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.

Ermittlung geeigneter Methoden zur Differenzierung und Qualitätsbeurteilung unterschiedlicher Milchqualitäten aus verschiedenen on-farm-Experimenten

Zusammenfassung: Ziel der Arbeit war ein Methodenvergleich zur Beurteilung der Milchqualität unterschiedlicher Herkünfte. Am Beispiel von Milchproben aus unterschiedlicher Fütterung sowie an Milchproben von enthornten bzw. horntragenden Kühen wurde geprüft, welche der angewendeten Methoden geeignet ist, die Vergleichsproben zu unterscheiden (Differenzierungsfähigkeit der Methoden) und inwieweit eine Qualitätsbeurteilung möglich ist (hinsichtlich Milchleistung, Fett-, Eiweiß-, Lactose- (=F,E,L), Harnstoff-gehalt und Zellzahl (=SCC), Säuerungseigenschaften (=SE), Fettsäuremuster (=FS-Muster), Protein- und Metabolit-Zusammensetzung (=Pr&M), Fluoreszenz-Anregungs-Spektroskopie-Eigenschaften (=FAS) und Steigbild-Merkmalen). Zusätzlich wurde vorab die Steigbildmethode (=SB-M) für das Produkt Rohmilch standardisiert und charakterisiert, um die Reproduzierbarkei der Ergebnisse sicherzustellen. Die Untersuchungen zur SB-M zeigten, dass es Faktoren gibt, die einen deutlichen Einfluß auf die Bildmerkmals-Ausprägung aufweisen. Dazu gehören laborseitig die Klimabedingungen in der Kammer, die Verdünnungsstufe der Probe, die Standzeiten der Vorverdünnung (Reaktionen mit der Luft, Alterung usw.), und tagesspezifisch auftretende Effekte, deren Ursache unbekannt ist. Probenseitig sind sehr starke tierindividuelle Effekte auf die Bildmerkmals-Ausprägung festzustellen, die unabhängig von Fütterung, Alter, Laktationsstadium und Genetik auftreten, aber auch Fütterungsbedingungen der Kühe lassen sich in der Bildmerkmals-Ausprägung wiederfinden. Die Art der Bildauswertung und die dabei berücksichtigten Bildmerkmale ist von großer Bedeutung für das Ergebnis. Die im Rahmen dieser Arbeit untersuchten 46 Probenpaare (aus den Fütterungsvergleichen (=FV) und zur Thematik der Hörner) konnten in 91% der Fälle korrekt gruppiert werden. Die Unterschiede konnten benannt werden. Drei FV wurden auf drei biologisch-dynamischen Höfen unter Praxis-Bedingungen durchgeführt (on-farm-Experimente). Es wurden jeweils zwei vergleichbare Gruppen à mindestens 11 Kühen gebildet, die im Cross-Over-Design gefüttert wurden, mit Probennahme am 14. und 21. Tag je Periode. Es wurden folgende FV untersucht: A: Wiesenheu vs. Kleegrasheu (=KG-Heu), B: Futterrüben (=FuR) vs. Weizen (Ergänzung zu Luzernegrasheu ad lib.), C: Grassilage vs. Grasheu. Bei Versuch A sind die Futtereffekte am deutlichsten, Gruppeneffekte sind gering. Die Milch der Wiesenheu-Variante hat weniger CLA’s und n3- FS und mehr mittellangkettige FS (MCT-FS), das Pr&M-Muster weist auf „Gewebereifung und Ausdifferenzierung“ vs. bei KG-Heu „Nährstoff-fülle, Wachstum und Substanz-Einlagerung und die SB zeigen fein ausdifferenzierte Bildmerkmale. Bei Versuch B sind die Futtereffekte ähnlich groß wie die Gruppeneffekte. Bei vergleichbarer Milchleistung weist die Milch der FuR-Variante höhere F- und E-Gehalte auf, sie säuert schneller und mehr, das FS-Muster weist auf eine „intensive“ Fütterung mit vermehrt MCT- FS, und die Pr&M-Untersuchungen charakterisieren sie mit „Eisentransport und Fetttröpfchenbildung“ vs. bei Weizen „mehr Abwehr-, Regulations- und Transportfunktion“ /. „mehr Lipidsynthese“. Die SB charakterisieren mit „große, kräftige Formen, verwaschen“ vs. „kleine, ausdifferenzierte Bildmerkmal“ für FuR vs. Weizen. Die FAS charakterisiert sie mit „Saftfutter-typisch“ vs. „Samentypisch“. Versuch C weist die geringsten Futtereffekt auf, und deutliche Gruppen- und Zeiteffekte. Milchleistung und F,E,L-Gehalte zeigen keinen Futtereffekt. Die Milch der Heu-Variante säuert schneller, und sie weist mehr SCT und MCT- FS auf. Pr&M-Untersuchungen wurden nicht durchgeführt. Die SB charakterisieren bei Heumilch mit „fein, zart, durchgestaltet, hell“, bei Silagemilch mit „kräftig, wäßrig-verwaschen, dunkler“. Die FAS kann keine konsistenten Unterschiede ermitteln. Der Horn-Einfluß auf die Milchprobe wurde an 34 Probenpaaren untersucht. Von 11 Höfen wurden je zwei möglichst vergleichbare Gruppen zusammengestellt, die sich nur im Faktor „Horn“ unterscheiden, und im wöchentlichen Abstand drei mal beprobt. F,E,L, SCC und SE der Proben sowie die FAS-Messungen weisen keine konsistenten signifikanten Unterschiede zwischen den Horn-Varianten auf. Pr&M weisen bei den untersuchten Proben (von zwei Höfen) auf Horneffekte hin: bei Eh eine Erhöhung von Immun-Abwehr-Funktionen, sowie einer Abnahme phosphorylierter C3- und C6-Metabolite und Beta-Lactoglobulin. Mit den SB ließen sich für die gewählten Merkmale (S-Größe und g.B.-Intensität) keine Horneffekte feststellen. FS, Pr&M-Muster sowie Harnstoffgehalt und SB (und z.T. Milchleistung) zeigten je FV ähnliche Effekt-Intensitäten für Futter-, Gruppen- und Zeiteffekte, und konnten die Cross-Over-Effekte gut wiedergeben. F- und E-Gehalte konnten neben tierindividuellen Effekten nur in FV B auch Futtereffekte aufzeigen. In FV C zeigten die SE der Proben den deutlichsten Futtereffekt, die anderen Methoden zeigten hier vorrangig Gruppen-Effekte, gefolgt von Futter- und Zeiteffekten. Die FAS zeigte den SB vergleichbare Ergebnisse, jedoch weniger sensibel reagierend. Die Interpretation von Qualitätsaspekten war bei konsistent differenzierbaren Proben (FV A, B, C) am fundiertesten mit Hilfe der FS möglich, da über die Synthese von FS und beeinflussende Faktoren schon vielfältige Erkenntnisse vorliegen. Das Pr&M-Muster war nach einer weiteren Methodenentwicklung bei der Deutung von Stoffwechselprozessen sehr hilfreich. Die FAS konnte z.T. eine zu der Fütterungsvariante passende Charakterisierung liefern. Für die SB-M fehlt es noch an Referenzmaterial, um Angaben zu Qualitätsaspekten zu machen, wenngleich Probenunterschiede aufgezeigt und Proben-Eigenschaften charakterisiert werden konnten.

