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In the degradation of ammonia (NH4+) to gaseous nitrogen (N2), the nitrification is one of the two reaction steps. The nitrification itself is divided in two steps and is performed by two different types of bacteria. Current literature has shown that there are types of bacteria, which have the genetic equipment to perform both steps in one bacteria. Nevertheless, in wastewater and landfill leachate treatment, ammonia-oxidizing organisms (AOO) and nitrite-oxidizing organisms (NOO) occur as a symbiosis. The intermediate of the two consecutive reaction steps (NO2-, nitrite) is toxic. For this reason, both steps are necessary for the two bacterial groups. To determine the ratio of AOO, NOO and heterotrophic bacteria (which use organic compounds as carbon and energy source) the oxygen uptake rate (OUR) with selective inhibition with N-allylthiourea (ATU) and azide is used. In the inflow of a pilot plant in one street a step by step increased amount of a process water out of a fermentation plant was added to the landfill leachate. For comparison, the other street was supplied only with landfill leachate with the same amount of nitrogen. As a result, comparable values for the different bacterial groups and reproducible results were measured and lead to a better understanding of the analysed nitrification sludge. Deeper understanding of the behavior of the different groups will result in a reduce risk of malfunctions and a more stable operation in the wastewater or landfill leachate treatment plant.
The whole site of the waste disposal centre Leppe in Lindlar has been modified by the project :metabolon into an authentic learning site for knowledge transfer. Addressing all age groups, the project offers insights into environmental knowledge and explains contexts of resources and material flows. The site conditions allow practical outlooks on future energy systems. Following the meta theme of “lifetime learning”, pupils and students are addressed by different modules, considering their individual learning levels.
Aerobic microbial cultivations are industrially important group of processes and pose challenges for the reactor design. In particular, estimation of industrial scale conditions is difficult from laboratory and pilot scale data. Due to complex interaction of gas/liquid phase hydrodynamics, mass transfer parameters and microbial metabolism, both improvement of modelling tools and reactor design are desired. We present an approach to estimate growth conditions in industrial scale reactor by combining black-box metabolic models with CFD-model.
The reactor type used here is Outotec OKTOP9000®, which is used in the industrial hydrometallurgical processes at 900 m3 scale. It is adopted to a laboratory setting and compared to stirred tank reactor (STR) in gas dispersion, mass transfer and yeast cultivation experiments. In addition, a kinetic model for the yeast growth is developed based on literature sources and validated by the laboratory scale batch cultivations. This kinetic model is used along with CFD-model that is developed to describe the flow and mass transfer conditions in the industrial scale reactor.
The laboratory scale experiments show the feasibility of OKTOP9000® reactor when compared to STR, particularly with improved gas handling capacity. The modelling approach shows qualitatively similar behavior in the large scale simulations when compared to laboratory scale cultivations.
Before transporting the landfill leachate to municipal wastewater treatment plant it has to be treated in a landfill leachate treatment plant, as it comprises high concentrations of ammonium. The elimination of ammonium load in the leachate is usually done by the combined processes of nitrification and denitrification with a specially adapted biocenosis in the activated sludge (AS). For each of the steps, specialized bacteria such as Nitrosomonas, Nitrobacter and Paracoccus are used to transfer the ammonia to gaseous nitrogen. The aim of this investigation was to find suitable process parameters for a complementary treatment of fermentation water from a biogas plant together with landfill leachate. The processed water of the biogas plant consists of a higher concentration of ammonium and carbon sources or easily degradable volatile fatty acids. It can save the usage of external carbon source (acetic acid) and additionally it could also compensate the missing volumes of leachate in times of low rain and low leachate flows. To maintain the high workload for the existing leachate treatment pilot plant (LTPP), a combined treatment of landfill leachate and process water is also of economic and of ecological interest. The long-term adaption process of the biocenosis needs to be done step-by-step. Innovative process monitoring is needed to prevent biocenosis collapse. In our study, we present our set-up, a closer look at the ongoing experiment and the long-term changes in the biocenosis.
