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Institut
This habilitation thesis collects works addressing several challenges on handling uncertainty and inconsistency in knowledge representation. In particular, this thesis contains works which introduce quantitative uncertainty based on probability theory into abstract argumentation frameworks. The formal semantics of this extension is investigated and its application for strategic argumentation in agent dialogues is discussed. Moreover, both the computational as well as the meaningfulness of approaches to analyze inconsistencies, both in classical logics as well as logics for uncertain reasoning is investigated. Finally, this thesis addresses the implementation challenges for various kinds of knowledge representation formalisms employing any notion of inconsistency tolerance or uncertainty.
Agriculture covers one third of the world land area and has become a major source of water pollution due to its heavy reliance on chemical inputs, namely fertilisers and pesticides. Several thousands of tonnes of these chemicals are applied worldwide annually and partly reach freshwaters. Despite their widespread use and relatively unspecific modes of action, fungicides are the least studied group of pesticides. It remains unclear whether the taxonomic groups used in pesticide risk assessment are protective for non-target freshwater fungi. Fungi and bacteria are the main microbial decomposers converting allochthonous organic matter (litter) into a more nutritious food resource for leaf-shredding macroinvertebrates. This process of litter decomposition (LD) is central for aquatic ecosystem because it fuels local and downstream food webs with energy and nutrients. Effects of fungicides on decomposer communities and LD have been mainly analysed under laboratory conditions with limited representation of the multiple factors that may moderate effects in the field.
In this thesis a field study was conducted in a German vineyard area to characterise recurrent episodic exposure to fungicides in agricultural streams (chapter 2) and its effects on decomposer communities and LD (chapter 3). Additionally, potential interaction effects of nutrient enrichment and fungicides on decomposer communities and LD were analysed in a mesocosm experiment (chapter 4).
In the field study event-driven water sampling (EDS) and passive sampling with EmporeTM styrene-divinylbenzene reverse phase sulfonated disks (SDB disks) were used to assess exposure to 15 fungicides and 4 insecticides. A total of 17 streams were monitored during 4 rainfall events within the local application period of fungicides in 2012. EDS exceeded the time-weighted average concentrations provided by the SDB disks by a factor of 3, though high variability among compounds was observed. Most compounds were detected in more than half of the sites and mean and maximum peak (EDS) concentrations were under 1 and 3 µg/l, respectively. Besides, SDB disk-sampling rates and a free-software solution to derive sampling rates under time-variable exposure were provided.
Several biotic endpoints related to decomposers and LD were measured in the same sampling sites as the fungicide monitoring, coinciding with the major litter input period. Our results suggest that polar organic fungicides in streams change the structure of the fungal community. Causality of this finding was supported by a subsequent microcosm experiment. Whether other effects observed in the field study, such as reduced fungal biomass, increased bacterial density or reduced microbial LD can be attributed to fungicides remains speculative and requires further investigation. By contrast, neither the invertebrate LD nor in-situ measured gammarid feeding rates correlated with water-borne fungicide toxicity, but both were negatively associated with sediment copper concentrations. The mesocosm experiment showed that fungicides and nutrients affect microbial decomposers differently and that they can alter community structure, though longer experiments are needed to determine whether these changes may propagate to invertebrate communities and LD. Overall, further studies should include representative field surveys in terms of fungicide pollution and physical, chemical and biological conditions. This should be combined with experiments under controlled conditions to test for the causality of field observations.
Prototyp einer generischen Recommendation Engine basierend auf Echtzeit-Assoziationsanalysen mit R
(2016)
In dieser Arbeit wurde unter Verwendung der Programmiersprache R ein Prototyp zur Erstellung einer Recommendation Engine zur Aufdeckung von Assoziationen innerhalb einer gegebenen Datenmenge entwickelt. Die Berechnung der Assoziationen findet hierbei in Echtzeit statt und des Weiteren wurden die Analysefunktionen generisch programmiert, um ein schnelles Einbinden und einfaches Parametrisieren von Datensätzen zu ermöglichen. Die Entwicklung fußte auf der grundlegenden Motivation, Data Mining Methoden wie das Assoziationsverfahren teilweise zu automatisieren, um damit generierte Lösungen effizienter umsetzen zu können. Der Entwicklungsprozess war insgesamt erfolgreich, sodass alle Grundfunktionalitäten im Sinne eines evolutionären Prototypings vorhanden sind.