Analysis of feeding strategies for small-scale dairy systems in central Mexico using linear programming

A limitation of small-scale dairy systems in central Mexico is that traditional feeding strategies are less effective when nutrient availability varies through the year. In the present work, a linear programming (LP) model that maximizes income over feed cost was developed, and used to evaluate two strategies: the traditional one used by the small-scale dairy producers in Michoacan State, based on fresh lucerne, maize grain and maize straw; and an alternative strategy proposed by the LIP model, based on ryegrass hay, maize silage and maize grain. Biological and economic efficiency for both strategies were evaluated. Results obtained with the traditional strategy agree with previously published work. The alternative strategy did not improve upon the performance of the traditional strategy because of low metabolizable protein content of the maize silage considered by the model. However, the Study recommends improvement of forage quality to increase the efficiency of small-scale dairy systems, rather than looking for concentrate supplementation.

Evaluating the effects of tannins on the extent and rate of in vitro measured gas and methane production using the Automated Pressure Evaluation System (APES)

An in vitro study was conducted to investigate the effect of tannins on the extent and rate of gas and methane production, using an automated pressure evaluation system (APES). In this study three condensed tannins (CT; quebracho, grape seed and green tea tannins) and four hydrolysable tannins (HT; tara, valonea, myrabolan and chestnut tannins) were evaluated, with lucerne as a control substrate. CT and HT were characterised by matrix assisted laser desorption ionisation-time of flight mass spectrometry (MALDI-TOF-MS). Tannins were added to the substrate at an effective concentration of 100 g/kg either with or without polyethylene glycol (PEG6000), and incubated for 72 h in pooled, buffered rumen liquid from four lactating dairy cows. After inoculation, fermentation bottles were immediately connected to the APES to measure total cumulative gas production (GP). During the incubation, 11 gas samples were collected from each bottle at 0, 1, 4, 7, 11, 15, 23, 30, 46, 52 and 72 h of incubation and analysed for methane. A modified Michaelis-Menten model was fitted to the methane concentration patterns and model estimates were used to calculate the total cumulative methane production (GPCH4). GP and GPCH4 curves were fitted using a modified monophasic Michaelis-Menten model. Addition of quebracho reduced GP (P=0.002), whilst the other tannins did not affect GP. Addition of PEG increased GP for quebracho (P=0.003), valonea (P=0.058) and grape seed tannins (P=0.071), suggesting that these tannins either inhibited or tended to inhibit fermentation. Addition of quebracho and grape seed tannins also reduced (P≤0.012) the maximum rate of gas production, indicating that microbial activity was affected. Quebracho, valonea, myrabolan and grape seed decreased (P≤0.003) GPCH4 and the maximum rate (0.001≤ P≤ 0.102) of CH4 production. Addition of chestnut, green tea and tara tannins did not affect total gas nor methane production. Valonea and myrabolan tannins have most promise for reducing methane production as they had only a minor impact on gas production.