Pseudozyma antarctica Lipase B catalyzed esterification and transesterification in deep eutectic solvents (DES) was investigated in reaction systems with alcohols of different polarity. Coconut oil and crude biodiesel were deacidified successfully with non-immobilized CALBL and final acid values of 1.2 for biodiesel and 0.5 for coconut oil were obtained, while no esterification with ethanol was observed without DES. Water depletion of the lipid phase in the presence of water adsorbing DES causes this difference. Analysis of water contents revealed a 10 fold lower water content of the lipid phase in the presence of a second DES phase than in trials without utilization of DES. In contrast reactions of hydrophilic polyols are suppressed in the presence of DES. While the esterification of fructose and the transesterification with glycerol worked well in the polar solvent 2-methyl-2-butanol, almost no fructose esterification and a decreased transesterification with glycerol were observed in the presence of DES. Analysis of logP values of the substrates explains the substrate dependent differences in reactivity. The polar alcohols are probably bound strongly in the hydrogen-bonding network of the DES phase and are thus not available for lipase catalyzed reactions.
Modern industrial biomass combustion plants are regulated by the power and/or combustion control. In this process, the implemented sensors collect the relevant measured data. The aim is to achieve ideal combustion with optimum efficiency and to minimize gas emissions. For this purpose, a group within the research project Metabolon developed new regulatory procedures in order to record the combustion process of a biomass combustion plant using a webcam. The recordings were evaluated automatically and were used for a better monitoring of the process. In addition, the webcam-based method aims, among other things, to provide private homes with a cost-effective variant as an alternative to industrial system solutions.
In the last few decades raw material molasses, used in large scale fermentations in the production of bioethanol, citric acid, (baker´s) yeast and yeast extracts, has become more and more expensive. That is why agro-industrial wastes have become an interesting alternative. They are being produced in large volumes every day and represent a serious environmental problem considering its high organic content. The present contribution aims to demonstrate how waste products of wine production can be employed as substrate in bioethanol production. Cultivation of yeast and bioethanol production on molasses and grape pomace extract was studied in flasks in laboratory scale. This work should be regarded as an example of integrated sustainability which demonstrates how the waste from one industrial process is used as feedstock for another.
Virtual Reality (VR), Augmented Reality (AR) und Mixed Reality (MR) stoßen als innovative Technologien inzwischen auf breites öffentliches Interesse. Unter dem neuen Oberbegriff Cross Reality (XR) erreichen Anwendungen von VR, AR als auch MR dabei zusehends eine größere Zielgruppe – sowohl im B2B als auch im B2C-Segment. XR-Technologie ist nicht mehr nur Spezialisten vorbehalten, sondern hält Einzug in Industrie, Kreation und Entertainment: mit 360-Grad-Videos und VR-Games, beim Produktdesign, als Hilfe bei Orientierung im Raum, für Trainingssimulationen und virtuelle Konferenzen. Die Struktur und Entwicklung dieser noch jungen, sich dynamisch entwickelnden Branche untersucht diese Studie. Die XR-Branche in NRW besteht aus 134 Akteuren. Die meisten Unternehmen haben Ihren Sitz in Köln und die wichtigsten Zielbranchen sind Medien/Information/Kommunikation und das Verarbeitende Gewerbe. In der Branche herrscht eine positive Stimmung und eine schnelle Internetverbindung sowie die Verfügbarkeit von technischen Mitarbeitern sind die wichtigsten Standortfaktoren.