Six and Gimmler have identified concrete capabilities that enable users to use the Internet in a competent way. Their media competence model can be used for the didactical design of media usage in secondary schools. However, the special challenge of security awareness is not addressed by the model. In this paper, the important dimension of risk and risk assessment will be introduced into the model. This is especially relevant for the risk of the protection of personal data and privacy. This paper will apply the method of IT risk analysis in order to select those dimensions of the Six/Gimmler media competence model that are appropriate to describe privacy aware Internet usage. Privacy risk aware decisions for or against the Internet usage is made visible by the trust model of Mayer et al.. The privacy extension of the competence model will lead to a measurement of the existing privacy awareness in secondary schools, which, in turn, can serve as a didactically well-reasoned design of Informatics modules in secondary schools. This paper will provide the privacy-extended competence model, while empirical measurement and module design is planned for further research activities.
The work presented in this thesis investigated interactions of selected biophysical processes that affect zooplankton ecology at smaller scales. In this endeavour, the extent of changes in swimming behaviour and fluid disturbances produced by swimming Daphnia in response to changing physical environments were quantified. In the first research question addressed within this context, size and energetics of hydrodynamic trails produced by Daphnia swimming in non-stratified still waters were characterized and quantified as a function of organisms’ size and their swimming patterns.
The results revealed that neither size nor the swimming pattern of Daphnia affects the width of induced trails or dissipation rates. Nevertheless, as the size and swimming velocity of the organisms increased, trail volume increased in proportional to the cubic power of Reynolds number, and the biggest trail volume was about 500 times the body volume of the largest daphnids. Larger spatial extent of fluid perturbation and prolonged period to decay caused by bigger trail volumes would play a significant role in zooplankton ecology, e.g. increasing the risk of predation.
The study also found that increased trail volume brought about significantly enhanced total dissipated power at higher Reynolds number, and the magnitudes of total dissipated power observed varied in the range of (1.3-10)X10-9 W.
Furthermore, this study provided strong evidence that swimming speed of Daphnia and total dissipated power in Daphnia trails exceeded those of some other selected zooplankton species.
In recognizing turbulence as an intrinsic environmental perturbation in aquatic habitats, this thesis also examined the response of Daphnia to a range of turbulence flows, which correspond to turbu-lence levels that zooplankton generally encounter in their habitats. Results indicated that within the range of turbulent intensities to which the Daphnia are likely to be exposed in their natural habitats, increasing turbulence compelled the organisms to enhance their swimming activity and swim-ming speed. However, as the turbulence increased to extremely high values (10-4 m2s-3), Daphnia began to withdraw from their active swimming behaviour. Findings of this work also demonstrated that the threshold level of turbulence at which animals start to alleviate from largely active swimming is about 10-6 m2s-3. The study further illustrated that during the intermediate range of turbu-lence; 10-7 - 10-6 m2s-3, kinetic energy dissipation rates in the vicinity of the organisms is consistently one order of magnitude higher than that of the background turbulent flow.
Swarming, a common conspicuous behavioural trait observed in many zooplankton species, is considered to play a significant role in defining freshwater ecology of their habitats from food exploitation, mate encountering to avoiding predators through hydrodynamic flow structures produced by them, therefore, this thesis also investigated implications of Daphnia swarms at varied abundance & swarm densities on their swimming kinematics and induced flow field.
