Mean shift: a robust approach toward feature space analysis

A general non-parametric technique is proposed for the analysis of a complex multimodal feature space and to delineate arbitrarily shaped clusters in it. The basic computational module of the technique is an old pattern recognition procedure: the mean shift. For discrete data, we prove the convergence of a recursive mean shift procedure to the nearest stationary point of the underlying density function and, thus, its utility in detecting the modes of the density. The relation of the mean shift procedure to the Nadaraya-Watson estimator from kernel regression and the robust M-estimators; of location is also established. Algorithms for two low-level vision tasks discontinuity-preserving smoothing and image segmentation - are described as applications. In these algorithms, the only user-set parameter is the resolution of the analysis, and either gray-level or color images are accepted as input. Extensive experimental results illustrate their excellent performance     

Food safety knowledge and behavior of expanded food and nutrition education program participants in Arizona

Consumer education is one of the focus points to reduce foodborne illness within the food safety continuum "from farm to table." A survey was conducted to determine the food safety knowledge and practices of the U.S. Department of Agriculture's Expanded Food and Nutrition Education Program participants in Maricopa and Pima counties of Arizona. Two hundred sixty-eight surveys were completed between 1 January and 31 December 1998. Survey participants consisted of 222 (85%) females and 39 (15%) males with an average age and education level of 31.5 and 11.7 years, respectively. The racial characteristics of this group included 53% whites, 32% Hispanics, 22% African-Americans, and 7% other. A majority of the survey participants (67%) were either unsure or felt it was appropriate to let food cool to room temperature prior to refrigeration. In addition 56% were in disagreement with or unsure about the need to cool foods in shallow containers. Fifty-two percent of respondents reported having no previous formal food safety education; for those who had, work was the most common source. Television news was the primary source of current food safety information for 50% of respondents. The most commonly consumed high-risk (i.e., raw or undercooked animal food or food purchased from unlicensed vendor) food was unpasteurized dairy products. Women scored significantly better than men on food safety knowledge and practice test parameters. Participants over age 50 had significantly higher food safety practice scores than the youngest age group. The food safety knowledge score of whites was significantly higher than that of Hispanics. It was determined for all participants that the food safety knowledge score had a small, positive effect on food safety practice score.     

Synthesis of multi-walled carbon nanotube/silica nanoparticle/polystyrene microsphere/polyaniline based hybrids for EMI shielding application

Novel polystyrene microsphere (PSMS)-based PSMS/Si and polystyrene/silica nanoparticle/multi-walled carbon nanotube (PS/Si/MWCNT) nanocomposite has been prepared using in situ sol-gel and chemical amalgamation methods. Aniline monomer was introduced by in situ route to form PSMS/PANI, PSMS/PANI/Si and PSMS/PANI/Si/MWCNT nanocomposite. FESEM of nanocomposite indicated core-shell spherical and tubular morphology. Glass transition temperature (T_g) and maximum decomposition temperature (T_max) of PSMS/PANI/Si/MWCNT nanocomposite were found as 295°C and 524°C, respectively, which were higher than the PSMS/PANI (T_g = 245°C; T_max = 387°C) and PSMS/PANI/Si (T_g = 257°C; T_max = 388°C) nanocomposite. For nanocomposite dispersion, tetrahydrofuran was studied as fine solvent. XRD depicted amorphous nature of PSMS/Si and PSMS/PANI/Si; however MWCNT reduced amorphous character of PSMS/PANI/Si/MWCNT. Electromagnetic interference (EMI) shielding effectiveness improved from 0.1 dB (PSMS) to 12.3 dB (PSMS/PANI/Si) to 24.5 dB (PSMS/PANI/Si/MWCNT). The increase in EMI shielding effectiveness was also observed with variation in log of conductivity from ?14 mho m^?1 (PSMA) to 1.17 mho m^?1 (PSMS/PANI/Si/MWCNT).     

Developing a schematic petrogenetic transect for a contact aureole using field spectrometry; a case study in Los Santos,Salamanca Province,central-western Spain

Much work has been done in construction of petrogenetic grids for regional-scale metamorphic terrains, but low-pressure assemblages, such as contact aureoles, have been relatively ignored. This study has focused on developing a petrogenetic transect for a granitic aureole using a portable field spectrometer. Distribution of mineral assemblages, their modes, metamorphic zones, paragenetic sequences and isograds were mapped along a 4 km long transect. The transect starts at the fresh granite and cuts through the metamorphic contact aureole into the host rocks. Metamorphic reactions responsible for mineral changes were also defined. The method demonstrated potential in mineral mapping and the results could be used to support other methods like hyperspectral image analysis.     

Iterative spectral unmixing (ISU)

Spectral unmixing techniques strive to find proportions of end-members within a pixel from the observed mixed pixel spectrum and a number of pure end-member spectra of known composition. The outcomes of such analysis are fraction (abundance) images for the selected (pure) end-members and a root mean square (RMS) error estimate representing the difference between the observed mixed spectrum and the calculated mixed spectrum. The RMS image can be used to select additional end-members and re-position existing ones. This is now done manually. In this Letter, an automatediterative approach is proposed using the RMS error image to select additional end-members and re-distribute older ones in order toincrease the accuracy of the spectral unmixing. Optimization criteria are proposed to drive the iterative process including minimization of the average RMS, minimizing the spread of the RMS values, minimizing the spatial structure of the RMS image, minimizing the spatial anisotropy of the RMS image and minimizing the local variance. The preliminary results of the analysis indicate that considerable improvement tothe spectral unmixing results are achieved using the iterative spectral unmixing (ISU) approach.     

