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Since the invention of U-net architecture in 2015, convolutional networks based on its encoder-decoder approach significantly improved results in image analysis challenges. It has been proven that such architectures can also be successfully applied in different domains by winning numerous championships in recent years. Also, the transfer learning technique created an opportunity to push state-of-the-art benchmarks to a higher level. Using this approach is beneficial for the medical domain, as collecting datasets is generally a difficult and expensive process.
In this thesis, we address the task of semantic segmentation with Deep Learning and make three main contributions and release experimental results that have practical value for medical imaging.
First, we evaluate the performance of four neural network architectures on the dataset of the cervical spine MRI scans. Second, we use transfer learning from models trained on the Imagenet dataset and compare it to randomly initialized networks. Third, we evaluate models trained on the bias field corrected and raw MRI data. All code to reproduce results is publicly available online.
Scientific and public interest in epidemiology and mathematical modelling of disease spread has increased significantly due to the current COVID-19 pandemic. Political action is influenced by forecasts and evaluations of such models and the whole society is affected by the corresponding countermeasures for containment. But how are these models structured?
Which methods can be used to apply them to the respective regions, based on real data sets? These questions are certainly not new. Mathematical modelling in epidemiology using differential equations has been researched for quite some time now and can be carried out mainly by means of numerical computer simulations. These models are constantly being refinded and adapted to corresponding diseases. However, it should be noted that the more complex a model is, the more unknown parameters are included. A meaningful data adaptation thus becomes very diffcult. The goal of this thesis is to design applicable models using the examples of COVID-19 and dengue, to adapt them adequately to real data sets and thus to perform numerical simulations. For this purpose, first the mathematical foundations are presented and a theoretical outline of ordinary differential equations and optimization is provided. The parameter estimations shall be performed by means of adjoint functions. This procedure represents a combination of static and dynamical optimization. The objective function corresponds to a least squares method with L2 norm which depends on the searched parameters. This objective function is coupled to constraints in the form of ordinary differential equations and numerically minimized, using Pontryagin's maximum (minimum) principle and optimal control theory. In the case of dengue, due to the transmission path via mosquitoes, a model reduction of an SIRUV model to an SIR model with time-dependent transmission rate is performed by means of time-scale separation. The SIRUV model includes uninfected (U) and infected (V ) mosquito compartments in addition to the susceptible (S), infected (I) and recovered (R) human compartments, known from the SIR model. The unknwon parameters of the reduced SIR model are estimated using data sets from Colombo (Sri Lanka) and Jakarta (Indonesia). Based on this parameter estimation the predictive power of the model is checked and evaluated. In the case of Jakarta, the model is additionally provided with a mobility component between the individual city districts, based on commuter data. The transmission rates of the SIR models are also dependent on meteorological data as correlations between these and dengue outbreaks have been demonstrated in previous data analyses. For the modelling of COVID-19 we use several SEIRD models which in comparison to the SIR model also take into account the latency period and the number of deaths via exposed (E) and deaths (D) compartments. Based on these models a parameter estimation with adjoint functions is performed for the location Germany. This is possible because since the beginning of the pandemic, the cumulative number of infected persons and deaths
are published daily by Johns Hopkins University and the Robert-Koch-Institute. Here, a SEIRD model with a time delay regarding the deaths proves to be particularly suitable. In the next step, this model is used to compare the parameter estimation via adjoint functions with a Metropolis algorithm. Analytical effort, accuracy and calculation speed are taken into account. In all data fittings, one parameter each is determined to assess the estimated number of unreported cases.
The purpose of this thesis is to explore the sentiment distributions of Wikipedia concepts.
We analyse the sentiment of the entire English Wikipedia corpus, which includes 5,669,867 articles and 1,906,375 talks, by using a lexicon-based method with four different lexicons.
Also, we explore the sentiment distributions from a time perspective using the sentiment scores obtained from our selected corpus. The results obtained have been compared not only between articles and talks but also among four lexicons: OL, MPQA, LIWC, and ANEW.
Our findings show that among the four lexicons, MPQA has the highest sensitivity and ANEW has the lowest sensitivity to emotional expressions. Wikipedia articles show more sentiments than talks according to OL, MPQA, and LIWC, whereas Wikipedia talks show more sentiments than articles according to ANEW. Besides, the sentiment has a trend regarding time series, and each lexicon has its own bias regarding text describing different things.
Moreover, our research provides three interactive widgets for visualising sentiment distributions for Wikipedia concepts regarding the time and geolocation attributes of concepts.
