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Institute
- Fakultät Architektur und Gestaltung (27)
- Fakultät Bauingenieurwesen (77)
- Fakultät Elektrotechnik und Informationstechnik (23)
- Fakultät Informatik (59)
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- Fakultät Wirtschafts-, Kultur- und Rechtswissenschaften (40)
- Institut für Angewandte Forschung - IAF (44)
- Institut für Naturwissenschaften und Mathematik - INM (2)
- Institut für Optische Systeme - IOS (13)
- Institut für Strategische Innovation und Technologiemanagement - IST (2)
Interpretability and uncertainty modeling are important key factors for medical applications. Moreover, data in medicine are often available as a combination of unstructured data like images and structured predictors like patient’s metadata. While deep learning models are state-of-the-art for image classification, the models are often referred to as ’black-box’, caused by the lack of interpretability. Moreover, DL models are often yielding point predictions and are too confident about the parameter estimation and outcome predictions.
On the other side with statistical regression models, it is possible to obtain interpretable predictor effects and capture parameter and model uncertainty based on the Bayesian approach. In this thesis, a publicly available melanoma dataset, consisting of skin lesions and patient’s age, is used to predict the melanoma types by using a semi-structured model, while interpretable components and model uncertainty is quantified. For Bayesian models, transformation model-based variational inference (TM-VI) method is used to determine the posterior distribution of the parameter. Several model constellations consisting of patient’s age and/or skin lesion were implemented and evaluated. Predictive performance was shown to be best by using a combined model of image and patient’s age, while providing the interpretable posterior distribution of the regression coefficient is possible. In addition, integrating uncertainty in image and tabular parts results in larger variability of the outputs corresponding to high uncertainty of the single model components.
The performance and reliability of non-volatile NAND flash memories deteriorate as the number of program/erase cycles grows. The reliability also suffers from cell to cell interference, long data retention time, and read disturb. These processes effect the read threshold voltages. The aging of the cells causes voltage shifts which lead to high bit error rates (BER) with fixed pre-defined read thresholds. This work proposes two methods that aim on minimizing the BER by adjusting the read thresholds. Both methods utilize the number of errors detected in the codeword of an error correction code. It is demonstrated that the observed number of errors is a good measure for the voltage shifts and is utilized for the initial calibration of the read thresholds. The second approach is a gradual channel estimation method that utilizes the asymmetrical error probabilities for the one-to-zero and zero-to-one errors that are caused by threshold calibration errors. Both methods are investigated utilizing the mutual information between the optimal read voltage and the measured error values.
Numerical results obtained from flash measurements show that these methods reduce the BER of NAND flash memories significantly.
Error correction coding for optical communication and storage requires high rate codes that enable high data throughput and low residual errors. Recently, different concatenated coding schemes were proposed that are based on binary BCH codes with low error correcting capabilities. In this work, low-complexity hard- and soft-input decoding methods for such codes are investigated. We propose three concepts to reduce the complexity of the decoder. For the algebraic decoding we demonstrate that Peterson's algorithm can be more efficient than the Berlekamp-Massey algorithm for single, double, and triple error correcting BCH codes. We propose an inversion-less version of Peterson's algorithm and a corresponding decoding architecture. Furthermore, we propose a decoding approach that combines algebraic hard-input decoding with soft-input bit-flipping decoding. An acceptance criterion is utilized to determine the reliability of the estimated codewords. For many received codewords the stopping criterion indicates that the hard-decoding result is sufficiently reliable, and the costly soft-input decoding can be omitted. To reduce the memory size for the soft-values, we propose a bit-flipping decoder that stores only the positions and soft-values of a small number of code symbols. This method significantly reduces the memory requirements and has little adverse effect on the decoding performance.
Der Inhalt dieser Arbeit befasst sich mit der Erläuterung von Technologien der Industrie 4.0. Diese Technologie soll in Verbindung mit einem Stampfprozess die altbewährte Stampflehmbauweise wieder mehr ins Leben rufen. Dabei soll in dieser Arbeit über die technischen Funktionalitäten, die relevanten Parameter sowie über den Stand der Technik aufgeklärt werden. Darüber hinaus wird in einer Markabschätzung das Potential des Stampflehms als nachhaltige Baumethode und Ersatz für anderweitige Baumethoden untersucht. Hierbei werden die Vor- und Nachteile nochmals aufgezeigt, um eine bessere Beurteilung möglich zu machen. Die Meinungen und Erfahrungen von Experten sind in dieser Arbeit aufbauend miteingeflossen.
Diese Bachelorarbeit befasst sich mit einem Kooperationsprojekt in Botswana, welches durch Lehrende und Studierende der Hochschule für Technik Wirtschaft und Gestaltung in Konstanz und einigen Experten aus aller Welt umgesetzt werden soll. Außerdem geht sie der Frage nach, was der Unterschied vom klassischen zum hybriden Projektmanagement, welches hier angewendet wird ist und wie es möglich ist eine Supply-Chain für dieses Projekt zu erstellen.