Detection of pre-defined boundaries between hydrothermal alteration zones using rotation-variant template matching

A new method for the detection of pre-defined boundaries in single-band image data that uses a rotation-variant template matching (RTM) algorithm is presented. This algorithm matches a miniature image of a pre-defined boundary to image data at various orientations. The image pixels that match boundary criteria are reported in output imagery together with the rotation angle of the template. The method is applied to identify boundaries between hydrothermal alteration zones in processed airborne hyperspectral imagery, based on the presence of white mica minerals. Results show that boundaries identified with RTM are relatively free of noise and more coherent than those identified with, for instance, image slicing techniques. Identified boundaries can be used for image segmentation. The output of the RTM algorithm also provides information on the type of boundary, whether it is crisp or gradual. This information can be used to better characterize mineral variation in the alteration halo associated with fossil hydrothermal systems.     

Distributed energy efficiency in future home environments

In this paper, a new architecture for sharing resources among home environments is proposed. Our approach goes far beyond traditional systems for distributed virtualization, like PlanetLab or grid computing, as it relies on complete decentralization in a peer-to-peer (P2P) like manner and, above all, aims at energy efficiency. Energy metrics are defined, which have to be optimized by the system. The system itself uses virtualization to transparently move tasks from one home to another to optimally utilize the existing computing power. We present an overview of our proposed architecture, consisting of a middleware interconnecting computers and routers in possibly millions of homes using P2P techniques. For demonstrating the potential energy saving of distributed applications, we present an analytical model for sharing downloads, which is verified by discrete event simulation. The model represents an optimistic case without P2P overhead and fairness. The model allows to assess the upper limit of the saving potential. An enhanced version of the simulation model also shows the effect of fairness. The fairer the system gets, the less efficient it is.     

Modifications in Booth's method for the spectrophotometric determination of?-carotene in vegetables

Summary Booth's method for the spectrophotometric determination ofß-carotene gives reliable results, but the extraction method is very laborious and tedious. Removal of the acetone from the extract and elution of the acetone-free extract on the adsorption column also require much time and attention. The authors describe the modifications made to these three parts of Booth's method for the determination of carotene. The simultaneous application of Booth's original method and of the modified method to samples of carrots, five leafy vegetables and four brassicas gave, in general, corresponding results. With brassicas a tendency was observed for the modified method to yield lower carotene contents. Using the modified method, with pureß-carotene added to samples of carrots and spinach, the authors found recoveries of 98%–100% and 86%–88% respectively.

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Modifikationen der spektrophotometrischenß-Carotin-Bestimmung nach Booth in Gemüse

Zusammenfassung Die Ergebnisse der spektrophotometrischenß-Carotin-Bestimmung nach Booth sind zuverlässig, aber die damit verbundene Extraktionsmethode ist arbeitsintensiv und strapaziös. Auch das Entfernen von Aceton aus dem Extrakt und das Eluieren des acetonfreien Extrakts auf der Säule erfordert viel Zeit und Aufmerksamkeit. Die Autoren beschreiben die von ihnen angebrachten Modifikationen dieserß-Carotin-Bestimmung in den drei Stufen. Die gleichzeitige Anwendung der ursprünglichen Methode nach Booth und deren Modifikation brachte bei Karotten, fünf Blattgemüsen und vier Kohlarten im allgemeinen ähnliche Ergebnisse. Bei den Kohlarten war die Tendenz zu beobachten, daß mit der modifizierten Methode dieß-Carotingehalte etwas niedriger waren. Die modifizierte Methode hatte eine Rückgewinnungsquote von 98–100% bzw. 86–88% bei einem Zusatz von reinemß-Carotin zu Karotten- und Spinatproben.

     

Virtualisierung im Future Internet Virtualisierungsmethoden und Anwendungen

Das Future Internet stellt sich der Herausforderung, die Verkn?cherung und die Unzul?nglichkeiten des heutigen Internets zu überwinden. Es soll beispielsweise robust, zuverl?ssig und fehlertolerant sein und dabei Dienste auf energieeffiziente Weise erbringen. Zus?tzlich müssen auch neue Anforderungen antizipiert werden, die zukünftige Dienste und Netze stellen, um der Entwicklung von neuen Diensten und Protokollen nicht im Wege zu stehen. Erforderlich ist hierbei die Entwicklung einer ?u?erst variablen und rekonfigurierbaren Netzwerkarchitektur, die eine m?glichst einfache und autonome Netzwerkverwaltung mit einschlie?t. Die Virtualisierung von Host- und Netzwerkressourcen stellt in diesem Zusammenhang eine der Schlüsseltechnologien dar, mit der diese notwendige Flexibilit?t erreicht werden kann. Virtualisierung verbirgt die Komplexit?t von physikalischen Netzwerkinfrastrukturen und stellt homogene, flexible und dynamisch rekonfigurierbare virtuelle Ressourcen zur Verfügung. Dieser Artikel gibt einen überblick über verschiedene Host- und Netzwerkvirtualisierungsmethoden. An mehreren Beispielen wird aufgezeigt, wie verschiedene Herausforderungen angegangen werden k?nnen, die sowohl im heutigen Internet als auch im Internet der Zukunft eine Rolle spielen.