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The aim of this work is the development of artificial intelligence (AI) application to support the recruiting process that elevates the domain of human resource management by advancing its capabilities and effectiveness. This affects recruiting processes and includes solutions for active sourcing, i.e. active recruitment, pre-sorting, evaluating structured video interviews and discovering internal training potential. This work highlights four novel approaches to ethical machine learning. The first is precise machine learning for ethically relevant properties in image recognition, which focuses on accurately detecting and analysing these properties. The second is the detection of bias in training data, allowing for the identification and removal of distortions that could skew results. The third is minimising bias, which involves actively working to reduce bias in machine learning models. Finally, an unsupervised architecture is introduced that can learn fair results even without ground truth data. Together, these approaches represent important steps forward in creating ethical and unbiased machine learning systems.
In this work, a comparison between different brushless harmonic-excited wound-rotor synchronous machines is performed. The general idea of all topologies is the elimination of the slip rings and auxiliary windings by using the already existing stator and rotor winding for field excitation. This is achieved by injecting a harmonic airgap field with the help of power electronics. This harmonic field does not interact with the fundamental field, it just transfers the excitation power across the airgap. Alternative methods with varying number of phases, different pole-pair combinations, and winding layouts are covered and compared with a detailed Finite-Element-parameterized model. Parasitic effects due to saturation and coupling between the harmonic and main windings are considered.
The increase in distributed energy generation, such as photovoltaic systems (PV) or combined heat and power plants (CHP), poses new challenges to almost every distribution network operator (DNO). In the low-voltage (LV) grids, where installed PV capacity approaches the magnitude of household load, reverse power flow occurs at the secondary substa-tions. High PV penetration leads to voltage rise, flicker and loading problems. These problems have been addressed by the application of various techniques amongst which is the deployment of step voltage regulators (SVR). SVR can solve the voltage problem, but do not prevent or reduce reverse power flows. Therefore, the application of SVR in low voltage grids can result in significant power losses upstream. In this paper we present part of a research project investi-gating the application of remote-controlled cable cabinets (CC) with metering units in a low-voltage network as a possible alternative for SVR. A new generation of custom-made remote-control cable cabinets has been deployed and dynamic network reconfigurations (NR) have been realized with the following objectives: (i) reduction of reverse power flow through the secondary substation to the upstream network and therefore a reduction of upstream losses, (ii) reduction of the voltage rise caused by distributed energy resources and (iii) load balancing in the low-voltage grid. Secondary objec-tives are to improve the DNO's insight into the state of the network and to provide further information on future smart grid integration.
In der Mikroelektronik werden Chips häufig in Mold-Gehäusen verpackt. Die elektrischen Verbindungen vom Chip zu den Anschlussbeinchen des Gehäuses werden mit Bonddrähten realisiert. Für die Berechnung der Gleichgewichtstemperatur in einem Bonddraht bei konstantem Strom sowie von Temperaturverläufen bei transienten Strömen ist die herkömmliche FEM-Methode langsam und unhandlich. Daher wurde der Bondrechner entwickelt, der ein zylindersymmetrisches Ersatz-Modell für das Package in geeigneten mathematischen Gleichungen abbildet.
Im Gegensatz zum Bondrechner der ersten Generation [1], der auf den Gleichungen von [2] basiert, bietet ein neuer mathematischer Ansatz die Möglichkeit, eine endliche effektive Package-Größe, sowie einen endlichen Wärmeübergang zwischen Bonddraht und Mold-Masse zu berücksichtigen. Ebenso wurde die Berechnung der Interaktion von mehreren benachbarten Drähten verfeinert. Die Berechnung von beliebigen transienten Pulsformen mittlerer Länge wurde ebenfalls verbessert. Eine quadratische Komponente in der Temperaturabhängigkeit des spezifischen Widerstandes des Drahtmaterials kann jetzt ebenfalls berücksichtigt werden.
Die Ergebnisse wurden erfolgreich mit FEM-Berechnungen verglichen und die Geschwindigkeit der Berechnung ist um Größenordnungen schneller als mit kommerziellen FEM-Programmen.
Electromigration (EM) is becoming a progressively severe reliability challenge due to increased interconnect current densities. A shift from traditional (post-layout) EM verification to robust (pro-active) EM aware design - where the circuit layout is designed with individual EM-robust solutions - is urgently needed. This tutorial will give an overview of EM and its effects on the reliability of present and future integrated circuits (ICs). We introduce the physical EM process and present its specific characteristics that can be affected during physical design. Examples of EM countermeasures which are applied in today’s commercial design flows are presented. We show how to improve the EM-robustness of metallization patterns and we also consider mission proiles to obtain application-oriented current density limits. The increasing interaction of EM with thermal migration is investigated as well. We conclude with a discussion of application examples to shift from the current post layout EM verification towards an EM aware physical design process. Its methodologies, such as EM-aware routing, increase the EM-robustness of the layout with the overall goal of reducing the negative impact of EM on the circuit’s reliability.