In der aquatischen Umwelt stellen Wasser-Sediment-Grenzschichten (WSG) die wichtigsten Bereiche bezüglich der Austauschprozesse zwischen dem Wasserkörper und dem Sediment dar. Diese räumlich begrenzten Regionen sind durch starke biogeochemische Gradienten charakterisiert, die die Speziierung und den Verbleib natürlicher und artifizielle Substanzen maßgeblich bestimmen. Abgesehen von biologischen Prozessen (z.B. grabende Organismen oder Photosynthese) ist der Austausch zwischen Wasser und Sediment von Diffusion oder Kolloid-gesteuerten Transport bestimmt. Dies erfordert Methoden, die es ermöglichen, die feinen Strukturen der Grenzschichten abzubilden und zwischen den unterschiedlichen Prozessen zu unterscheiden.
Hinsichtlich neu entwickelter Substanzen, die voraussichtlich in die aquatische Umwelt gelangen werden, sind artifizielle Nanomaterialien (engineered nanomaterials; ENMs) aufgrund ihrer zunehmenden Nutzung in Produkten und Anwendungen von großer Relevanz. Da sie auf der Grundlage ihrer Größe definiert werden (<100 nm), umfassen sie eine Vielzahl verschiedenster Materialien mit unterschiedlichem Verhalten in der Umwelt. Erreichen sie aquatische Systeme, mischen sie sich mit natürlich vorkommenden Kolloiden (<1 μm), die nanoskalige Partikel beinhalten.
Ausgehend von existierenden methodischen Lücken bezüglich der Charakterisierung von ENMs (als neu aufgekommene Substanzen) und WSG (als betroffene Umweltkompartimente) war das Ziel der vorliegenden Dissertation, die Entwicklung, Validierung und Anwendung einer geeigneten analytischen Basis, um ENMs an WSG untersuchen zu können. Die Herausforderungen lagen dabei in i) der Entwicklung von Methoden, die eine räumlich hochaufgelöste Beprobung von Sedimentporen-wasser erlauben. ii) Der Bereitstellung routinetauglicher Methoden zur Charakterisierung metall-basierter ENMs und iii) der Entwicklung von Methoden zur Größenfraktionierung von Porenwässern, um größenbezogene Elementverteilungsmustern an WSG erhalten zu können.
Im ersten Teil erfolgte die Entwicklung von Filter-Probenahmesonden, die in ein neuartiges Probenahmesystem integriert wurden, welches mit einem kommerziell verfügbaren Microprofiling-system kombiniert wurde (microprofiling micro sampling system; missy). Nach umfangreicher Validierung konnte in Experimenten die Tauglichkeit des missy für eine minimal-invasive und auto-matisierte Beprobung von Sedimentporenwasser bei parallelen Messungen mittels Mikrosensoren gezeigt werden. Es wurde somit erstmal möglich, im Millimetermaßstab Multielementinformationen für Sedimenttiefenprofile zu erhalten und diese in einen direkten Zusammenhang mit verschiedenen Sedimentparametern zu setzten.Aufgrund der zu erwartenden Freisetzung von ENMs in die Umwelt, war es das Ziel, Methoden bereitzustellen, die eine Untersuchung von Transportprozessen und dem Verbleib von ENMs an WSG ermöglichen. Da standardisierte Methoden noch immer fehlen, erfolgte die Entwicklung routinetauglicher Ansätze zur Bestimmung der Massenkonzentration sowie der gelösten Fraktion von ENM-Suspensionen. Somit konnten erstmals Methoden bereitgestellt werden, die eine routinetaugliche Bestimmung von zwei der wichtigsten Eigenschaften kolloidaler Systeme ermöglichen, die ebenfalls für die Entwicklung geeigneter Risikoabschätzungen und Regularien benötigt werden.
Basierend auf dieser methodischen Grundlage erfolge die Entwicklung geeigneter Verfahren zur Bestimmung der gelösten und kolloidalen Fraktionen in Sedimentporenwässern. Dies ermöglichte es erstmalig, fraktionsbezogene Elementinformationen für Sedimenttiefenprofile in millimetergenauer Auflösung zu erhalten, was eine Unterscheidung zwischen Diffusion und kolloid-gesteuerten Transportprozessen gestattet.
Zusätzlich zu den forschungsorientierten Teilen der vorgelegten Dissertation wurden in einer weiteren, als Anhang beigefügten Publikation (Appendix III) Fragen zu einem möglichen Eintrag nanoskaliger Stoffe in Oberflächengewässer vor dem Hintergrund des aktuell gültigen Deutschen Wasserrechtes adressiert.
The paper is a study focusing on exploring which factors and examining the impact of those factors influencing the entrepreneurial intention among students in the Construction industry, specifically among students of Hanoi Construction University and Hanoi Architecture University. The study also mentions some solution of this findings for entrepreneurship in the Construction field in Vietnam that the author might think of based on this research work for future study. The Theory of planned behavior is used as the theoritical framework for this study. Both qualitative and quantitative methods are employed. The questionaire will be conducted among students of the two universities mentioned above. Then, an exploratory factor analysis (EFA) will performed to test the validity of the constructs. The research findings provide factors and their impact factors influencing the entrepreneurial intention and propose some solutions to improve the entrepreneurship in the Construction field in Vietnam.
