SF 2000 (Zürn Harvesting GmbH & Co. KG, Schöntal-Westernhausen, Germany) self-propelled plot forage harvester. The third and fourth maize rows, in the centre of the plot, were harvested at a cutting height of approx. 20 cm and along 13.6 m stretch resulting in a sampling area of 20.4 m2. The harvested biomass was weighed during harvest by the harvester to assess the fresh biomass yield and a sample was taken for dry matter content analysis. Volunteer miscanthus and switchgrass biomass was not removed prior to harvesting with the forage harvester, but due to poor regrowth, their contribution to the overall yield was only minor. Yield calculated from this harvest was called harvestable yield, and reflected yields as they would be achieved in praxis.
A second yield determination was carried out by harvesting maize plants and regrowth by hand. A 1m2 area (0.75 m x 1.33 m) was harvested manually in the fifth maize row at a cutting height of approx. 5 cm. During the hand harvest, maize and volunteer miscanthus and switchgrass biomass was collected separately and the fresh weight of the biomass samples was assessed by weighing on a scale. After weighing, the fresh biomass was chipped using a laboratory chipper and a representative sample was taken for further chemical analysis. This was called potential yield as it represented the amount of biomass that could potentially be taken from the field. Potential yield was calculated for maize and for switchgrass and miscanthus regrowth.
In both harvests, biomass samples were dried at 80 °C to a constant weight in a drying cupboard. The dry weight was then used to calculate the dry matter yield. Winter wheat was sown following the maize harvest, though data about the yield and growth of this crop was not collected.
Chemical analysis of harvested biomass
The dried subsample of pure maize, miscanthus or switchgrass was then milled in a cutting mill SM 200 (Retsch, Haan, Germany) using a 1-mm sieve. The milled subsample was then used for analysis of ash, nitrogen (N), phosphorus (P), potassium (K), magnesium (Mg) and calcium (Ca) content. The nitrogen content was analyzed using a Vario Macro Cube (Elementar Analysensysteme GmbH, Hanau, Germany) in which the samples are completely incinerated with oxygen and content of nitrogen compounds in the resulting off-gas was measured by a thermal conductivity detector. The P, K, Mg and Ca content was measured by microwave digestion of the biomass, followed by analysis of the extract using ICP-OES. For this analysis, 0.5 g of each sample was diluted with 8 ml HNO3 and 6 ml H2O and digested in an ETHOS.lab microwave (MLS GmbH, Leutkirch, Germany). The ICP-OES analysis of the extract was performed by Core Facility Hohenheim, which is the central laboratory of the University of Hohenheim.
Soil sampling
Soil samples were taken on four dates to examine the nutrient dynamics in the soil during the vegetation periods. On the first date, April 15th, multiple samples were taken from the field and combined to use as a baseline for further calculations. Samples were then taken on May 18th, June 24th and after the harvest on September 22nd 2020. Soil samples were taken with an auger to a depth of 90 cm and divided into three fractions (0-30 cm; 30-60 cm; 60-90cm) which were then analysed separately. Directly after extraction from the soil, the soil samples were cooled to avoid ammonium losses and stored frozen until analysis. Following extraction stones and other debris were removed from soil samples.
Plant available nitrogen in fresh soil (NO3 and NH4; referred to as Nmin) was determined using a CaCl2 extraction and FIA (flow-injection analysis) measurement (DIN ISO 14255:1998-11). The amount of plant available phosphorus and potassium was then analysed in dried soil via CAL-extraction followed by measurement with a flame photometer or FIA respectively (OENORM L 1087:2012-12-01). Soil pH was determined with a glass electrode after CaCl2 extraction (DIN ISO 10390:2005).
Nitrogen balance in the soil
Soil samples taken from the beginning of the vegetation period until after maize was harvested were used to calculate a nitrogen balance. A mixed probe was used for the first value, hence for all treatments initial soil nitrogen is given as 18.15 kg ha-1. Mineral offtake calculated from harvest data was compared with measured soil nitrogen.
Statistical analysis
Statistical analysis was conducted in R (R Core Team 2020) and RStudio (Version 2022.02.3). The program ‘agricolae’ was used to perform an ANOVA and Tukey’s test using the following model.
Where: y = yield of maize or regrowth of miscanthus or switchgrass
μ = general mean effect
prev = effect of the previous crop
B = effect of block
= residual error
Homogeneity of variance was assessed visually. The effects were tested at a level of probability of α = 0.05.
Excel