Digital image analysis as a tool to estimate legume contributions in legume-grass swards

Summary: Productivity and forage quality of legume-grass swards are important factors for successful arable farming in both organic and conventional farming systems. For these objectives the botanical composition of the swards is of particular importance, especially, the content of legumes due to their ability to fix airborne nitrogen. As it can vary considerably within a field, a non-destructive detection method while doing other tasks would facilitate a more targeted sward management and could predict the nitrogen supply of the soil for the subsequent crop. This study was undertaken to explore the potential of digital image analysis (DIA) for a non destructive prediction of legume dry matter (DM) contribution of legume-grass mixtures. For this purpose an experiment was conducted in a greenhouse, comprising a sample size of 64 experimental swards such as pure swards of red clover (Trifolium pratense L.), white clover (Trifolium repens L.) and lucerne (Medicago sativa L.) as well as binary mixtures of each legume with perennial ryegrass (Lolium perenne L.). Growth stages ranged from tillering to heading and the proportion of legumes from 0 to 80 %. Based on digital sward images three steps were considered in order to estimate the legume contribution (% of DM): i) The development of a digital image analysis (DIA) procedure in order to estimate legume coverage (% of area). ii) The description of the relationship between legume coverage (% area) and legume contribution (% of DM) derived from digital analysis of legume coverage related to the green area in a digital image. iii) The estimation of the legume DM contribution with the findings of i) and ii). i) In order to evaluate the most suitable approach for the estimation of legume coverage by means of DIA different tools were tested. Morphological operators such as erode and dilate support the differentiation of objects of different shape by shrinking and dilating objects (Soille, 1999). When applied to digital images of legume-grass mixtures thin grass leaves were removed whereas rounder clover leaves were left. After this process legume leaves were identified by threshold segmentation. The segmentation of greyscale images turned out to be not applicable since the segmentation between legumes and bare soil failed. The advanced procedure comprising morphological operators and HSL colour information could determine bare soil areas in young and open swards very accurately. Also legume specific HSL thresholds allowed for precise estimations of legume coverage across a wide range from 11.8 - 72.4 %. Based on this legume specific DIA procedure estimated legume coverage showed good correlations with the measured values across the whole range of sward ages (R2 0.96, SE 4.7 %). A wide range of form parameters (i.e. size, breadth, rectangularity, and circularity of areas) was tested across all sward types, but none did improve prediction accuracy of legume coverage significantly. ii) Using measured reference data of legume coverage and contribution, in a first approach a common relationship based on all three legumes and sward ages of 35, 49 and 63 days was found with R2 0.90. This relationship was improved by a legume-specific approach of only 49- and 63-d old swards (R2 0.94, 0.96 and 0.97 for red clover, white clover, and lucerne, respectively) since differing structural attributes of the legume species influence the relationship between these two parameters. In a second approach biomass was included in the model in order to allow for different structures of swards of different ages. Hence, a model was developed, providing a close look on the relationship between legume coverage in binary legume-ryegrass communities and the legume contribution: At the same level of legume coverage, legume contribution decreased with increased total biomass. This phenomenon may be caused by more non-leguminous biomass covered by legume leaves at high levels of total biomass. Additionally, values of legume contribution and coverage were transformed to the logit-scale in order to avoid problems with heteroscedasticity and negative predictions. The resulting relationships between the measured legume contribution and the calculated legume contribution indicated a high model accuracy for all legume species (R2 0.93, 0.97, 0.98 with SE 4.81, 3.22, 3.07 % of DM for red clover, white clover, and lucerne swards, respectively). The validation of the model by using digital images collected over field grown swards with biomass ranges considering the scope of the model shows, that the model is able to predict legume contribution for most common legume-grass swards (Frame, 1992; Ledgard and Steele, 1992; Loges, 1998). iii) An advanced procedure for the determination of legume DM contribution by DIA is suggested, which comprises the inclusion of morphological operators and HSL colour information in the analysis of images and which applies an advanced function to predict legume DM contribution from legume coverage by considering total sward biomass. Low residuals between measured and calculated values of legume dry matter contribution were found for the separate legume species (R2 0.90, 0.94, 0.93 with SE 5.89, 4.31, 5.52 % of DM for red clover, white clover, and lucerne swards, respectively). The introduced DIA procedure provides a rapid and precise estimation of legume DM contribution for different legume species across a wide range of sward ages. Further research is needed in order to adapt the procedure to field scale, dealing with differing light effects and potentially higher swards. The integration of total biomass into the model for determining legume contribution does not necessarily reduce its applicability in practice as a combined estimation of total biomass and legume coverage by field spectroscopy (Biewer et al. 2009) and DIA, respectively, may allow for an accurate prediction of the legume contribution in legume-grass mixtures.