Impact of variation in structure of condensed tannins from sainfoin (Onobrychis viciifolia) on in vitro ruminal methan production and fermentation characteristics

Our study investigated the effects of condensed tannins (CT) on rumen in vitro methane (CH4) production and fermentation characteristics by incubating lucerne in buffered rumen fluid in combination with different CT extracts at 0 (control), 40, 80 and 120 g CT/kg of substrate DM. Condensed tannins were extracted from four sainfoin accessions: Rees ‘A’, CPI63763, Cotswold Common and CPI63767. Gas production (GP) was measured using a fully automated GP apparatus with CH4 measured at distinct time points. Condensed tannins differed substantially in terms of polymer size and varied from 13 (Rees ‘A’) to 73 (CPI63767) mean degree of polymerization, but had relatively similar characteristics in terms of CT content, procyanidin: prodelphinidin (PC: PD) and cis:trans ratios. Compared to control, addition of CT from CPI63767 and CPI63763 at 80 and 120 g CT/kg of substrate DM reduced CH4 by 43% and 65%, and by 23% and 57%, respectively, after 24-h incubation. Similarly, CT from Rees ‘A’ and Cotswold Common reduced CH4 by 26% and 46%, and by 28% and 46% respectively. Addition of increasing level of CT linearly reduced the maximum rates of GP and CH4 production, and the estimated in vitro organic matter digestibility. There was a negative linear and quadratic (p < 0.01) relation between CT concentration and total volatile fatty acid (VFA) production. Inclusion of 80 and 120 g CT/kg of substrate DM reduced (p < 0.001) branched-chain VFA production and acetate: propionate ratio and was lowest for CPI63767. A decrease in proteolytic activity as indirectly shown by a change in VFA composition favouring a shift towards propionate and reduction in branched-chain VFA production varied with type of CT and was highest for CPI63767. In conclusion, these results suggest that tannin polymer size is an important factor affecting in vitro CH4 production which may be linked to the CT interaction with dietary substrate or microbial cells.

Variation in seedling growth of 11 perennial legumes in response to phosphorus supply

Phosphorus (P) deficiency is a major problem for Australian agriculture. Development of new perennial pasture legumes that acquire or use P more efficiently than the current major perennial pasture legume, lucerne (Medicago sativa L.), is urgent. A glasshouse experiment compared the response of ten perennial herbaceous legume species to a series of P supplies ranging from 0 to 384 µg g−1 soil, with lucerne as the control. Under low-P conditions, several legumes produced more biomass than lucerne. Four species (Lotononis bainesii Baker, Kennedia prorepens F.Muell, K. prostrata R.Br, Bituminaria bituminosa (L.) C.H.Stirt) achieved maximum growth at 12 µg P g−1 soil, while other species required 24 µg P g−1. In most tested legumes, biomass production was reduced when P supply was ≥192 µg g−1, due to P toxicity, while L. bainesii and K. prorepens showed reduced biomass when P was ≥24 µg g−1 and K. prostrata at ≥48 µg P g−1 soil. B. bituminosa and Glycine canescens F.J.Herm required less soil P to achieve 0.5 g dry mass than the other species did. Lucerne performed poorly with low P supply and our results suggest that some novel perennial legumes may perform better on low-P soils.

Determinação da fase lactente-ruminante de cordeiros pela técnica do delta 13C

This study was conducted at University of Marília, São Paulo State, Brazil, aiming to determine the phase of intake transition between exclusively liquid diet (milk) and diet based on milk, grass and/or ration by lambs by δ13C technique. Six Suffolk crossbreeding lambs were distributed in a totally random design (3x2), with two experimental groups and three replications. At the first one, lambs were penned and sucked milk from dams fed with C4 diet. besides, they had access to C3 ration in creep feeding, since their birth. At the second group, lambs were kept on a paddock with Tifton – 85 grass (C4 photosynthetic way) as well as their dams and had access to C3 ration in creep feeding, since their birth. The C3 ration contained soybean meal, ground oat grains, lucerne hay and also mineral salt. The penned lambs’ ration consumption overcame the milk intake at 30-35 days after birth; however, grazing lambs ingested more milk and pasture than ration until 40 days after birth. The δ 13C technique was considered effective on studies of lambs feeding behavior.