Die Funktionsfähigkeit der öffentlichen Verwaltung ist auch und gerade bei einem Ausfall oder einer Beeinträchtigung Kritischer Infrastrukturen notwendig für die Aufrechterhaltung der Gesellschaft und des Staates. Ausgehend von dieser These wird zwischen Dezember 2018 und Februar 2019 eine Umfrage in den Landkreisen, Städten und Gemeinden des Regierungsbezirks Stuttgart durchgeführt. In ihr wird der Vorbereitungsgrad der öffentlichen Verwaltung hinsichtlich einer Versorgungsmangellage erfasst. Dabei wird ausschließlich die Versorgung des Personals innerhalb der Verwaltungseinrichtung betrachtet. Es wird untersucht, ob Vorsorgemaßnahmen für die Bereiche Trinkwasser, Nahrungsmittel, beheizte und beleuchte Räumlichkeiten, Sanitäranlagen, Ruhe- und Schlafmöglichkeit sowie Bargeld für die Gehälter der Mitarbeitenden getroffen sind. Als Vorsorgemaßnahmen werden generelle Planungen, Vorräte und Rahmenverträge mit Privatunternehmen betrachtet. Die Antworten werden von den Umfrageteilnehmenden hinsichtlich ihrer zeitlichen Auslegung eingeordnet. Zusätzlich werden die Teilnehmenden zu Planungsgrundlagen, Verbesserungspotenzial und einer Einschätzung der eigenen Vorbereitungen befragt. Diese Bachelorarbeit wertet die Umfrageergebnisse aus. Die Antworten zeigen, dass rund die Hälfte der Befragten eine Notstromversorgung besitzt und rund jede fünfte Einrichtung Planungen für die Trinkwasserversorgung der Mitarbeitenden vorhält. Darüber hinaus sind Vorbereitungen zur Versorgung des Personals nur vereinzelt vorhanden. Spezifische Vorräte für einen Ausfall der Versorgungsleistungen sind nur bei wenigen Befragten in geringem Maße vorhanden. Dennoch zeigt sich durch Alltagsvorhaltungen eine Latenzzeit bis zum Funktionsausfall. Rahmenverträge zur redundanten Sicherstellung der Versorgung sind nur selten abgeschlossen. Die Befragten geben an, dass sie für die Bearbeitung der Thematik Bedarf an weiteren Hilfestellungen haben. Die bekannten Schutzniveaus 72 Stunden (Notstromversorgung) und 14 Tage (Notvorräte der Bevölkerung) sind nicht oder nur sehr bedingt auf den Sektor Staat und Verwaltung zu übertragen. In der Auswertung der Ergebnisse werden drei Möglichkeiten identifiziert, um den Vorbereitungsgrad zu optimieren: Die Erhöhung der Vorhaltungen, das Optimieren der Planungen und das Abschließen von Rahmenverträgen. Darüber hinaus sind langfristig und einrichtungsunabhängig die derzeitigen Zuständigkeiten zu prüfen, einheitliche Schutzniveaus zu etablieren sowie eine gesellschaftliche und politische Kommunikationskultur hinsichtlich der Risiken eines Ausfalls oder einer Beeinträchtigung Kritischer Infrastrukturen aufzubauen.
Die vorliegende Arbeit beschäftigt sich im übergeordneten Kontext mit den Bounding Volume Hierarchies zur Veinfachung des Intersection Testings beim Raytracing. Die derzeitige Problematik besteht vor allem in der immer noch zu optimierenden Laufzeit. Dementsprechend wird trotz der bereits bestehenden Beschleunigungsdatenstrukturen wie unter anderem der Bounding Volume Hierarchy versucht, effizientere Strukturen oder Erstellungsprozeduren zu entwickeln. Für die Bounding Volume Hierarchy bedeutet dies, dass vor allem hinsichtlich verschiedener Splitting-Methoden und Möglichkeiten für die Baumoptimierung geforscht wird. Explizit wird daher innerhalb dieser Arbeit untersucht, wie die Bounding Volume Hierarchy durch die Verwendung der Hauptkomponentenanalyse bei der Erstellung optimiert werden kann und wie effizient der daraus resultierende Ansatz gegenüber der klassischen Bounding Volume Hierarchy sowie deren Splitting-Methoden ist. Eine Evaluation anhand 12 verschiedener Szenen zeigte, dass der vorliegende Ansatz unter Verwendung der SAH-Methode wie auch mit der Middle-Methode 17.70% respektive 13.14% geringere Renderlaufzeiten als der distanzbasierte Ansatz aufweist. Des Weiteren konnte mittels der kombinierten Verwendung aus klassischer SAH-Methode und PCA-basierter SAH-Methode eine weitere Verbesserung um 6.65% gegenüber der SAH-Methode der PCA-BVH erreicht werden.
Aufgrund ihrer aktuellen Bedeutung im Zusammenhang des Internet of Things werden in der vorliegenden Arbeit Time Series Databases und Event Stores miteinander vergli-chen. Ziel ist, die Gemeinsamkeiten und Unterschiede der beiden Arten von Datenbank Management Systemen herauszustellen.
Der erste, theoretische Teil des Vergleichs erfolgt anhand der funktionalen Kriterien Speichersystem, Performance und Funktionen sowie der nicht-funktionalen Kriterien Usability und Support. Im zweiten Teil des Vergleichs wird anhand eines konkreten An-wendungsfalls untersucht, ob sich Time Series Databases und Event Stores gleicher-maßen für die Speicherung und in einem zweiten Schritt für die Abfrage von Zeitreihen-daten eignen.