Impact of sward type, cutting date and conditioning temperature on mass and energy flows in the integrated generation of solid fuel and biogas from semi-natural grassland

Energy production from biomass and the conservation of ecologically valuable grassland habitats are two important issues of agriculture today. The combination of a bioenergy production, which minimises environmental impacts and competition with food production for land with a conversion of semi-natural grasslands through new utilization alternatives for the biomass, led to the development of the IFBB process. Its basic principle is the separation of biomass into a liquid fraction (press fluid, PF) for the production of electric and thermal energy after anaerobic digestion to biogas and a solid fraction (press cake, PC) for the production of thermal energy through combustion. This study was undertaken to explore mass and energy flows as well as quality aspects of energy carriers within the IFBB process and determine their dependency on biomass-related and technical parameters. Two experiments were conducted, in which biomass from semi-natural grassland was conserved as silage and subjected to a hydrothermal conditioning and a subsequent mechanical dehydration with a screw press. Methane yield of the PF and the untreated silage was determined in anaerobic digestion experiments in batch fermenters at 37°C with a fermentation time of 13-15 and 27-35 days for the PF and the silage, respectively. Concentrations of dry matter (DM), ash, crude protein (CP), crude fibre (CF), ether extract (EE), neutral detergent fibre (NDF), acid detergent fibre (ADF), acid detergent ligning (ADL) and elements (K, Mg, Ca, Cl, N, S, P, C, H, N) were determined in the untreated biomass and the PC. Higher heating value (HHV) and ash softening temperature (AST) were calculated based on elemental concentration. Chemical composition of the PF and mass flows of all plant compounds into the PF were calculated. In the first experiment, biomass from five different semi-natural grassland swards (Arrhenaterion I and II, Caricion fuscae, Filipendulion ulmariae, Polygono-Trisetion) was harvested at one late sampling (19 July or 31 August) and ensiled. Each silage was subjected to three different temperature treatments (5°C, 60°C, 80°C) during hydrothermal conditioning. Based on observed methane yields and HHV as energy output parameters as well as literature-based and observed energy input parameters, energy and green house gas (GHG) balances were calculated for IFBB and two reference conversion processes, whole-crop digestion of untreated silage (WCD) and combustion of hay (CH). In the second experiment, biomass from one single semi-natural grassland sward (Arrhenaterion) was harvested at eight consecutive dates (27/04, 02/05, 09/05, 16/05, 24/05, 31/05, 11/06, 21/06) and ensiled. Each silage was subjected to six different treatments (no hydrothermal conditioning and hydrothermal conditioning at 10°C, 30°C, 50°C, 70°C, 90°C). Energy balance was calculated for IFBB and WCD. Multiple regression models were developed to predict mass flows, concentrations of elements in the PC, concentration of organic compounds in the PF and energy conversion efficiency of the IFBB process from temperature of hydrothermal conditioning as well as NDF and DM concentration in the silage. Results showed a relative reduction of ash and all elements detrimental for combustion in the PC compared to the untreated biomass of 20-90%. Reduction was highest for K and Cl and lowest for N. HHV of PC and untreated biomass were in a comparable range (17.8-19.5 MJ kg-1 DM), but AST of PC was higher (1156-1254°C). Methane yields of PF were higher compared to those of WCD when the biomass was harvested late (end of May and later) and in a comparable range when the biomass was harvested early and ranged from 332 to 458 LN kg-1 VS. Regarding energy and GHG balances, IFBB, with a net energy yield of 11.9-14.1 MWh ha-1, a conversion efficiency of 0.43-0.51, and GHG mitigation of 3.6-4.4 t CO2eq ha-1, performed better than WCD, but worse than CH. WCD produces thermal and electric energy with low efficiency, CH produces only thermal energy with a low quality solid fuel with high efficiency, IFBB produces thermal and electric energy with a solid fuel of high quality with medium efficiency. Regression models were able to predict target parameters with high accuracy (R2=0.70-0.99). The influence of increasing temperature of hydrothermal conditioning was an increase of mass flows, a decrease of element concentrations in the PC and a differing effect on energy conversion efficiency. The influence of increasing NDF concentration of the silage was a differing effect on mass flows, a decrease of element concentrations in the PC and an increase of energy conversion efficiency. The influence of increasing DM concentration of the silage was a decrease of mass flows, an increase of element concentrations in the PC and an increase of energy conversion efficiency. Based on the models an optimised IFBB process would be obtained with a medium temperature of hydrothermal conditioning (50°C), high NDF concentrations in the silage and medium DM concentrations of the silage.

Agronomic aspects of intercropping spring or winter peas and cereals as influenced by ploughing system