L’instrumentum fittile inscriptum della colonia romana di Mutina e del suo territorio

Il presente lavoro è incentrato sulla raccolta e l’analisi dell’instrumentum fittile inscriptum – in particolare laterizi, dolia, lucerne, ceramica fine da mensa, anfore e tappi d’anfora - rinvenuto a Modena e nel suo territorio. L’attenzione è stata concentrata sul materiale bollato e, per quanto riguarda le anfore, anche sullo studio degli esemplari recanti tituli picti. Si è proceduto ad una raccolta di tutto il materiale edito, a cui si è aggiunto lo studio di un’ingente quantità di reperti provenienti da due recenti scavi suburbani: quello presso il Parco Novi Sad, che si segnala soprattutto per la ricchezza del materiale anforico, e quello di Viale Reiter, ove sono venuti alla luce numerosi scarti di cottura di lucerne a canale recanti le firme di alcuni dei più noti produttori di tali oggetti nel mondo romano. A ciascuna categoria di instrumentum è stato dedicato un capitolo, corredato di tabelle in cui è stato raccolto tutto il materiale considerato; inoltre, per i reperti del Parco Novi Sad e di Viale Reiter, è stato realizzato un catalogo corredato di riproduzioni grafiche e fotografiche. Per quanto concerne le iscrizioni dipinte, un capitolo è stato dedicato a quelle presenti sulle anforette adriatiche da pesce; quanto ai tituli picti su anfore di morfologia betica per il trasporto di salse di pesce è stato effettuato un confronto con esemplari rinvenuti in due scavi inediti a Parma, che presentano significative analogie col materiale modenese. Dall’analisi dell’instrumentum inscriptum di Mutina, pur consapevoli dei limiti insiti in una ricerca incentrata unicamente su tale tipo di materiale, è emersa un’immagine della colonia, tra la tarda età repubblicana ed il I sec. d.C., congruente con quella delineata dalle fonti letterarie, dall’epigrafia lapidaria e dai rinvenimenti archeologici, ossia di una città di notevole importanza e ricchezza.

Extra-articular fractures of the proximal phalanges of the fingers: a comparison of 2 methods of functional, conservative treatment

For nonsurgical treatment of fractures of the proximal phalanges of the triphalangeal fingers, different dynamic casts have been described. The main principle behind these casts is advancement and tightening of the extensor hood, caused by a combination of blocking the metacarpophalangeal joints in flexion and actively flexing the proximal interphalangeal joints. In contrast to established treatment protocols using functional forearm casts, the Lucerne cast allows for free mobilization of the wrist joint. The purpose of the current multicenter study was to compare the results of conservative, functional treatment using 2 different methods, either a forearm cast or a Lucerne cast.

Effects of oligotrophication on primary production in peri-alpine lakes

During the second half of the 20th century untreated sewage released from housing and industry into natural waters led to a degradation of many freshwater lakes and reservoirs worldwide. In order to mitigate eutrophication, wastewater treatment plants, including Fe-induced phosphorus precipitation, were implemented throughout the industrialized world, leading to reoligotrophication in many freshwater lakes. To understand and assess the effects of reoligotrophication on primary productivity, we analyzed 28 years of 14C assimilation rates, as well as other biotic and abiotic parameters, such as global radiation, nutrient concentrations and plankton densities in peri-alpine Lake Lucerne, Switzerland. Using a simple productivity-light relationship, we estimated continuous primary production and discussed the relation between productivity and observed limnological parameters. Furthermore, we assessed the uncertainty of our modeling approach based on monthly 14C assimilation measurements using Monte Carlo simulations. Results confirm that monthly sampling of productivity is sufficient for identifying long-term trends in productivity and that conservation management has successfully improved water quality during the past three decades via reducing nutrients and primary production in the lake. However, even though nutrient concentrations have remained constant in recent years, annual primary production varies significantly from year to year. Despite the fact that nutrient concentrations have decreased by more than an order of magnitude, primary production has decreased only slightly. These results suggest that primary production correlates well to nutrients availability but meteorological conditions lead to interannual variability regardless of the trophic status of the lake. Accordingly, in oligotrophic freshwaters meteorological forcing may reduce productivity impacting on the entire food chain of the ecosystem.