Electronic design automation approaches can roughly be divided into optimizers and procedures. While the former have enabled highly automated synthesis flows for digital integrated circuits, the latter play a vital (but mostly underestimated role) in the analog domain. This paper describes both automation strategies in comparison, identifying two fundamentally different automation paradigms that reflect the two basic design practices known as “top-down” and “bottom-up”. Then, with a focus on the latter, the history of procedural approaches is traced from their
early beginnings until today’s evolvements and future prospects to underline their practical importance and to accentuate their scientific value, both in itself and in the overall context of EDA.
Most Question-answering (QA) systems rely on training data to reach their optimal performance. However, acquiring training data for supervised systems is both time-consuming and resource-intensive. To address this, in this paper, we propose TFCSG, an unsupervised similar question retrieval approach that leverages pre-trained language models and multi-task learning. Firstly, topic keywords in question sentences are extracted sequentially based on a latent topic-filtering algorithm to construct unsupervised training corpus data. Then, the multi-task learning method is used to build the question retrieval model. There are three tasks designed. The first is a short sentence contrastive learning task. The second is the question sentence and its corresponding topic sequence similarity judgment task. The third is using question sentences to generate their corresponding topic sequence task. The three tasks are used to train the language model in parallel. Finally, similar questions are obtained by calculating the cosine similarity between sentence vectors. The comparison experiment on public question datasets that TFCSG outperforms the comparative unsupervised baseline method. And there is no need for manual marking, which greatly saves human resources.
3D assisted 2D face recognition involves the process of reconstructing 3D faces from 2D images and solving the problem of face recognition in 3D. To facilitate the use of deep neural networks, a 3D face, normally represented as a 3D mesh of vertices and its corresponding surface texture, is remapped to image-like square isomaps by a conformal mapping. Based on previous work, we assume that face recognition benefits more from texture. In this work, we focus on the surface texture and its discriminatory information content for recognition purposes. Our approach is to prepare a 3D mesh, the corresponding surface texture and the original 2D image as triple input for the recognition network, to show that 3D data is useful for face recognition. Texture enhancement methods to control the texture fusion process are introduced and we adapt data augmentation methods. Our results show that texture-map-based face recognition can not only compete with state-of-the-art systems under the same precon ditions but also outperforms standard 2D methods from recent years.
Virtual prototyping of integrated mixed-signal smart-sensor systems requires high-performance co-simulation of analog frontend circuitry with complex digital controller hardware and embedded real-time software. We use SystemC/TLM 2.0 in combination with a cycle-count accurate temporal decoupling approach to simulate digital components and firmware code execution at high speed while preserving clock cycle accuracy and, thus, real-time behavior at time quantum boundaries. Optimal time quanta ensuring real-time capability can be calculated and set automatically during simulation if the simulation engine has access to exact timing information about upcoming communication events. These methods fail in case of non-deterministic, asynchronous events resulting in a possibly invalid simulation result. In this paper, we propose an extension of this method to the case of asynchronous events generated by blackbox sources from which a-priori event timing information is not available, such as coupled analog simulators or hardware in the loop. Additional event processing latency and/or rollback effort caused by temporal decoupling is minimized by calculating optimal time quanta dynamically in a SystemC model using a linear prediction scheme. For an example smart-sensor system model, we show that quasi- periodic events that trigger activities in temporally decoupled processes are handled accurately after the predictor has settled.
When a bonding wire becomes too hot, it fuses and fails. The ohmic heat that is generated in the wire can be partially dissipated to a mold package. For this cooling effect the thermal contact between wire and package is an important parameter. Because this parameter can degrade over lifetime, the fusing of a bonding wire can also occur as a long-term effect. Another important factor is the thermal power generated in the vicinity of the bond pads. Nowadays, the reliability of bond wires relies on robust dimensioning based on estimations. Smaller package sizes increase the need for better predictive methods.
The Bond Calculator, a new thermo-electrical simulation tool, is able to predict the temperature profiles along bond wires of arbitrary dimensions in dependence on the applied arbitrary transient current profile, the mold surrounding the wire, and the thermal contact between wire and mold.
