Machine learning for vessel trajectories using compression,alignments and domain knowledge

In this paper we present a machine learning framework to analyze moving object trajectories from maritime vessels. Within this framework we perform the tasks of clustering, classification and outlier detection with vessel trajectory data. First, we apply a piecewise linear segmentation method to the trajectories to compress them. We adapt an existing technique to better retain stop and move information and show the better performance of our method with experimental results. Second, we use a similarity based approach to perform the clustering, classification and outlier detection tasks using kernel methods. We present experiments that investigate different alignment kernels and the effect of piecewise linear segmentation in the three different tasks. The experimental results show that compression does not negatively impact task performance and greatly reduces computation time for the alignment kernels. Finally, the alignment kernels allow for easy integration of geographical domain knowledge. In experiments we show that this added domain knowledge enhances performance in the clustering and classification tasks.     

Trennung von Muskelprotein, Kollagen und Elastin durch fraktionierte Extraktion mit Na-dodecylsulfat(SDS)-L?sungen

Zusammenfassung Die fraktionierte Extraktion mit Na-dodecylsulfat(SDS)-Lösungen ermöglicht die Trennung von Muskel- und Bindegewebs-Protein. In einem zweiten Schritt kann auch Kollagen von Elastin getrennt werden. Muskelprotein löst sich unter Schütteln bei Zimmertemperatur in einer SDS(2%)-ME(1%)-Lösung in einem Boratpuffer pH 9. Zur Lösung des Kollagens sind 100°C, intensives Rühren und eine SDS(8%)-ME(1%)-Lösung in einem Citratpuffer pH 5 notwendig. Das Verfahren wurde an nativem und hitzedenaturiertem Material angewendet. Die Möglichkeit zur Bestimmung des BEFFE-Wertes in Brühwürsten mit dieser Methode wird untersucht und die Anwendung auf andere Fleischprodukte diskutiert.

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Fractionation of muscle protein, collagen and elastin by extraction with buffers containing dodecylsulfat (SDS)

Summary Dodecylsulfate (SDS) containing buffers were used for stepwise extraction of proteins from muscle and connective tissue. The first step was done at room temperature with borate buffer pH 9 and the muscle proteins were extracted. The second treatment (citrate buffer pH 5 at 100°C) dissolved collagen and left elastin as residue. All extracts were analysed by electrophoresis to identify the proteins and evaluated by a biuret method insensitive to SDS and ME. This method was applied to native and heatdenatured proteins and to Brühwdrste. The possibility of applying this method to the determination of the BEFFE-content is discussed.

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Benutzte Abkürzungen NPN Nichteiweißstickstoffverbindungen - ATM Acetontrockenmasse - BEFFE bindegewebseiweißfreies Fleischeiweiß - OH-Pro Hydroxyprolin - SDS Natrium(Sodium)-dodecylsulfat - ME 2-Mercapto-äthanol - Tris Tris-(hydroxymethyl)aminomethan - PAGE Polyacrylamid-Gelelektrophorese - Vk Variationskoeffizient - S Standardabweichung - Mittelwert Die Arbeit ist Teil der Dissertation von I. de WreedeWir danken der Deutschen Forschungsgemeinschaft für ihre finanzielle Unterstützung und Herrn Dr. H. H. Heinert, Leiter des Staatl. Veterinär-Untersuchungsamtes Braunschweig, der freundlicherweise die Brühwurstproben zur Verfügung gestellt hat     

Effects of breed and nutrition on the productive traits of beef cattle in South East Brazil: Part 2-Tissue distribution and carcase composition

This paper is the second in a series recording the effects of breed and nutrition on the productive traits of Nelore, Guzerá, Charolais and Canchim cattle in south-east Brazil. Significant treatment variations were recorded in carcase bone weights but differences in meat to bone ratios were not sufficiently marked to demonstrate that bone might grow at the expense of muscle when animals are maintained on particularly severe nutritional regimes. A simple carcase weight to length ratio was shown to be highly correlated with total bone proportion but not with yield of saleable meat. Recovery of total saleable meat was only marginally and not significantly affected by breed but was significantly affected by treatment. The increased levels of fatness in the carcases of the zebu and, in particular, all animals finished in feedlot, that affected the yield of saleable meat, was also thought to be responsible for the decreased recovery of first quality meat in these carcases. In general, tissue differences were more noticeable between treatments than between breeds and reflected the varying nutritional status of the animals pre-slaughter.     

Support and precursor effects on the preparation of new heterogenized Pt/Sn catalysts for the selective hydroformylation of 1-pentene

New heterogenized Pt/Sn catalysts selective for the hydroformylation of 1-pentene have been synthesized. The complex cis-[PtCl₂(PPh₃)₂] and the SnCl₂.2H₂O or SnC₂O₄ precursors have been anchored on silica-, magnesia- and alumina-carriers. X-ray photoelectron spectroscopy was used to determine the surface composition and the nature of the anchored species. The hydroformylation activity was found to depend on the type of support and tin precursor used. Only the silica supported catalysts were active in the hydroformylation reaction. Samples prepared from SnCl₂-2H₂O were 200-fold more active than those prepared from SnC₂O₄. Selectivity ton-hexanal of the silica-supported catalyst prepared from SnCl₂-2H₂O was as high as 94.4% at 39.2% conversion of 1-pentene.     