An empirical study to evaluate the location of advertisement panels by using a mobile marketing tool
(2009)
The efficiency of marketing campaigns is a precondition for business success. This paper discusses a technique to transfer advertisement content vie Bluetooth technology and collects market research information at the same time. Conventional advertisement media were enhanced by devices to automatically measure the number, distance, frequency and exposure time of passersby, making information available to evaluate both the wireless media as well as the location in general. This paper presents a study analyzing these data. A cryptographic one-way function protects privacy during data acquisition.
As Enterprise 2.0 (E2.0) initiatives are gradually moving out of the early experimentation phase it is time to focus greater attention on examining the structures, processes and operations surrounding E2.0 projects. In this paper we present the findings of an empirical study to investigate and understand the reasons for initiating E2.0 projects and the benefits being derived from them. Our study comprises seven in-depth case studies of E2.0 implementations. We develop a classification and means of visualising the scope of E2.0 initiatives and use these methods to analyse and compare projects.
Our findings indicate a wide range of motivations and combinations of technology in use and show a strong emphasis towards the content management functionality of E2.0 technologies.
Um unterschiedliche Anforderungen zu erfüllen, werden Softwaresysteme oft in Form einer Menge von Varianten entwickelt. Zwei gebräuchliche Ansätze für eine solche Softwareentwicklung sind das clone-and-owning und die Produktlinienentwicklung. Beide Ansätze haben Vor- und Nachteile. In vorheriger Arbeit mit anderen haben wir eine Idee vorgestellt bei der beide Ansätze verknüpft werden um Varianten, Ähnlichkeiten und Softwareklone zu verwalten. Diese Idee basiert auf einer virtuellen Plattform und Operatoren für Softwareklone. In der vorliegenden Arbeit stellen wir einen Ansatz vor um essentielle Metadaten für die Realisierung eines propagate-Operators zu aggregieren. Dafür haben wir ein System entwickelt um Ähnlichkeiten mit Annotationen zu versehen, wobei die Ähnlichkeiten aus der Historie eines Repositories extrahiert werden. Die Annotationen drücken aus wie eine Ähnlichkeit zukünftig gewartet werden soll. Abhängig vom Annotationstyp kann diese Wartung automatisiert ausgeführt oder sie muss vom Benutzer manuell betrieben werden. In dieser Arbeit beschreiben wir die automatisierte Extraktion von Metadaten und das System zur Annotation von Ähnlichkeiten; wir erklären wie das System in den Arbeitsfluss eines bestehenden Programms zur Versionierungverwaltung (Git) integriert werden kann; und abschließend stellen wir eine Fallstudie vor, die das 101haskell-System benutzt.
Klassische Fahrerassistenzsysteme (FAS) wie beispielsweise der Spurassistent oder das weit verbreitete Elektronische Stabilitätsprogramm basieren auf statischen System- und Softwarearchitekturen. Dies bedeutet, dass weder die Anzahl oder Topologie der Steuergeräte noch das Vorhandensein oder die Funktionalität von Softwaremodulen Änderungen zur Laufzeit unterliegen. Es existieren allerdings zukünftige FAS, bei denen solche Veränderungen eintreten können. Hierzu gehören beispielsweise Assistenzsysteme für Fahrzeuge mit Anhänger, da deren Steuergeräte und Softwaremodule über beide Teile des Gespanns verteilt sind. Diese neue Herausforderung kann nicht durch Ansätze, die zum Stand der Technik gehören, bewältigt werden. Stattdessen muss ein neuartiges Verfahren für das Design von solch verteilten Fahrerassistenzsystemen entwickelt werden.
Der zentrale wissenschaftliche Beitrag dieser Arbeit liegt in der Entwicklung einer neuartigen Software- und Systemarchitektur für dynamisch veränderliche FAS am Beispiel der Assistenzsysteme für Fahrzeuge mit Anhänger. Diese Architektur muss in der Lage sein, Veränderungen in der Topologie eigenständig zu erkennen und darauf zu reagieren. Hierbei entscheidet das System, welcher Grad der Assistenz und welche Nutzerschnittstelle nach dem An- oder Abkoppeln eines Anhängers angeboten werden kann. Hierzu werden neben der verfügbaren Software und Hardware die ausführbaren Assistenzfunktionalitäten analysiert und eine entsprechende Re-Konfiguration durchgeführt. Eine solche Systemanpassung kann vorgenommen werden, indem man auf die Prinzipien der Service-orientierten Architektur zurückgreift. Hierbei wird alle vorhandene Funktionalität in abgeschlossene Einheiten, so genannte Services gegossen. Diese Services stellen ihre Funktionalität über klar definierte Schnittstellen zur Verfügung, deren Verhalten durch so genannte Contracts beschrieben wird. Größere Applikationen werden zur Laufzeit durch den Zusammenschluss von mehreren solcher Services gebildet und adaptiert.