In this paper we closely investigated the spatial temperature profiles along different bond wires in air in order to make a first step towards the experimental verification of the simulation model. We are using infrared microscopy in order to measure the thermal radiation generated along the bond wire. This is easier to perform quantitatively in air than in the mold package, because of the non-negligible absorbance of the mold material in the infrared wavelength region.
In recent years, significant progress was made on switched-capacitor DCDC converters as they enable fully integrated on chip power management. New converter topologies overcame the fixed input-to-output voltage limitation and achieved high efficiency at high power densities. SC converters are attractive to not only mobile handheld devices with small input and output voltages, but also for power conversion in IoTs, industrial and automotive applications, etc. Such applications need to be capable of handling high input voltages of more than 10V. This talk highlights the challenges of the required supporting circuits and high voltage techniques, which arise for high Vin SC converters. It includes level shifters, charge pumps and back-to-back switches. High Vin conversion is demonstrated in a 4:1 SC DCDC converter with an input voltage as high as 17V with a peak efficiency of 45 %, and a buckboost SC converter with an input voltage range starting from 2 up to 13V, which utilizes a total of 17 ratios and achieves a peak efficiency of 81.5 %. Furthermore a highly integrated micro power supply approach is introduced, which is connected directly to the 120/230 Vrms mains, with an output power of 3mW, resulting in a power density >390μW/mm², which exceeds prior art by a factor of 11.
This paper evaluates experimentally the susceptibility of IT-networks under influences and the threats of HPEM (High Power Electromagnetic) and IEMI (Intentional Electromagnetic Interferences). As HPEM source a PBG 5 (Pulse Burst Generator) adapted to a TEM (Transversal Electromagnetic) Horn type antenna and a 90 cm IRA (Impulse Radiating Antenna) type antenna is used. Different network cable types and categories with different lengths are used. The immunity of the IT network is examined and the breakdown failure rate of the system is defined for a PRF (Pulse Repetition Frequency) of 500 s-1 in duration of 10 seconds. Series of measurements were carried out and disturbances of keyboards, mouse, switches, distortions on monitors and failures of the IT network and, even crash of PCs were observed. It is shown amongst other that by increasing the pulse repetition rate or frequency, generic test IT-networks are more susceptible to interference. Obtained results provide another view of the susceptibility analysis of modern generic IT-networks against UWB-Threats.
Durch schnell schaltende Leistungsendstufen werden durch kapazitive Umladeströme Störungen ins Substrat und in empfindliche Schaltungselemente eingekoppelt, die dort zur Störung der Funktion führen können. In dieser Arbeit werden Substratstrukturen zur gezielten Ableitung dieser Störungen vorgestellt und ihre Wirksamkeit mit Hilfe von Device Simulation evaluiert. Ohne Ableitstrukturen kann eine Potentialanhebung des Substrats bis zu 20 V entstehen. Die Untersuchungen belegen, dass die Potentialanhebung durch p-Typ Guard-Ringe um 75 %, durch leitende Trenches um 88 % sowie durch Rückseitenmetallisierung um nahezu 100 % reduziert werden kann.
Substrate coupling is a critical failure mechanism especially in fast-switching integrated power stages controlling high-side NMOS power FETs. The parasitic coupling across the substrate in integrated power stages at rise times of up to 500 ps and input voltages of up to 40V is investigated in this paper. The coupling has been studied for the power stage of an integrated buck converter. In particular, dedicated diverting and isolation structures against substrate coupling are analyzed by simulations and evaluated with measurements from test chips in 180nm high-voltage BiCMOS. The results are compared regarding effectiveness, area as well as implementation effort and cost. Back-side metalization shows superior characteristics with nearly 100% noise suppression. Readily available p-guard ring structures bring 75% disturbance reduction. The results are applicable to advanced and future power management solutions with fully integrated switched-mode power supplies at switching frequencies >10 MHz.
- Verschiebung des KWK-Betriebs in die Phasen mit hohem Stromverbrauch
- Wärme- und Stromlastprognose
- Bestimmung des Wärmeinhaltes im Pufferspeicher
- Erstellung eines optimierten Fahrplans für das KWK-Gerät
- Ergebnisse von praktischen Anlagen im Feldtest
- Simulation der Temperaturen im Pufferspeicher im praktischen Betrieb von KWK-Anlagen
Der Wärmespeicher einer KWK-Anlage kann genutzt werden, um den Betrieb des BHKWs in die Zeiten des Stromverbrauchs zu verlagern. Die Ad-hoc-Zuschaltfunktion verbessert das Ergebnis gegenüber eines auf Basis von Prognosen erstellten Fahrplans. Zu beachten sind allerdings eine erhöhte Anzahl BHKW-Starts und erhöhte Wärmeverluste am Speicher. Die deutlich besten Ergebnisse werden für BHKW mit Leistungsmodulation erzielt.
