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With the ongoing trend towards deep learning in the remote sensing community, classical pixel based algorithms are often outperformed by convolution based image segmentation algorithms. This performance was mostly validated spatially, by splitting training and validation pixels for a given year. Though generalizing models temporally is potentially more difficult, it has been a recent trend to transfer models from one year to another, and therefore to validate temporally. The study argues that it is always important to check both, in order to generate models that are useful beyond the scope of the training data. It shows that convolutional neural networks have potential to generalize better than pixel based models, since they do not rely on phenological development alone, but can also consider object geometry and texture. The UNET classifier was able to achieve the highest F1 scores, averaging 0.61 in temporal validation samples, and 0.77 in spatial validation samples. The theoretical potential for overfitting geometry and just memorizing the shape of fields that are maize has been shown to be insignificant in practical applications. In conclusion, kernel based convolutions can offer a large contribution in making agricultural classification models more transferable, both to other regions and to other years.
Gewährleistung 4.0
(2021)
Ist das bestehende Rechtssystem auf technischen Fortschritt vorbereitet?
Gunnar Schilling untersucht diese Frage mit Blick auf die automatisierte Abwicklung von Gewährleistungsrechten. Er nimmt eine Analyse des geltenden Rechtsrahmens vor und schlägt schließlich ein separates Regelungsregime
für automatisierte Kaufverträge vor.
Das Policy Paper ‚Handlungsbedarfe für die Raumentwicklung der Großregion aus Sicht der Forschung‘ fasst wesentliche Erkenntnisse von Forscher*innen des UniGR-Center for Border Studies in fünf für die Großregion relevanten Bereichen (Demographie und Migration, Verkehr, Beschäftigung und wirtschaftliche Entwicklung, Energielandschaften, Grenzüberschreitende Governance) zusammen und formuliert Handlungsoptionen für die Planungspraxis und politische Entscheidungsträger*innen. Darüber hinaus thematisiert es den Wissensaus-tausch zwischen Forschung und Politik.
Im Laufe des 20. Jahrhunderts und im 21. Jahrhundert haben sich in der Groß-region unterschiedliche Formen der grenzüberschreitenden Zusammenarbeit entwickelt und institutionali-siert. Die im Jahr 2014 präsentierte ,Frankreichstrategie des Saarlandes‘ ergänzt die bis dato bestehenden Bemühungen und zielt auf die Erreichung einer funktionalen Mehrsprachigkeit und die Forcierung grenz-überschreitender Kooperation unter anderem im Wirtschafts-, Forschungs- und Kulturbereich ab. Neben öf-fentlichen sollen sich gerade auch nicht-öffentliche Akteure beteiligen und einbringen. Von der saarländi-schen Initiative ausgehend hat die Strategie auch Resonanz auf französischer Seite hervorgerufen. Die Kommunen fungieren in diesem Kontext zum einen als ,Sprachrohr‘ der Bedarfe und Interessen direkt ,vor Ort‘, zum anderen als Unterstützer grenzüberschreitender Aktivitäten und ‚Vermittler‘ von Leitlinien vor dem Hintergrund der kommunalen Selbstverwaltung.
Ausgehend von quantitativen und qualitativen Erhebungen mit einem Schwerpunkt auf der lokalen Ebene werden im Policy Paper zentrale Handlungsempfehlungen formuliert, die der weiteren Ausgestaltung und Umsetzung der Frankreichstrategie und grundlegender der grenzüberschreitenden Zusammenarbeit im Ver-flechtungsraum des Saarlandes und des départements Moselle dienen können. Die Empfehlungen sind in fünf Bereiche untergliedert und umfassen Handlungsoptionen im Sprachbereich, der Unterstützung und Be-gleitung von Aktivitäten, der Forcierung von Kontakten, der Erhöhung der Strahlkraft des Ansatzes und der Vertiefung der Zusammenarbeit im grenzregionalen Verflechtungsraum.
The present work explores how theories of motivation can be used to enhance video game research. Currently, Flow-Theory and Self-Determination Theory are the most common approaches in the field of Human-Computer Interaction. The dissertation provides an in-depth look into Motive Disposition Theory and how to utilize it to explain interindividual differences in motivation. Different players have different preferences and make different choices when playing games, and not every player experiences the same outcomes when playing the same game. I provide a short overview of the current state of the research on motivation to play video games. Next, Motive Disposition Theory is applied in the context of digital games in four different research papers, featuring seven studies, totaling 1197 participants. The constructs of explicit and implicit motives are explained in detail while focusing on the two social motives (i.e., affiliation and power). As dependent variables, behaviour, preferences, choices, and experiences are used in different game environments (i.e., Minecraft, League of Legends, and Pokémon). The four papers are followed by a general discussion about the seven studies and Motive Disposition Theory in general. Finally, a short overview is provided about other theories of motivation and how they could be used to further our understanding of the motivation to play digital games in the future. This thesis proposes that 1) Motive Disposition Theory represents a valuable approach to understand individual motivations within the context of digital games; 2) there is a variety of motivational theories that can and should be utilized by researchers in the field of Human-Computer Interaction to broaden the currently one-sided perspective on human motivation; 3) researchers should aim to align their choice of motivational theory with their research goals by choosing the theory that best describes the phenomenon in question and by carefully adjusting each study design to the theoretical assumptions of that theory.