Die Arbeit beschreibt die Forschung die geleistet wurde, um die oben genannten Ziele durch den Einsatz von Service-orientierten Architekturen im automotiven Umfeld zu erreichen. Hierbei wird dem hohen Grad an Verteilung, dem Wunsch nach Wiederverwendbarkeit sowie der Heterogenität der einzelnen Komponenten durch den Einsatz der Prinzipien einer SOA begegnet. Weiterhin führt das Service-orientierte System eine automatische Re-Konfiguration im Falle einer Systemänderung durch. Statt eines der vorhandenen SOA Frameworks an die Verhältnisse im automotiven Umfeld anzupassen werden die einzelnen in SOA enthaltenen Prinzipien auf die Problemstellung angepasst. Hierbei entsteht ein eigenständiges Framework namens "Service-oriented Driver Assistance" (SODA) welches die Vorteile einer SOA mit den Anforderungen, bewährten Methoden und Standards vereint. Im Rahmen dieser Arbeit werden verschiedene SOA Frameworks analysiert und miteinander vergleichen. Außerdem wird das SODA Framework sowie dessen Anpassungen bezüglich automotiver Systeme detailliert beschrieben. Hierzu zählt auch ein Referenzmodell, welches die Begrifflichkeiten und Konzepte einführt und zueinander in Beziehung setzt sowie eine Referenzarchitektur definiert. Einige der Module dieser Referenzarchitektur wie beispielsweise das Re-Konfigurations- und das Kommunikationsmodul werden sehr detailiert in eigenen Kapiteln beschrieben. Um die Kompatibilität des Frameworks sicherzustellen wird die Integration in einen bewährten Entwicklungsprozess sowie in den Architekturstandard AUTOSAR diskutiert. Abschließend wird der Aufbau eines Demonstrators und dessen Evaluation bezüglich der Leistungsfähigkeit und Effizienz des Frameworks beschrieben.
With 47% land coverage in 2016, agricultural land was one of the largest terrestrial biomes in Germany. About 70% of the agricultural land was cropped area with associated pesticide applications. Agricultural land also represents an essential habitat for amphibians. Therefore, exposure of amphibians to agrochemicals, such as fertilizers and pesticides, seems likely. Pesticides can be highly toxic for amphibians, even a fraction of the original application rate may result in high amphibian mortality.
To evaluate the potential risk of pesticide exposure for amphibians, the temporal coincidence of amphibian presence on agricultural land and pesticide applications (N = 331) was analyzed for the fire-bellied toad (Bombina bombina), moor frog (Rana arvalis), spadefoot toad (Pelobates fuscus) and crested newt (Triturus cristatus) during spring migration. In 2007 and 2008, up to 80% of the migrating amphibians temporally coincided with pesticide applications in the study area of Müncheberg, about 50 km east of Berlin. Pesticide interception by plants ranged between 50 to 90% in winter cereals and 80 to 90% in winter rape. The highest coincidence was observed for the spadefoot toad, where 86.6% of the reproducing population was affected by a single pesticide in winter rape during stem elongation with 80% pesticide interception by plants. Late migrating species, such as the fire-bellied toad and the spadefoot toad, overlapped more with pesticide applications than early migrating species, such as the moor frog, did. Under favorable circumstances, the majority of early migrants may not coincide with the pesticide applications of arable fields during spring migration.
To evaluate the potential effect of pesticide applications on populations of the common frog (Rana temporaria), a landscape genetic study was conducted in the vinicultural area of Southern Palatinate. Due to small sample sizes at breeding sites within viniculture, several DNA sampling methods were tested. Furthermore, the novel repeated randomized selection of genotypes approach was developed to utilize genetic data from siblings for more reliable estimates of genetic parameters. Genetic analyses highlighted three of the breeding site populations located in viniculture as isolated from the meta-population. Genetic differentiation among breeding site populations in the viniculture (median pairwise FST=0.0215 at 2.34 km to 0.0987 at 2.39 km distance) was higher compared to genetic differentiation among breeding site populations in the Palatinate Forest (median pairwise FST=0.0041 at 5.39 km to 0.0159 at 9.40 km distance).
The presented studies add valuable information about the risk of pesticide exposure for amphibians in the terrestrial life stage and possible effects of agricultural land on amphibian meta-populations. To conserve endemic amphibian species and their (genetic) diversity in the long run, the risk assessment of pesticides and applied agricultural management measures need to be adjusted to protect amphibians adequately. In addition, other conservation measures such as the creation of new suitable breeding site should be considered to improve connectivity between breeding site populations and ensure the persistence of amphibians in the agricultural land.