Zumal der theoretische Vergleich Unterschiede zwischen einzelnen Time Series Data-bases und Event Stores in Bezug auf die betrachteten Kriterien erkennen lässt, wird für den praktischen Vergleich unter Berücksichtigung der im konkreten Anwendungsfall gegebenen Anforderungen nur die am besten geeignetste Time Series Database (In-fluxDB) und der am besten geeignetste Event Store (Event Store) ausgewählt. Der prak-tische Vergleich zeigt, dass die Zeitreihendaten im konkreten Anwendungsfall zwar in beiden Arten von Datenbank Management Systemen gespeichert werden können, die Nutzung der auf Zeitreihendaten spezialisierten Time Series Database InfluxDB jedoch offensichtliche Vorteile gegenüber dem Event Store aufweist.
The southeast of Córdoba province used to be originally covered by hundreds of wetlands that got heavily modified or drained in the last few decades. Since wetlands provide various important ecosystem services (ESS) for human well-being, their degradation created several problems in La Picasa basin, among which floods are the most obvious one. The wise use of wetlands is increasingly acknowledged to be part of nature-based solution approaches reducing disaster risk. However, in the study area these approaches remain a relatively new concept to decision makers and the lack of knowledge on their effectiveness and implementation process poses a serious barrier to their adoption.
To overcome this obstacle, this dissertation applies an ESS perspective on the current problems of La Picasa basin and sets it in a context of socio-ecological system (SES) theory. A comprehensive analysis of (1) the role wetlands have played in the historic development of the SES, (2) important stakeholder dynamics that create opportunities or restrictions for the conservation of wetlands and (3) possible management approaches to inverse negative ESS trade-offs and feedback loops, was performed.
Results demonstrate that the current problems of floods have both natural and anthropogenic causes. In this regard, wetlands hold a vital role in the complex historic interactions between the social and ecological drivers of changes in the water balance. Although a social network between stakeholders exists, several conflicts prevent a proper functioning of a basin-wide integrated management concept based on wetland restoration. Nature-based solution approaches, putting wetlands in the center of attention of future management strategies, were found to hold a high potential to reduce the risk of floods and, as a side-effect boost biodiversity and habitat quality in the study area.
In the Mesoamerican forest Selva Maya, multiple driving forces create an imbalance in the sensitive human-nature relation and demand for innovative management strategies for its re-establishment. Within the Guatemalan Maya Biosphere Reserve (MBR), core areas are under strict protective legislation and agricultural activity is permitted only within a bordering buffer zone (BZ), which covers great part of the Guatemalan department Petén. Here, the implementation of agroecological practices by multiple stakeholders aims at tackling the principle driving forces of environmental degradation and thus at reducing the pressure on Central America’s largest tropical forest area. Since 2011, the Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) has assisted local stakeholders by carrying out the project “Conservation and sustainable use of the Selva Maya”. This project has offered technical support, cooperated with national institutions, and assisted multiple target groups to nudge agroecological transitions at the household and community level. As the establishment of agroecological systems face main obstacles stemming from the socio-ecological setting of the respective area, the following work presents a context specific analysis for the adaption of established strategies in the MBR BZ. Therefore, it raises the following research questions: What are the current properties of the socio-ecological system that describes the BZ? How has the GIZ’s project nudged and guided agroecological transitions? Which factors have favored or limited the turn to agroecological farming? And finally: Which recommendations derive for the navigation of agroecological transitions? The overall research approach is orientated on the framework of ecosystem stewardship1 and incorporates elements of system theory and resilience science. The framework has been adapted by combining two approaches on different management levels. The social-ecological system approach2 is used to describe the socio-ecological system of the BZ, while the evaluation of the pilot groups‘ AESs follows the Mexican MESMIS3 approach for sustainability assessments. By the integration of both approaches, it is revealed that the socio-economic context impedes or hinders the implementation of agroecological strategies for the majority of farmers. The application of the MESMIS framework has revealed that the installed monitoring mechanism is dysfunctional. Findings further indicate that there is potential for transitions of individual AESs, but they demand investments and support with the current circumstances of reducing farmers’ vulnerability. The rapidly decreasing social and environmental conditions for family farmers in the BZ are most likely not addressed by solutions that the agroecological approach tackles. Recommendations for the immediate improvement of the strategy include adjustments of the project’s proceedings as well as fundamental changes in conservation paradigm and governance to maintain the necessary functionality of the socio-ecological system.
