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Sleep is essential to physical and mental health. However, the traditional approach to sleep analysis—polysomnography (PSG)—is intrusive and expensive. Therefore, there is great interest in the development of non-contact, non-invasive, and non-intrusive sleep monitoring systems and technologies that can reliably and accurately measure cardiorespiratory parameters with minimal impact on the patient. This has led to the development of other relevant approaches, which are characterised, for example, by the fact that they allow greater freedom of movement and do not require direct contact with the body, i.e., they are non-contact. This systematic review discusses the relevant methods and technologies for non-contact monitoring of cardiorespiratory activity during sleep. Taking into account the current state of the art in non-intrusive technologies, we can identify the methods of non-intrusive monitoring of cardiac and respiratory activity, the technologies and types of sensors used, and the possible physiological parameters available for analysis. To do this, we conducted a literature review and summarised current research on the use of non-contact technologies for non-intrusive monitoring of cardiac and respiratory activity. The inclusion and exclusion criteria for the selection of publications were established prior to the start of the search. Publications were assessed using one main question and several specific questions. We obtained 3774 unique articles from four literature databases (Web of Science, IEEE Xplore, PubMed, and Scopus) and checked them for relevance, resulting in 54 articles that were analysed in a structured way using terminology. The result was 15 different types of sensors and devices (e.g., radar, temperature sensors, motion sensors, cameras) that can be installed in hospital wards and departments or in the environment. The ability to detect heart rate, respiratory rate, and sleep disorders such as apnoea was among the characteristics examined to investigate the overall effectiveness of the systems and technologies considered for cardiorespiratory monitoring. In addition, the advantages and disadvantages of the considered systems and technologies were identified by answering the identified research questions. The results obtained allow us to determine the current trends and the vector of development of medical technologies in sleep medicine for future researchers and research.
Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows
(2023)
The transition to a fully renewable energy grid requires better forecasting of demand at the low-voltage level to increase efficiency and ensure reliable control. However, high fluctuations and increasing electrification cause huge forecast variability, not reflected in traditional point estimates. Probabilistic load forecasts take uncertainties into account and thus allow more informed decision-making for the planning and operation of low-carbon energy systems. We propose an approach for flexible conditional density forecasting of short-term load based on Bernstein polynomial normalizing flows, where a neural network controls the parameters of the flow. In an empirical study with 3639 smart meter customers, our density predictions for 24h-ahead load forecasting compare favorably against Gaussian and Gaussian mixture densities. Furthermore, they outperform a non-parametric approach based on the pinball loss, especially in low-data scenarios.
Gegenstand der hier vorgestellten Arbeit ist ein Überblick über die Unterschiede zwischen der aktuell in Baden-Württemberg bauaufsichtlich gültigen Erdbebennorm DIN 4149 und der DIN EN 1998-1/NA 2021-07, die Sie künftig ersetzen soll und bereits dem aktuellen Stand der Technik entspricht. Es wird darauf eingegangen, welche Umstände hinter dem Umstieg auf die Europäische Norm und die Neuauflegung des Nationalen Anhangs stehen und ein Faktor ausgearbeitet, mit dem beide Normen direkt verglichen werden können. Zudem werden gängige Berechnungsverfahren zur Ermittlung von Erdbebenbeanspruchungen vorgestellt und anhand des Berechnungsprogramms Minea Design die Unterschiede zwischen vereinfachter 2D-Berechnung und 3D-Berechnung mit finiten Elementen untersucht. Daraus wird eine Aussage darüber abgeleitet, welches der Berechnungsverfahren auf der „sicheren Seite“ liegt und wie sich die Ergebnisse verifizieren lassen. An einem realen Projekt werden diese Erkenntnisse in Form einer Erdbebenbemessung angewandt.
The architecture, engineering and construction (AEC) industry is currently in transformation. Within this transformation, digitalization has a leading function, whereby a higher level of efficiency is pursued. In order to ensure a coordinated information exchange within the digitalization, the concept of the Common Data Environment (CDE) has been developed in the last years. A CDE is a cloud based collaborative platform that is used to exchange project information and data between the different stakeholders of a construction project. The main objective of this thesis is the implementation of a suitable CDE solution for the purpose of a construction management company.
For this purpose, an evaluation of different CDE software on the market, based on the functions and usability of the different software, has been complied to identify the most suitable solution. Secondly, a concept for the setup and implementation of a CDE solution has been developed. Therefore, advice for a successful change-management has been established to ensure the good implementation of the CDE.
The first part of the thesis includes a literature review through which the current state of the information management in the AEC industry is analyzed. The advantages of a CDE for the information management are also analyzed. Therefore, a synthesis of the functions and requirements to a CDE has been complied.
The second part of the thesis links the concept of Building Information Modelling (BIM) with the CDE. The advantages of a CDE in the BIM process has been established.
The third part of the thesis treats the evaluation of CDE software. This evaluation has been complied with a scoring method. As basis of the evaluation, a requirement list has been developed in which all the required functions of a CDE are listed.
In the fourth part of the thesis, a concept for the establishment of a CDE has been developed. The developed concept is a practical application of the standards specifications to CDE. The concept has been developed with CDE expert and CDE power users. The developed concept treats overall of the structuration, the standardization, and the implementation of a CDE.
The last part treats of the change process engender by the implementation of a CDE.
Summary, this thesis provides a structure for the implementation of a CDE software and serves as framework for companies of the AEC industry to select and establish a CDE.
Wie kann Korpuslinguistik für den Fremdsprachenunterricht genutzt werden? Wie kann Data-driven Learning initiiert werden? Wer sich mit diesen Fragen beschäftigt und sich über den Einsatz im DaF-Unterricht informieren möchte, wird kaum fündig, denn die publizierten Materialien wurden in der Regel für den Englischunterricht verfasst. In dieser Sammelrezension werden daher vier Monografien vorgestellt, in denen der Einsatz der Korpuslinguistik zur Sprachvermittlung Englisch beschrieben wird. Es sollen die Schwerpunkte und Besonderheiten der Monografien herausgearbeitet und der mögliche Nutzen für Deutsch als Fremdsprache eruiert werden.