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- Fakultät I - Elektro- und Informationstechnik (21) (remove)
The research project "Herbar Digital" was started in 2007 with the aim to digitize 3.5 million dried plants on paper sheets belonging to the Botanic Museum Berlin in Germany. Frequently the collector of the plant is unknown, so a procedure had to be developed in order to determine the writer of the handwriting on the sheet. In the present work the static character was transformed into a dynamic form. This was done with the model of an inert ball which was rolled along the written character. During this off-line writer recognition, different mathematical procedures were used such as the reproduction of the write line of individual characters by Legendre polynomials. When only one character was used, a recognition rate of about 40% was obtained. By combining multiple characters, the recognition rate rose considerably and reached 98.7% with 13 characters and 93 writers (chosen randomly from the international IAM-database [3]). A global statistical approach using the whole handwritten text resulted in a similar recognition rate. By combining local and global methods, a recognition rate of 99.5% was achieved.
The methods developed in the research project "Herbar Digital" are to help plant taxonomists to master the great amount of material of about 3.5 million dried plants on paper sheets belonging to the Botanic Museum Berlin in Germany. Frequently the collector of the plant is unknown. So a procedure had to be developed in order to determine the writer of the handwriting on the sheet. In the present work the static character is transformed into a dynamic form. This is done with the model of an inert ball which is rolled through the written character. During this off-line writer recognition, different mathematical procedures are used such as the reproduction of the write line of individual characters by Legendre polynomials. When only one character is used, a recognition rate of about 40% is obtained. By combining multiple characters, the recognition rate rises considerably and reaches 98.7% with 13 characters and 93 writers (chosen randomly from the international IAM-database [3]). Another approach tries to identify the writer by handwritten words. The word is cut out and transformed into a 6-dimensional time series and compared e.g. by means of DTW-methods. A global statistical approach using the whole handwritten sentences results in a similar recognition rate of more than 98%. By combining the methods, a recognition rate of 99.5% is achieved.
Mit der Anwendung der Norm ISO 50001 und der einhergehenden Einführung eines Energiemanagementsystems (kurz EnMS) kann eine sukzessive Erhöhung der Energieeffizienz erreicht werden. Zur Umsetzung von Energie-Monitoring- oder Standby-Management-Funktionalitäten müssen Energiedaten in der Feldebene bereitgestellt werden und auf Edge-Devices oder SPSen mittels eines Energiemanagement-Programms ggf. im Datenformat angepasst, skaliert und auf eine etablierte Kommunikationsschnittstelle (z.B. basierend auf OPC UA- oder MQTT) abgebildet werden. Die Erstellung dieser Energiemanagement-Programme geht mit einem hohen Engineering-Aufwand einher, denn die Feldgeräte aus der heterogenen Feldebene stellen die Energiedaten nicht in einer standardisierten Semantik bereit. Um diesem Engineering-Aufwand entgegenzuwirken, wird ein Konzept für ein universelles Energiedateninformationsmodell (kurz UEDIM) vorgestellt. Dieses Konzept sieht die Bereitstellung der Energiedaten an das EnMS in einer semantisch standardisierten Form vor. Zur weiteren Entwicklung des UEDIM wird im Beitrag näher untersucht, in welcher Form Energiedaten in der Feldebene bereitgestellt werden können und welche Anforderungen für das UEDIM aufzustellen sind.
Big-Data-Datenplattformen werden immer beliebter, um große Datenmengen bei Bedarf analysieren zu können. Zu den fünf gängigsten Big-Data-Verarbeitungsframeworks gehören Apache Hadoop, Apache Storm, Apache Samza, Apache Spark, und Apache Flink. Zwar unterstützen alle fünf Plattformen die Verarbeitung großer Datenmengen, doch unterscheiden sich diese Frameworks in ihren Anwendungsbereichen und der zugrunde liegenden Architektur. Eine Reihe von Studien hat sich bereits mit dem Vergleich dieser Big-Data-Frameworks befasst, indem sie sie anhand eines bestimmten Leistungsindikators bewertet haben. Die IT-Sicherheit dieser Frameworks wurde dabei jedoch nicht betrachtet. In diesem Beitrag werden zunächst allgemeine Anforderungen und Anforderungen an die IT-Sicherheit der Datenplattformen definiert. Anschließend werden die Datenplattform-Konzepte unter Berücksichtigung der aufgestellten Anforderungen analysiert und gegenübergestellt.