The ‘Energy Crisis’ has become the talk of the town in pretty much every developing and lower developing countries in today’s world. It is characterized by a state where the country’s locally available energy resources are being depleted and it is dependent on imported fuel. The problem is considered as although not parallel, but a descendant of the food crisis in terms of the seriousness of the problems in developing nations essentially in Sub-Saharan Africa (SSA). Ethiopia is one such country which nevertheless going through a rapid scale of development (nearly 11 % annual growth rate as of 2017 according to the World Bank) and also is endowed with an enormous amount of natural resources such as hydro, wind, solar, geothermal energy potential. The Ethiopian power sector is heavily dependent on the country’s hydropower resources. However, it needs to diversify its energy sector and integrate new and other renewable energy sources because, in the longer term, its extreme hydropower dependence may put its power sector vulnerable to natural risks like droughts which are very likely scenarios due to the climate change. Since the lack of access to modern forms of energy services left no choice for the Ethiopians than to continue their traditional biomass use, and it results in unsustainable environmental harm with deforestation, soil erosion, and many others. To address this issue, Ethiopia is taking necessary steps towards climate-friendly industrialization of the economy.
In order to understand this transition, a socio-technical analysis of Ethiopian ambitious transformation from an agrarian society to a climate resilient green society has been presented in this paper. An analytical framework will be formulated as a prerequisite for the study by introducing the theory of Multilevel Perspective (MLP). This theory enables the understanding of three different levels of socio-technical environment namely niches, regime, and landscape in which the respective actors interact with each other to facilitate the process of transition. As a part of laying the groundwork, this thorough analysis constitutes all the country’s energy-related activities and associated energy demands, conversion technologies, current fuel mix, primary energy resources, and energy policies in the Ethiopian energy system. The LEAP analysis results from Mr. Md Alam Mondal and group are summarized to obtain an understanding of the country’s total energy demand scenarios.
Consequently, the actors from each socio-technical level have been identified in the context of Ethiopia and their dynamics of interaction have been explained in order to understand the process of energy system transition of Ethiopia in the direction of diversification of its energy system and hence result in the expansion of new renewable energy sector. Most importantly the assessment suggests that the transition process is majorly driven by top-down forces and intra-level reconfiguration of regime actors. There are no bottom-up forces acting as only a little research and development work takes place in the country to develop new radical changes/technological niches. A developing country like Ethiopia has undoubtedly a bright future ahead with all systems in place and the nature-gifted natural resource potential. The ambitious goals set by the country and the international help from developed allies are definitely working in tandem to ensure their accomplishment. With its guiding vision towards development and the global climate change movement, Ethiopia surely has the potential to lead by example.
La Picasa basin, an interjurisdictional endorreic basin of 5282 km2 located in the “Central Pampa” in Argentina, has suffered repeated flooding caused by an increasing water level of La Picasa lagoon, affecting livelihoods, infrastructure, transportation and agriculture. Although water infrastructure has been built to regulate water excesses, it has not been effective in reducing the flood risk.
To improve the knowledge of the hydrological system, the master’s thesis aimed to develop a water balance model of La Picasa lagoon at a monthly time step between the hydrological years 2007/2008 and 2016/2017. Specifically, the objectives were to identify and quantify the most important components and processes determining its water level, area and volume and to propose hypothetical simulation scenarios based on different pumping operation schemes.
The description of the conceptual model and implementation of a sensitivity analysis allowed to identify the inflow and outflow components of the water balance and quantify their relative contributions, namely precipitation, water discharge from channels, surface runoff from surrounding sub-basins of the lagoon, evaporation and pumping. The performance tests applied to the model during the calibration and validation showed a very good performance. Additionally, two simulation scenarios were proposed, namely potential pumping and adjusted pumping, which reflected different trajectories of the water balance.
The master’s thesis concluded that precipitation and evaporation were the most determinant inflow and outflow components in the water balance of La Picasa lagoon respectively. However, the flooding event in 2016/2017 was caused by a simultaneous reduction of net evaporation and an increase in water discharge, surface runoff and intermittent pumping. The simulation scenarios suggested that an optimal operation of the pumping stations could have been effective to increase the storage capacity of the lagoon. However, during longer humid periods, it might not be enough to outweigh additional inflows.