This paper examines how varying antidumping methodologies applied within the World Trade Organization differ in the extent to which they reduce targeted exports. We show that antidumping duties, on average, hit Chinese exporters harder than those of other targeted countries. This difference can be traced back in part to China's non-market economy status, which affects the way antidumping duties are calculated. Furthermore, we show that the type of imposed duty matters, as ad-valorem duties affect exports differently compared to specific duties or duties conditional on the export price. Overall, however, antidumping duties remain effective in reducing imports independent of market economy status.
Jahresbericht 2021
(2021)
Experimentelle Untersuchung einer Kontaktverbindung für die Anwendung im konstruktiven Holzbau
(2021)
Im Rahmen dieser Arbeit wurde eine Holz-Holz-Kontaktverbindung aus Brettschichtholz ohne mechanische Verbindungsmittel hinsichtlich ihrer Steifigkeit experimentell untersucht. Eine Druckstrebe wurde mit Hilfe eines versteckten Treppenversatzes unter einem Winkel von 30° bzw. 60° an einen Gurt angeschlossen. Insgesamt wurden in den zwei Prüfreihen 20 Prüfkörper untersucht.
Das für die Versuche verwendete Brettschichtholz wurde von vier verschiedenen Firmen und Ingenieurbüros in Deutschland zur Verfügung gestellt. Für die experimentellen Untersuchungen in dieser privatfinanzierten Masterthesis standen so immerhin ca. 50 Meter Brettschichtholz zur Verfügung.
Die Versuche wurden in der Öffentlichen Prüfstelle für Baustoffe und Geotechnik an der HTWG durchgeführt.
Die Auswertung der Versuchsergebnisse soll Aufschluss über die Steifigkeit, die Tragfähigkeit und das mechanische Verhalten eines solchen modifizierten Versatzes geben. Diese Erkenntnisse sollen eine Grundlage für die computergestützte Modellierung von Verbindungen schaffen, um lokale Effekte in Anschlussbereichen besser zu verstehen und möglichst realitätsnah implementieren zu können.
Compliance wirkt, wenn sie in den Köpfen der Menschen ankommt – und wenn sie adaptiv die Themen der Zeit aufgreift.
Eine Führungskräftebefragung der Kommunikationsagentur A&B One, unterstützt vom Zentrum für Wirtschaftsethik (ZfW), zeichnet hierzu ein aktuelles Bild der wichtigen Zielgruppe “Management”. Der Beitrag skizziert die Sicht von Führungsverantwortlichen aller Ebenen auf die viel diskutierte unternehmerische Verantwortung, auf die Wirksamkeit von Compliance-Maßnahmen und auf Compliance-Risiken im Homeoffice. Er gibt Impulse für die Praxis: von Synergien zwischen Purpose und Integrität bis hin zur Förderung von Regelbewusstsein beim (coronabedingten) Remote Working.
Anthropologists’ arrival stories have long served to justify, naturalize, and domesticate—often through humor—the fraught moment of entering unasked into other people's lives. This textual convention has been thoroughly critiqued, but no comparable attention has been paid to the analogous moment of departure from the field. The digital age enables both sides to maintain contact, a shift that negates the finality of earlier departures. This article engages the changes wrought by digital media that allow us to remain connected to the field. While this seems a humane affordance, it also means that it is no longer feasible to cleanly sever ties established ‘there’. When anthropologists leave the field, the field will likely follow them—on Facebook or Instagram.
In this article, the collection of classes of matrices presented in [J. Garloff, M. Adm, ad J. Titi, A survey of classes of matrices possessing the interval property and related properties, Reliab. Comput. 22:1-14, 2016] is continued. That is, given an interval of matrices with respect to a certain partial order, it is desired to know whether a special property of the entire matrix interval can be inferred from some of its element matrices lying on the vertices of the matrix interval. The interval property of some matrix classes found in the literature is presented, and the interval property of further matrix classes including the ultrametric, the conditionally positive semidefinite, and the infinitely divisible matrices is given for the first time. For the inverse M-matrices the cardinality of the required set of vertex matrices known so far is significantly reduced.
Positive systems play an important role in systems and control theory and have found applications in multiagent systems, neural networks, systems biology, and more. Positive systems map the nonnegative orthant to itself (and also the non-positive orthant to itself). In other words, they map the set of vectors with zero sign variation to itself. In this article, discrete-time linear systems that map the set of vectors with up to k-1 sign variations to itself are introduced. For the special case k = 1 these reduce to discrete-time positive linear systems. Properties of these systems are analyzed using tools from the theory of sign-regular matrices. In particular, it is shown that almost every solution of such systems converges to the set of vectors with up to k-1 sign variations. It is also shown that these systems induce a positive dynamics of k-dimensional parallelotopes.
Matrix methods for the computation of bounds for the range of a complex polynomial and its modulus over a rectangular region in the complex plane are presented. The approach relies on the expansion of the given polynomial into Bernstein polynomials. The results are extended to multivariate complex polynomials and rational functions.