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One major realm of Condition Based Maintenance is finding features that reflect the current health state of the asset or component under observation. Most of the existing approaches are accompanied with high computational costs during the different feature processing phases making them infeasible in a real-world scenario. In this paper a feature generation method is evaluated compensating for two problems: (1) storing and handling large amounts of data and (2) computational complexity. Both aforementioned problems are existent e.g. when electromagnetic solenoids are artificially aged and health indicators have to be extracted or when multiple identical solenoids have to be monitored. To overcome those problems, Compressed Sensing (CS), a new research field that keeps constantly emerging into new applications, is employed. CS is a data compression technique allowing original signal reconstruction with far fewer samples than Shannon-Nyquist dictates, when some criteria are met. By applying this method to measured solenoid coil current, raw data vectors can be reduced to a way smaller set of samples that yet contain enough information for proper reconstruction. The obtained CS vector is also assumed to contain enough relevant information about solenoid degradation and faults, allowing CS samples to be used as input to fault detection or remaining useful life estimation routines. The paper gives some results demonstrating compression and reconstruction of coil current measurements and outlines the application of CS samples as condition monitoring data by determining deterioration and fault related features. Nevertheless, some unresolved issues regarding information loss during the compression stage, the design of the compression method itself and its influence on diagnostic/prognostic methods exist.
Intelligente Aktorik
(2017)
LEGIC Identsystems Ltd
(2017)
Dem vorliegenden Beitrag liegt ein Verständnis von unternehmerischer Verantwortung zugrunde, das sich auf die Auswirkungen von Unternehmensentscheidungen bezieht. Verantwortung bedeutet, Rede und Antwort für diese Auswirkungen zu stehen – also Kommunikation. Bevor jedoch nach außen kommuniziert werden kann, müssen im Unternehmen die Voraussetzungen für verantwortliches Entscheiden und Handeln geschaffen werden. Dies wird durch ein systematisches Wertemanagement ermöglicht, das einerseits auf eine gezielte Veränderung der Unternehmenskultur abzielt, durch die Verhalten informell gesteuert wird, und andererseits auf das Aufstellen konkreter Regeln, Vorschriften und Richtlinien. Im Fokus steht die besondere Rolle der internen (CSR-)Kommunikation für die erfolgreiche Umsetzung eines Wertemanagements. Am Beispiel der Fraport AG wird illustriert, wie die Umsetzung des im Jahr 2003 eingeführten wertebasierten Compliance-Managements zu messbaren Erfolgen geführt hat.
To assess the quality of a person’s sleep, it is essential to examine the sleep behaviour by identifying the several sleep stages, their durations and sleep cycles. The established and gold standard procedure for sleep stage scoring is overnight polysomnography (PSG) with the Rechtschaffen and Kales (R-K) method. Unfortunately, the conduct of PSG is timeconsuming and unfamiliar for the subjects and might have an impact of the recorded data. To avoid the disadvantages with PSG, it is important to make further investigations in low-cost home diagnostic systems. For this intention it is necessary to find suitable bio vital parameters for classifying sleep stages without any physical impairments at the same time.
Due to the promising results in several publications we want to analyse existing methods for sleep stage classification based on the parameters body movement,
heartbeat and respiration. Our aim was to find different behaviour patterns in the several sleep stages. Therefore, the average values of 15 wholenight PSG recordings -obtained from the ‘DREAMS Subjects Database’- where analysed in the light of heartbeat, body movement and respiration with 10 different methods.
Input–Output modellers are often faced with the task of estimating missing Use tables at basic prices and also valuation matrices of the individual countries. This paper examines a selection of estimation methods applied to the European context where the analysts are not in possession of superior data. The estimation methods are restricted to the use of automated methods that would require more than just the row and column sums of the tables (as in projections) but less than a combination of various conflicting information (as in compilation). The results are assessed against the official Supply, Use and Input–Output tables of Belgium, Germany, Italy, Netherlands, Finland, Austria and Slovakia by using matrix difference metrics. The main conclusion is that using the structures of previous years usually performs better than any other approach.
„Am Einzelnen das Allgemeine lernen“ ist ein vor über 50 Jahren vorgeschlagenes, dem modernen Verständnis von Lernen angepasstes Vorgehen in der Physikausbildung. Allerdings hat sich dieses Konzept bis heute noch nicht durchgesetzt. Im vorliegenden Text beschreiben die beiden Autoren, wie die Umstellung der „Physikausbildung von Ingenieuren“ einer gesamten Hochschule von der Lehre von Inhalten auf eine Vermittlung von Physik-Methoden angegangen wurde und schließlich gelungen ist. Für Ihre Arbeiten erhielten sie den Ars legendi-Fakultätenpreis Physik 2014.
Shadow information technology systems (SITS) coexist with formal enterprise systems in organisations. SITS pose risks but also increase flexibility of business units. Practice shows that SITS emerge, despite that Enterprise Architecture Management (EAM) aims at controling all IT systems in an organization. Studies acknowledge this problem in general. However, they neither show the specific influencing areas of SITS nor provide approaches to address them. To close this gap, we use a literature review to analyse examples of practical SITS and their interference with EAM concerns. Thus, we find that they hinder especially transparency, reduction of EA complexity and governance. Research has focused on achieving transparency, governing the evolution of the EA but lacks strategies for reducing complexity. This study contributes to research and practice by uncovering the main influencing areas of SITS on EAM, as well as by laying a foundation for future research on this topic.