Investigation of the chromate conversion coating on Alclad 2024 aluminium alloy: effect of the pH of the chromate bath

The parameters of the chromate bath, like temperature, pH, and fluoride content, strongly affect the morphology and chemical composition of the chromate conversion coating and as a consequence have a large influence on its corrosion performance. In this paper, electrochemical impedance spectroscopy (EIS) was used in combination with other techniques to investigate the role played by the pH of the chromate bath on the properties of the chromate film formed on Alclad 2024 aluminium alloy. Scanning electron microscopy (SEM), atomic force microscopy (AFM) and spectroscopic ellipsometry (SE) have shown the formation of a thicker and less dense chromate layer when the pH of the chromate bath is changed from 2.4 to 1.2. The analysis of the EIS spectra have highlighted that this change in pH leads to the formation of more protective and more resistant chromate corrosion products (CCP) inside the defects of the chromate film. When a thin, dense and protective layer of CCP is formed in the defects, the corrosion behaviour of the chromate conversion coating improves for two main reason: (a) further attack of the defects is avoided or delayed; (b) the change in volume caused by the formation of the CCP is limited resulting in a low level of stress in the film, which as a consequence is not detached from the aluminium substrate.     

Effect of high temperature annealing on texture and microstructure on an AISI-444 ferritic stainless steel

AISI 444 is a Mo-alloyed ferritic stainless steel which presents good naphthenic corrosion resistance, making it attractive for applications in petroleum refining plants; however, good formability is also important. To achieve good formability with this alloy the annealing process is crucial. The annealing temperature in ferritic stainless steel is usually around 850 °C, which falls in the range of sigma phase precipitation. A means to avoid this precipitation is to anneal at temperatures around 1000 °C followed by rapid cooling. Annealing at high temperatures can cause grain growth and carbide or nitride precipitation which can result in a reduction of room temperature toughness. In this paper, the rolling and recrystallization textures of AISI 444 steel were studied in samples cold rolled with different thickness reductions (30%, 60%, 80% and 90%) followed by annealing at 955, 980 and 1010 °C. Aspects of grain size and carbide precipitation after annealing were characterized using EBSD and AFM. The material drawability was analyzed through strain rate or Lankford (r) coefficients calculated from texture results.     

电力系统电流互感器饱和特性的柔性神经网络补偿法

电流互感器(CT)由于饱和使得副边电流变形,进而导致保护与测量应用中的许多问题。为此,提出一种补偿CT饱和特性的方法,以改善其测量性能。所提算法基于具有2个可变参数的sigmoid函数,构建了新型柔性神经网络,以估算CT励磁电流。实时地将估算所得励磁电流与扭曲的副边测量电流相加,即得补偿后原边电流。在学习过程中,所建补偿器的各柔性神经元柔性地改变其形状以适应各自的角色,高度柔性特点增强了网络学习能力,不但可减少网络节点数,而且可减少迭代学习时间。仿真研究中,应用一个900:5A的CT测试所提出的补偿器,测试时考虑了CT原边电流不同直流分量、CT剩磁大小与CT负载特性的影响。仿真结果验证了所提补偿方法的高精度,而且不受CT负载特性、CT剩磁情况及原边电流直流成分的影响。     

Dielectric properties of alternative refrigerants

This paper gives an overview of our research, from experimental measurements of the relative permittivity on new and alternative refrigerants, to theoretical interpretation of the data and density functional and density functional self-consistent reaction field calculations for a series of HFC molecules. Experimental measurements were obtained as a function of temperature and pressure for Class B refrigerants-HCFC-123, HCFC-142b, HCFC-141b, Class A refrigerants-HFC-32, HFC-134a, HFC-152a, HFC-143a, HFC-227ea, HFC-245fa, HFC-365mfc and some mixtures of them: HFC-125/143a/134a (R-404A), HFC-32/125/134a (R-407C), HFC-125/143a (R-507), HFC-32/125 (R-410A). Density functional and density functional self-consistent reaction field calculations were performed for CHF2CF3 (HFC-125), CH2FCF3 (HFC-134a), CH3CF3 (HFC-143a), CH2F2 (HFC-32), and CHF2CH3 (HFC-152a). A particular emphasis has been given to the calculation of dimerisation energies, rotational potentials, polarisabilities and dipole moments.     

Sintering and Electronic Conducting Properties of Lao.7Ca0.3CrO3 Perovskite Synthesized by a Glycine-nitrate Process

La0.7 Ca0.3 CrO3 powder consisting of superfine and uniform particles （ 100-200 nm ） were synthesized using a glycine-nitrate process （ GNP ）. The sintering and electronic conducting properties of La0.7 Ca0.3 CrO3 were invetigated in the sintering temperature range of 1 200-1 450 ℃. The desired morphology of the powder significantly improved its sinterability. La0.7 Ca0.3 CrO3 ceramics sintered at 1 250-1 450 ℃ show high relative densities above 95 % . The ceramics sintered at 1 250-1 400 ℃ have very similar electronic conduct- ing properties, providing electronic conductivities around 55 Ω^-1 cm^-1 at a measuring temperature of 800 ℃ . Further increasing the sintering temperature to 1450 ℃ led to an apparent degradation of electronic conducting properties. This research demonstrates the advantage of the GNP in producing La0.7 Ca0.3 CrO3 with respect to the enhanced sintering properties and superior electronic conducting properties.