In the area of manufacturing and process automation in industrial applications, technical energy management systems are mainly used to measure, collect, store, analyze and display energy data. In addition, PLC programs on the control level are required to obtain the energy data from the field level. If the measured data is available in a PLC as a raw value, it still has to be processed by the PLC, so that it can be passed on to the higher layers in a suitable format, e.g. via OPC UA. In plants with heterogeneous field device installations, a high engineering effort is required for the creation of corresponding PLC programs. This paper describes a concept for a code generator that can be used to reduce this engineering effort.
With the use of an energy management system in an industrial company according to ISO 50001, a step-by-step increase in energy efficiency can be achieved. The realization of energy monitoring and load management functions requires programs on edge devices or PLCs to acquire the data, adapt the data type or scale the values of the energy information. In addition, the energy information must be mapped to communication interfaces (e.g. based on OPC UA) in order to convey this energy information to the energy management application. The development of these energy management programs is associated with a high engineering effort, because the field devices from the heterogeneous field level do not provide the energy information in standardized semantics. To mitigate this engineering effort, a universal energy data information model (UEIM) is developed and presented in this paper.
Operators of production plants are increasingly emphasizing secure communication, including real-time communication, such as PROFINET, within their control systems. This trend is further advanced by standards like IEC 62443, which demand the protection of realtime communication in the field. PROFIBUS and PROFINET International (PI) is working on the specification of the security extensions for PROFINET (“PROFINET Security”), which shall fulfill the requirements of secure communication in the field.
This paper discusses the matter in three parts. First, the roles and responsibilities of the plant owner, the system integrator, and the component provider regarding security, and the basics of the IEC 62443 will be described. Second, a conceptual overview of PROFINET Security, as well as a status update about the PI specification work will be given. Third, the article will describe how PROFINET Security can contribute to the defense-in-depth approach, and what the expected operating environment is. We will evaluate how PROFINET Security contributes to fulfilling the IEC 62443-4-2 standard for automation components.
Two of the authors are members of the PI Working Group CB/PG10 Security.
Requirements for an energy data information model for a communication-independent device description
(2021)
With the help of an energy management system according to ISO 50001, industrial companies obtain the opportunities to reduce energy consumption and to increase plant efficiencies. In such a system, the communication of energy data has an important function. With the help of so-called energy profiles (e.g. PROFIenergy), energy data can be communicated between the field level and the higher levels via proven communication protocols (e.g. PROFINET). Due to the fact that in most cases several industrial protocols are used in an automation system, the problem is how to transfer energy data from one protocol to another with as less effort as possible. An energy data information model could overcome this problem and describe energy data in a uniform and semantically unambiguous way. Requirements for a unified energy data information model are presented in this paper.
PROFINET Security: A Look on Selected Concepts for Secure Communication in the Automation Domain
(2023)
We provide a brief overview of the cryptographic security extensions for PROFINET, as defined and specified by PROFIBUS & PROFINET International (PI). These come in three hierarchically defined Security Classes, called Security Class 1, 2 and 3. Security Class 1 provides basic security improvements with moderate implementation impact on PROFINET components. Security Classes 2 and 3, in contrast, introduce an integrated cryptographic protection of PROFINET communication. We first highlight and discuss the security features that the PROFINET specification offers for future PROFINET products. Then, as our main focus, we take a closer look at some of the technical challenges that were faced during the conceptualization and design of Security Class 2 and 3 features. In particular, we elaborate on how secure application relations between PROFINET components are established and how a disruption-free availability of a secure communication channel is guaranteed despite the need to refresh cryptographic keys regularly. The authors are members of the PI Working Group CB/PG10 Security.