alignment, calibration, and segmentation) is demanding, and the collection of data throughout the crop growth cycle of large trials remains onerous ( Araus and Cairns, 2014 Haghighattalab et al., 2016 Pauli et al., 2016). However, even with rapidly increasing computational power and efficiency, image post-processing (i.e. In recent years, field-based high-throughput plant phenotyping (HTPP) tools have been used extensively in crop trials, aiming to reduce or eliminate manual measurements, increase the amount and quality of data for temporally dynamic phenotypes, and, ultimately, translate ‘big data’ collected using various sensors into knowledge ( Rebetzke et al., 2016 Sadeghi-Tehran et al., 2017 Virlet et al., 2017 Araus et al., 2018). These results will inform the development of an integrated, semi-automated analytical pipeline, which will be more broadly applicable to similar data sets in wheat and other crops. Finally, although QTL detection power and predictive ability generally increased with the number of TPs analysed, gains beyond five or 10 TPs chosen based on phenological information had little practical significance. Using spline-smoothed phenotypic data resulted in improved genomic predictive abilities (5–8% higher than individual TP prediction), while the effect of including significant QTLs in prediction models was relatively minor (<1–4% improvement). interval mapping) had superior detection power for transient QTLs (i.e. In contrast, even very simple individual TP approaches (e.g. expressed for most of the growing season), with both empirical and simulation analyses demonstrating superior statistical power of detecting such QTLs through functional mapping approaches compared with conventional individual TP analyses. We used canopy height data from an automated field phenotyping platform to compare several approaches to scanning for quantitative trait loci (QTLs) and performing genomic prediction in a wheat recombinant inbred line mapping population based on up to 26 sampled time points (TPs). Want to learn more about the D-Series? Contact your Domino Rep.Genetic studies increasingly rely on high-throughput phenotyping, but the resulting longitudinal data pose analytical challenges. Requiring zero inks or solvents, our CO2 laser marking systems minimize waste, and automatic temperature control cooling means the printer saves energy wherever possible and can even require less upkeep. Our CO2 Laser Coders are an excellent solution for operations looking to lower their carbon footprint. Our laser markers are not only capable of delivering both human readable and 2D Datamatrix coding, they can provide legally-compliant industrial laser printing solutions for serialization directives and other traceability demands. This allows for our CO2 lasers to be deployed in a wide number of industries for a wide variety of materials including applications for Food, Pharmaceutical, Beverage and more. Our i-Tech CO2 industrial laser marking machines are capable of integrating directly into your existing production line - even when you have limited space. Minimum Footprint for Maximum Versatilityĭomino's powerful lineup of CO2 laser marking systems are the ideal solution when you need optimum print code quality from a compact machine. The new smaller, adjustable i-Tech scan head is the fastest of its kind and our patented RapidScantechnology means they are capable of creating high quality codes - even on factory-level high speed product and packaging lines. The D-Series industrial CO2 laser marking machine can be controlled from alternative locations using our familiar production line interface or from any industrial PC. Their IP65 ratings make them suitable even for some of the harshest environments. Our i-Tech laser marking systems provide flexible installation through their modular design. Domino North America's D-Series i-Tech range of 10-watt, 30-watt and 60-watt CO2 laser marking systems deliver flexible, high-speed, high-quality coding across a wide variety of materials, with the ability to produce multiple lines of text, making it an ideal industrial-level CO2 laser printing solution. Our D-Series are small, yet powerful CO2 laser marking solutions that can print on a number of substrates. D-Series CO2 Industrial Laser Marking Machine Range
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