The results showed that Daphnia aggregated in swarms with swarm densities of (1.1-2.3)x103 L-1, which exceeded the abundance densities by two orders of magnitude (i.e. 1.7 - 6.7 L-1). The estimated swarm volume decreased from 52 cm3 to 6.5 cm3, and the mean neighbouring distance dropped from 9.9 to 6.4 body lengths. The findings of this work also showed that mean swimming trajectories were primarily horizontal concentric circles around the light source. Mean flow speeds found to be one order of magnitude lower than the corresponding swimming speeds of Daphnia. Furthermore, this study provided evidences that the flow fields produced by swarming Daphnia differed considerably between unidirectional vortex swarming and bidirectional swimming at low and high abundances respectively.
The publication of open source software aims to support the reuse, the distribution and the general utilization of software. This can only be enabled by the correct usage of open source software licenses. Therefore associations provide a multitude of open source software licenses with different features, of which a developer can choose, to regulate the interaction with his software. Those licenses are the core theme of this thesis.
After an extensive literature research, two general research questions are elaborated in detail. First, a license usage analysis of licenses in the open source sector is applied, to identify current trends and statistics. This includes questions concerning the distribution of licenses, the consistency in their usage, their association over a period of time and their publication.
Afterwards the recommendation of licenses for specific projects is investigated. Therefore, a recommendation logic is presented, which includes several influences on a suitable license choice, to generate an at most applicable recommendation. Besides the exact features of a license of which a user can choose, different methods of ranking the recommendation results are proposed. This is based on the examination of the current situation of open source licensing and license suggestion. Finally, the logic is evaluated on the exemplary use-case of the 101companies project.
In Part I: "The flow-decomposition problem", we introduce and discuss the flow-decomposition problem. Given a flow F, this problem consists of decomposing the flow into a set of paths optimizing specific properties of those paths. We introduce different types of decompositions, such as integer decompositions and alpha-decompositions, and provide two formulations of the set of feasible decompositions.
We show that the problem of minimizing the longest path in a decomposition is NP-hard, even for fractional solutions. Then we develop an algorithm based on column generation which is able to solve the problem.
Tight upper bounds on the optimal objective value help to improve the performance.
To find upper bounds on the optimal solution for the shortest longest path problem, we develop several heuristics and analyze their quality. On pearl graphs we prove a constant approximation ratio of 2 and 3 respectively for all heuristics. A numerical study on random pearl graphs shows that the solutions generated by the heuristics are usually much better than this worst-case bound.
In Part II: "Construction and analysis of evacuation models using flows over time", we consider two optimization models in the context of evacuation planning. The first model is a parameter-based quickest flow model with time-dependent supply values. We give a detailed description of the network construction and of how different scenarios are modeled by scenario parameters. In a second step we analyze the effect of the scenario parameters on the evacuation time. Understanding how the different parameters influence the evacuation time allows us to provide better advice for evacuation planning and allows us to predict evacuation times without solving additional optimization problems. To understand the effect of the time-dependent supply values, we consider the quickest path problem with time-dependent supply values and provide a solution algorithm. The results from this consideration are generalized to approximate the behavior of the evacuation times in the context of quickest flow problems.
The second model we consider is a path-based model for evacuation in the presence of a dynamic cost function. We discuss the challenges of this model and provide ideas for how to approach the problem from different angles. We relate the problem to the flow-decomposition problem and consider the computation of evacuation paths with dynamic costs for large capacities. For the latter method we provide heuristics to find paths and compare them to the optimal solutions by applying the methods to two evacuation scenarios. An analysis shows that the paths generated by the heuristic yield close to optimal solutions and in addition have several desirable properties for evacuation paths which are not given for the optimal solution.