Energy transition strategies in Germany have led to an expansion of energy crop cultivation in landscape, with silage maize as most valuable feedstock. The changes in the traditional cropping systems, with increasing shares of maize, raised concerns about the sustainability of agricultural feedstock production regarding threats to soil health. However, spatially explicit data about silage maize cultivation are missing; thus, implications for soil cannot be estimated in a precise way. With this study, we firstly aimed to track the fields cultivated with maize based on remote sensing data. Secondly, available soil data were target-specifically processed to determine the site-specific vulnerability of the soils for erosion and compaction. The generated, spatially-explicit data served as basis for a differentiated analysis of the development of the agricultural biogas sector, associated maize cultivation and its implications for soil health. In the study area, located in a low mountain range region in Western Germany, the number and capacity of biogas producing units increased by 25 installations and 10,163 kW from 2009 to 2016. The remote sensing-based classification approach showed that the maize cultivation area was expanded by 16% from 7305 to 8447 hectares. Thus, maize cultivation accounted for about 20% of the arable land use; however, with distinct local differences. Significant shares of about 30% of the maize cultivation was done on fields that show at least high potentials for soil erosion exceeding 25 t soil ha−1 a−1. Furthermore, about 10% of the maize cultivation was done on fields that pedogenetically show an elevated risk for soil compaction. In order to reach more sustainable cultivation systems of feedstock for anaerobic digestion, changes in cultivated crops and management strategies are urgently required, particularly against first signs of climate change. The presented approach can regionally be modified in order to develop site-adapted, sustainable bioenergy cropping systems.
Institutional and cultural determinants of speed of government responses during COVID-19 pandemic
(2021)
This article examines institutional and cultural determinants of the speed of government responses during the COVID-19 pandemic. We define the speed as the marginal rate of stringency index change. Based on cross-country data, we find that collectivism is associated with higher speed of government response. We also find a moderating role of trust in government, i.e., the association of individualism-collectivism on speed is stronger in countries with higher levels of trust in government. We do not find significant predictive power of democracy, media freedom and power distance on the speed of government responses.
Die vorliegende Arbeit untersucht erstmals systematisch die Intonation des Luxemburgischen, mit dem Ziel, ein Inventar der gängigsten Intonationskonturen sowie deren Funktion zu erstellen und damit Vergleiche mit Intonationssystemen anderer Sprachen zu ermöglichen. Datengrundlage für diese formale sowie funktionale Analyse bildet sowohl geskriptetes als auch ungeskriptetes Sprachmaterial von zwölf luxemburgischen Muttersprachlern in monologischer und dialogischer Form. Insgesamt können sechs verschiedene Konturen ermittelt werden, wobei vier davon in mehr als einer Funktion vorkommen. Auf diesem Ergebnis basierend werden die Unterschiede bzw. Ähnlichkeiten zu den Intonationssystemen der beiden weiteren Landessprachen in Luxemburg – Deutsch und Französisch – erarbeitet. Die kontrastive Analyse zeigt, dass sich beide Systeme substanziell von dem des Luxemburgischen unterscheiden, auch wenn die Unterschiede zum Deutschen aufgrund ähnlicherer prosodischer Strukturen leichter zu vergleichen und damit eindeutiger sind. In einem weiteren Schritt wird der Transfer luxemburgischer Strukturen in die beiden Fremdsprachen untersucht, um mögliche Interferenzen aufzeigen zu können. Die Ergebnisse zeigen, dass die Sprecher häufig muttersprachliche Konturen in die Fremdsprachen importieren.
This thesis contributes to the economic literature on India and specifically focuses on investment project (IP) location choice. I study three topics that naturally arise in sequence: geographic concentration of investment projects, the determinants of the location choices, and the impact these choices have on project success.
In Chapter 2, I provide the analysis of geographic concentration of IPs. I find that investments were concentrated over the period of observation (1996–2015), although the degree of concentration was decreasing. Additionally, I analyze different subsamples of the data set by ownership (Indian private, Indian public and foreign) and project status (completed or dropped). Foreign projects in all industries are more concentrated than private and public, while for the latter categories I identify only minor differences in concentration levels. Additionally, I find that the location patterns of completed and dropped investments are similar to that of the overall distribution and the distributions of their respective industries with completed IPs being somewhat more concentrated.
In Chapter 3, I study the determinants of project location choices with the focus on an important highway upgrade, the Golden Quadrilateral (GQ). In line with the existing literature, the GQ construction is connected to higher levels of investment in the affected non-nodal GQ districts in 2002–2016. I also provide suggestive evidence on changes in firm behavior after the GQ construction: Firms located in the non-nodal GQ districts became less likely to invest in their neighbor districts after the GQ completion compared to firms located in districts unaffected by the GQ construction.
Finally, in Chapter 4, I investigate the characteristics of IPs that may contribute to discontinuation of their implementation by comparing completed investments to dropped ones, defined as abandoned, shelved, and stalled investments as identified on the date of the data download. Controlling for local and business cycle conditions, as well as various investor and project characteristics, I show that projects located in close proximity to the investor offices (i.e., in the same district) are more likely to achieve the completion stage than more remote projects.