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Communication protocols enable information exchange between different information systems. If protocol descriptions for these systems are not available, they can be reverse-engineered for interoperability or security reasons. This master thesis describes the analysis of such a proprietary binary protocol, named the DVRIP or Dahua private protocol from Dahua Technology. The analysis contains the identification of the DVRIP protocol header format, security mechanisms and vulnerabilities inside the protocol implementation. With the revealing insights of the protocol, an increase of the overall security is achieved. This thesis builds the foundation for further targeted security analyses.
Annotated training data is essential for supervised learning methods. Human annotation is costly and laborsome especially if a dataset consists of hundreds of thousands of samples and annotators need to be hired. Crowdsourcing emerged as a solution that makes it easier to get access to large amounts of human annotators. Introducing paid external annotators however introduces malevolent annotations, both intentional and unintentional. Both forms of malevolent annotations have negative effects on further usage of the data and can be summarized as spam. This work explores different approaches to post-hoc detection of spamming users and which kinds of spam can be detected by them. A manual annotation checking process resulted in the creation of a small user spam dataset which is used in this thesis. Finally an outlook for future improvements of these approaches will be made.
The status quo of PROFINET, a commonly used industrial Ethernet standard, provides no inherent security in its communication protocols. In this thesis an approach for protecting real-time PROFINET RTC messages against spoofing, tampering and optionally information disclosure is specified and implemented into a real-world prototype setup. Therefor authenticated encryption is used, which relies on symmetric cipher schemes. In addition a procedure to update the used symmetric encryption key in a bumpless manner, e.g. without interrupting the real-time communication, is introduced and realized.
The concept for protecting the PROFINET RTC messages was developed in collaboration with a task group within the security working group of PROFINET International. The author of this thesis has also been part of that task group. This thesis contributes by proofing the practicability of the concept in a real-world prototype setup, which consists of three FPGA-based development boards that communicate with each other to showcase bumpless key updates.
To enable a bumpless key update without disturbing the deterministic real-time traffic by dedicated messages, the key update annunciation and status is embedded into the header. By provisioning two key slots, of which only one is in used, while the other is being prepared, a well-synchronized coordinated switch between the receiver and the sender performs the key update.
The developed prototype setup allows to test the concept and builds the foundation for further research and implementation activities, e.g. the impact of cryptographic operations onto the processing time.
In the field of network security, the detection of intrusions is an important task to prevent and analyse attacks.
In recent years, an increasing number of works have been published on this subject, which perform this detection based on machine learning techniques.
Thereby not only the well-studied detection of intrusions, but also the real-time capability must be considered.
This thesis addresses the real-time functionality of machine learning based network intrusion detection.
For this purpose we introduce the network feature generator library PyNetFlowGen, which is designed to allow real-time processing of network data.
This library generates 83 statistical features based on reassembled data flows.
The introduced performant Cython implementation allows processing individual packets within 4.58 microseconds.
Based on the generated features, machine learning models were examined with regard to their runtime and real-time capabilities.
The selected Decision-Tree-Classifier model created in Python was further optimised by transpiling it into C-Code, what reduced the prediction time of a single sample to 3.96 microseconds on average.
Based on the feature generator and the machine learning model, an basic IDS system was implemented, which allows a data throughput between 63.7 Mbit/s and 2.5 Gbit/s.
This seminar paper examines government measures to support export-oriented companies in Belgium. After a short overview of the Belgian economy and the impact of the Covid-19 crisis, the paper introduces the available government measures for exporters. In particular, the role of Credendo as a Belgian export-credit insurance company will be discussed, and its measures will be examined in more detail. In addition, federal measures of the Belgian government will be identified, and a summary of the most important regional measures will be provided. The entirety of government measures available to export-oriented companies will be reviewed and options for the future activities of export-oriented companies will be pointed out.
The COVID-19 pandemic has the global economy under control. This paper deals with the economic consequences in Germany and shows the measures taken by the German government to support especially small and medium-sized export companies. The structure of the German economy and foreign trade promotion are explained as a basis. After considering the government's support measures, an evaluation of country comparisons shows that there is still potential for further measures, especially in direct lending and debt moratorium. The analysis is based on quantitative data from surveys and qualitative results from interviews with relevant ministries and market participants as well as recent publications.
The coronavirus affects the strongly export-oriented Swiss economy in a situation where political and economic developments are already making the cross-border exchange of goods and services difficult. For this reason, the question arises of how Switzerland can maintain or strengthen its position in global competition in the export business during an unprecedented period of crisis such as the current one.
In order to find an answer to this question, this paper critically examines the existing government support measures for Swiss exporters in times of COVID-19. The fact that Switzerland has so far not taken any specific support measures for exporters raises the actual research question of whether there is a specific necessity and demand for a special export promotion. To answer this research question, various expert opinions are compared and overall conclusions are drawn. By rapidly introducing and adapting the already existing instruments – liquidity assistance and an expansion of short-time work benefits – the federal government was able to ensure the survival of many companies. According to the authors of this paper, this focus of government support in times of crisis is just right for a small national economy in the short term and therefore preferable to a specific support of exporters. Nevertheless, given the high relative importance of foreign trade for Switzerland’s overall economic performance, there can be no recovery of national economy without a recovery of foreign trade.
This paper gives an overview of the impact that the corona pandemic has on the export industry in Canada and analyzes the different Canadian government measures for exporters. In addition, the measures are subsequently evaluated in order to identify if the support measures can help Canadian exporters to overcome the crisis. The basis of this paper are semi-structured expert interviews with experts from the financial sector, scientific literature and studies. The results have shown that the COVID-19 pandemic has a major impact on Canada’s export economy and it’s GDP. Trade is only possible to a limited extent, as many borders are closed. The Canadian government reacted with an economic response plan to support Canadian individuals and businesses. This paper depicts and assesses the most eligible measures for export companies.
The aim of this essay is to analyse and evaluate the Italian government measures for exporters in response to COVID-19. The unexpected, rapid and hardly predictable consequences of the pandemic paralyzed the entire globe. For a long time, Italy was the epicentre of the virus, which caused severe damage in the Italian export economy dropping temporarily more than 40%. The Italian government reacted exemplary fast and took multiple countermeasures of high extent especially through the Italian export credit agency SACE. On the one hand, the internationally compared broad structure of SACE was a huge advantage, which allowed to release quickly numerous measures. On the other hand, there is room for improvement regarding the accessibility of measure-related information, which has been partially only available in Italian. Furthermore, there is a remarkable risk resulting from the combination of the high monetary effort to enable the numerous measures, the difficult financial situation of the Italian government and the unpredictability of the COVID-19 consequences.
This essay is about Estonia’s measures to help its exporters responding to COVID-19. The purpose is to analyse the companies’ need for help measures and the governmental objectives behind the measures and finally to analyse the possible effects. We used the two latest surveys dealing with the entrepreneurship situation and conducted two inter-views with governmental representatives exposing their objectives. The outcomes show that more than half of Estonian companies are asking for governmental help mainly as a consequence of a drop of demand. Limiting the increase of unemployment and bankrupt-cies as well as strengthening the economic recovery were identified as the main govern-mental objectives while restraining fiscal costs is a subordinated objective but becomes more important the more money will be spent. The help measures offered by KredEx are in line with these objectives. After the crisis the implications of the established measures should be analysed so that others can learn from the Estonian Government’s approach.