Reaktiv lokale Algorithmen sind verteilte Algorithmen, die den Anforderungen großer, batteriebetriebener, Drahtloser Ad Hoc und Sensornetzwerke im besonderen Maße gerecht werden. Durch Vermeidung überflüssiger Nachrichtenübertragungen sowie Verzicht auf proaktive Ermittlung von Nachbarschaftstabellen (d.h. beaconing) minimieren solche Algorithmen den Kommunikationsaufwand und skalieren gut bei wachsender Netzgröße. Auf diese Weise werden Ressourcen wie Bandbreite und Energie geschont, es kommt seltener zu Nachrichtenkollisionen und dadurch zu einer Erhöhung der Paketempfangsrate, sowie einer Reduktion der Latenzen.
Derzeit wird diese Algorithmenklasse hauptsächlich für Geografisches Routing, sowie zur Topologiekontrolle, insbesondere zur Ermittlung der Adjazenzliste eines Knotens in zusammenhängenden, kantenschnittfreien (planaren) Repräsentationen des Netzgraphen, eingesetzt. Ersteres ermöglicht drahtlose multi-hop Kommunikation auf Grundlage von geografischen Knotenpositionen ohne Zuhilfenahme zusätzlicher Netzwerkinfrastruktur, wohingegen Letzteres eine hinreichende Grundlage für effiziente, lokale Lösungen einer Reihe algorithmischer Problemstellungen ist.
Die vorliegende Dissertation liefert neue Erkenntnisse zum Forschungsgebiet der reaktiven Algorithmen, zum Einen auf einer abstrakten Ebene und zum Anderen durch die Einführung neuer Algorithmen.
Erstens betrachtet diese Arbeit reaktive Algorithmen erstmalig im Ganzen und als eigenständiges Forschungsfeld. Es wird eine umfangreiche Literaturstudie zu dieser Thematik präsentiert, welche die aus der Literatur bekannten Algorithmen, Techniken und Anwendungsfelder systematisch auflistet, klassifiziert und einordnet. Weiterhin wird das mathematische Konzept der O- und Omega-reaktiv lokalen Topologiekontrolle eingeführt. Dieses Konzept ermöglicht erstmals die eindeutige Unterscheidung reaktiver von konventionellen, beacon-basierten, verteilten Topologiekontrollalgorithmen. Darüber hinaus dient es als Klassifikationsschema für existierende, sowie zukünftige Algorithmen dieser Art. Zu guter Letzt ermöglicht dieses Konzept grundlegende Aussagen über die Mächtigkeit des reaktiven Prinzips, welche über Entwurf und Analyse von Algorithmen hinaus reichen.
Zweitens werden in dieser Arbeit neue reaktiv lokale Algorithmen zur Topologiekontrolle und Geografischem Routing eingeführt, wobei drahtlose Netze durch Unit Disk bzw. Quasi Unit Disk Graphen modelliert werden. Diese Algorithmen berechnen für einen gegebenen Knoten die lokale Sicht auf zusammenhängende, planare, Euklidische bzw. Topologische Spanner mit konstanter Spannrate bzgl. des Netzgraphen und routen Nachrichten reaktiv entlang der Kanten dieser Spanner, wobei die Nachrichtenauslieferung garantiert wird. Alle bisher bekannten Verfahren sind entweder nicht reaktiv oder gewährleisten keine konstanten Euklidischen oder Topologischen Spannraten. Ein wesentliches Teilergebnis dieser Arbeit ist der Nachweis, dass die partielle Delaunay Triangulierung (PDT) ein Euklidischer Spanner mit konstanter Spannrate für Unit Disk Graphen ist.
Die in dieser Dissertation gewonnenen Erkenntnisse bilden die Basis für grundlegende und strukturierte Forschung auf diesem Gebiet und zeigen, dass das reaktive Prinzip ein wichtiges Werkzeug des Algorithmenentwurfs für Drahtlose Ad Hoc und Sensornetzwerke ist.
In this article we analyze the privacy aspects of a mobile sensor application used for recording urban travel patterns as part of a travel-survey service. This service has been developed and field-tested within the Live+Gov EU Project. The privacy analysis follows a structured approach established in. Eight privacy recommendations are derived, and have already led to corresponding enhancements of the travel-survey service.