Ziel der vorliegenden Arbeit war es, den Mischfruchtanbau von Sommer- oder Wintererbsen und Getreide zu bewerten und die Eignung einer flachwendenden Bodenbearbeitung im ökologischen Erbsenanbau zu ermitteln. Weiterhin war im Rahmen dieser Arbeit beabsichtigt, den Einfluss einer mechanischen Bodenbelastung zur Saat auf die Leistungsfähigkeit von Sommererbsen in Reinsaat und Gemenge nach tief- (Pflug, 25-30 cm) und flachwendender (Stoppelhobel, 7-12 cm) Bodenbearbeitung zu untersuchen. Zu diesem Zweck wurden Feldversuche mit den Versuchsfaktoren Anbauform (Sommererbsen und Hafer in Reinsaat oder Gemenge), Pflugsystem (flach- und tiefwendend), mechanische Bodenbelastung (0 t; 2,6 t; 4,6 t Hinterradlast) und Standort (Köllitsch, Trenthorst) in 2009 und 2010 durchgeführt. Der Mischfruchtanbau zweier Wintererbsen-Sorten (E.F.B. 33: normalblättrig, buntblühend; James: halbblattlos, weißblühend) nach flach- und tiefwendender Bodenbearbeitung wurde am Standort Trenthorst in den Jahren 2009/10 und 2010/11 untersucht. Zur Untersuchung der Vorfruchtwirkung wurde im Anschluss an die Wintererbsen-Versuche Winterweizen angebaut. Ein Gefäßversuch und ein Bioassay wurde ergänzend zu den Mischfruchtversuchen mit Sommererbsen durchgeführt, um die Ursachen eines unterschiedlichen Unkrautunterdrückungsvermögens in Reinsaaten und Gemenge von Sommererbsen und Hafer bestimmen zu können. Mischfruchtbestände von Erbsen und Getreide unterdrückten annuelle Unkräuter stärker als Erbsen-Reinsaaten, was insbesondere bei halbblattlosen Erbsen zu beobachten war. Die Ergebnisse weisen darauf hin, dass eine stärkere unterirdische Interaktion zwischen Kulturpflanzen und Unkräutern für die stärkere Unkrautunterdrückung in Erbsen-Hafer-Gemengen im Vergleich zu Erbsen-Reinsaaten verantwortlich war. Die flachwendende Bearbeitung führte in Sommererbsen-Reinsaaten zu einem signifikant höheren Unkrautaufkommen, wohingegen in den Erbsen-Hafer-Gemengen eine vergleichbare (Köllitsch) oder signifikant höhere (Trenthorst) Verunkrautung nach flachwendender Bearbeitung vorhanden war. In den Wintererbsen-Versuchen waren keine signifikanten Unterschiede hinsichtlich des Unkrautaufkommens zwischen den Pflugsystemen festzustellen. Der Mischfruchtanbau von Wintererbsen und Triticale reduzierte den Befall mit der Grünen Erbsenblattlaus und verbesserte die Standfestigkeit der normalblättrigen Wintererbse, wohingegen kein positiver Effekt des Mischfruchtanbaus in Hinsicht auf Auswinterungsverluste der Wintererbsen und einen Befall mit dem Erbsenwickler festgestellt werden konnte. Die Mischfruchtbestände von Sommer- oder Wintererbsen und Getreidepartnern wiesen unter der Voraussetzung, dass keine Ertragsbildungsprobleme beim Getreide auftraten, höhere Gesamterträge im Vergleich zu den entsprechenden Erbsen-Reinsaaten auf. Die Getreidepartner unterdrückten in den Mischfruchtbeständen insbesondere die halbblattlosen Erbsen. Die flachwendende Bodenbearbeitung führte im Vergleich zur tiefwendenden Bearbeitung zu einer vergleichbaren oder signifikant besseren Ertragsleistung der Rein- und Mischfruchtbestände von Erbsen und Getreide. Die mechanische Bodenbelastung hat die Ertragsleistung und die Kornqualität der Kulturen im Jahr 2009 nicht beeinflusst. Im Jahr 2010 führte die mechanische Bodenbelastung, im Gegensatz zum Hafer, zu einer Reduzierung der Erbsen-Erträge um 12,1 % (2,6 t) und 20,8 % (4,6 t). Zudem nahmen der Rohproteingehalt der Erbsen und die Gesamterträge mit zunehmender mechanischer Bodenbelastung nach tiefwendender Bodenbearbeitung kontinuierlich ab, wohingegen nach flachwendender Bearbeitung keine signifikanten Unterschiede festgestellt wurden. Der Winterweizen, der nach den Rein- und Mischsaaten von E.F.B. 33 angebaut wurde (2010/11: 35,9; 2011/12: 20,1 dt TM ha-1), war dem Winterweizen nach den Rein- und Mischsaaten von James (2010/11: 23,8; 2011/12: 16,7 dt TM ha-1) ertraglich überlegen. Während im Jahr 2010/11 kein signifikanter Unterschied der Ertragsleistung der Nachfrucht Winterweizen in den beiden Pflugsystemen festgestellt wurde, führte die flachwendende Bodenbearbeitung im Jahr 2011/12 zu signifikant geringeren Winterweizen-Erträgen (12,9 dt TM ha-1) im Vergleich zur tiefwendenden Bodenbearbeitung (20,5 dt TM ha-1). Der metabolische Energiegehalt der weißblühenden Winter- (15,2 MJ kg-1) und Sommererbsen (15,7 MJ kg-1) lag signifikant über demjenigen der buntblühenden Wintererbsen-Sorte E.F.B. 33 (13,3 MJ kg-1). Das Pflugsystem hatte nur geringe Auswirkungen auf die Kornqualität und den energetischen Futterwert.