Die Nutzung von Online-Videos nimmt immer weiter zu und eröffnet neuen Akteuren den Eintritt in diesen, sich entwickelnden Markt. Mediencluster können diesen Trend nutzen, indem sie versuchen, einige dieser neuen Akteure anzuziehen. Gleichwohl ist die Standortentscheidung von Online-Video-Produzenten bisher kaum untersucht. Um mögliche Webvideo-Cluster zu identifizieren, die Struktur der Branche zu untersuchen und Faktoren für die Standortentscheidung aufzudecken, wurden 2.130 Webvideo-Unternehmen, die deutsch- oder englischsprachige Videos auf YouTube, Facebook, Instagram oder Twitch in Deutschland distribuieren, erfasst und befragt. Die meisten Webvideo-Unternehmen haben ihren Sitz in Berlin, Köln, Hamburg oder München. 60 Prozent der Unternehmen agieren als Einzelunternehmer/in (bzw. als Privatperson) und ein Großteil arbeitet kostendeckend bzw. mit einem Gewinnüberschuss. Die räumliche Nähe zur Kreativ- und Medienwirtschaft und die Verfügbarkeit medientechnischer Mitarbeiter am Standort sowie ein urbanes Umfeld und eine gute Infrastruktur sind die wichtigsten Standortfaktoren für die Webvideo-Unternehmen.
Das Ziel der vorliegenden Bachelorarbeit war es, Technologietrends von Enterprise-Resource-Planning (ERP) Systemen zu definieren und anhand eines modernen Produktes vorzustellen. Ein ERP-System unterstützt Unternehmen in der Organisation und Durchführung von sämtlichen Geschäftsprozessen. Zur Untersuchung der wünschenswerten Eigenschaften eines ERP-Systems wurden anhand von Literaturarbeit Anforderungen definiert. Dabei wurde deutlich, dass die Verarbeitung von sämtlichen Geschäftsdaten in Echtzeit einen hohen Stellenwert hat. Hierfür bietet das ERP-System S/4HANA mit verschieden Technologien eine Lösung auf dem Datenbanksystem an. So zeigt ein direkter Performancevergleich zwischen den Datenbanksystemen von S/4HANA und einem aktuellen Konkurrenzprodukt, dass das Verarbeiten von großen Datenmengen in kürzester Zeit möglich ist. Diese Arbeit ist an Fachkreise der Wirtschaftsinformatik und Personengruppen mit Interesse an ERP und Datenbanken Systemen gerichtet.
In dieser Arbeit wurde eine Machbarkeitsstudie zur Speicherung von Wasserstoff in Liquid organic hydrogen carriers (LOHCs) anhand eines gewählten Stoffsystems, Dibenzyltoluen, durchgeführt. Die Arbeit umfasst Bilanzierungen und Auslegungen für eine reversible Hydrierung und Dehydrierung in zwei getrennten Anlagen. Eine class 4-Kostenschätzung bildet die Grundlage für eine Wirtschaftlichkeitsberechnung. So konnten die Technologieziele hinsichtlich der Speicherfähigkeiten nicht realisiert werden. Dennoch zeigen die ermittelten Produktionskosten die Wettbewerbsfähigkeit dieses Ansatzes.
Kontakt: Fabian.Piehl@outlook.com
REST became the go to approach when it comes to large scale distributed systems on, or outside the World Wide Web. This paper aims to give a brief overview of what REST is and what its main draws and benefits are. Secondly, I will showcase the implementation of REST using HTTP and why this approach became as popular as it is today. Based on my research I concluded that REST’s advantages in scalability, coupling, performance and its seamless integration with HTTP enabled it to rightfully overtake classic RPC based approaches.
Risk-based authentication (RBA) is an adaptive security measure to strengthen password-based authentication. RBA monitors additional implicit features during password entry such as device or geolocation information, and requests additional authentication factors if a certain risk level is detected. RBA is recommended by the NIST digital identity guidelines, is used by several large online services, and offers protection against security risks such as password database leaks, credential stuffing, insecure passwords and large-scale guessing attacks. Despite its relevance, the procedures used by RBA-instrumented online services are currently not disclosed. Consequently, there is little scientific research about RBA, slowing down progress and deeper understanding, making it harder for end users to understand the security provided by the services they use and trust, and hindering the widespread adoption of RBA.
In this paper, with a series of studies on eight popular online services, we (i) analyze which features and combinations/classifiers are used and are useful in practical instances, (ii) develop a framework and a methodology to measure RBA in the wild, and (iii) survey and discuss the differences in the user interface for RBA. Following this, our work provides a first deeper understanding of practical RBA deployments and helps fostering further research in this direction.