In dem vorliegenden Zwischenbericht sind die Arbeiten und Ergebnisse zusammengefasst, die im Rahmen des Projektes GalvanoFlex_BW während der ersten acht Projektmonate der insgesamt 2 1/2 jährigen Laufzeit durchgeführt und erzielt wurden. Ziel des Projektes ist die Untersuchung und Verbesserung der Energieeffizienz in Industrieunternehmen mit dem speziellen Fokus auf der Einführung stromoptimiert betriebener KWK-Anlagen. Entsprechend des Arbeits- und Zeitplans sind die Literaturrecherche, die Festlegung von Prozesstypen, die Datenerfassung, die Strategieentwickung zur stromoptimierten KWK, die Optimierung der Schnittstelle zwischen KWK und Gleichrichtern, der Aufbau der Branchenplattform und die sozial-wissenschaftliche Begleitforschung beschrieben. Der aktuelle Projektstand deckt sich dabei im Wesentlichen mit den Vorgaben aus dem vorgelegten Zeitplan.
Dieser Bericht fasst die wesentlichen Arbeiten und Ergebnisse zusammen, die in dem Verbundvorhaben „GalvanoFlex_BW“ im Kalenderjahr 2018 durchgeführt und erzielt wurden. Dazu lässt sich zunächst sagen, dass die Messwertaufnahme und –auswertung abgeschlossen ist. Es wurden verschiedene Messkampagnen bei der Fa. NovoPlan durchgeführt. Bei C&C Bark konnte man teilweise auf bestehende Daten zurückgreifen, die punktuell durch weitere Messungen ergänzt wurden. Bei der Fa. Hartchrom konnten aufgrund von Personalmangel keine Messungen durchgeführt werden. Die aufgenommenen Daten wurden in eine Effizienzbewertung überführt, aus der im Folgenden allgemeine Aussagen abgeleitet werden sollen. Dazu ist ein Simulationsprogramm aufgesetzt worden, das in der Lage ist, Prozessketten energetisch abzubilden und zu optimieren. Zudem sollen aus den Messdaten verbesserte Profile für den Wärmebedarf in den Unternehmen entwickelt werden, die daraufhin der KWK-Optimierung zur Verfügung gestellt werden. Im Zuge der Entwicklung und Bewertung stromoptimierter KWK- Strategien ist ein bestehendes Simulationsmodell entsprechend weiterentwickelt worden. Konkret wurde das Modell um eine verbesserte Lastprognose für Strom und Wärme für Industriebetriebe ergänzt, und das Optimierungsverfahren wurde um eine zweite Dimension erweitert. Während bislang allein die Optimierung der Eigenstromdeckung mit einer Begrenzung der BHKW-Starts als Nebenbedingung möglich war, ist jetzt die Kappung der elektrischen Lastspitze zusätzlich in der Zielfunktion integriert. Gerade bei Industrieunternehmen lässt sich auf diese Weise eine weitere, zum Teil nicht unerhebliche Energiekosteneinsparung erreichen, was durch die ersten Berechnungen anhand der drei im Reallabor vertretenden Betriebe bestätigt wird. Die Ergebnisse werden unter AP 8 (Umsetzung) diskutiert. Der Dialog mit weiteren Unternehmen und Institutionen außerhalb des Vorhabens konnte über die Branchenplattfom weitergeführt werden. In 2018 wurden zwei Veranstaltungen dieser Art durchgeführt, und im Frühjahr 2019 wird ein weiterer Workshop zu diesem Thema durchgeführt. Die sozialwissenschaftliche Begleitforschung wurde mit der zweiten Phase der Firmenbefragungen ebenfalls planmäßig weitergeführt. Mit Blick auf die Umsetzung eines BHKW-Konzeptes haben sich dabei zwei wichtige Punkte wie folgt gezeigt: Zum einen muss die umsetzende Firma eine gewisse „Energieeffizienz-Reife“ besitzen, die sich u.a. in der Erfahrung bei der Durchführung von Energieeffizienzmaßnahmen zeigt, da die Installation eines BHKWs eine äußerst komplexe Maßnahme darstellt. Zum anderen müssen andere unternehmensspezifische Kontextfaktoren hinzukommen, wie z.B. aus anderen Gründen durchzuführende bauliche Maßnahmen, so dass gewisse zeitliche Entscheidungsfenster entstehen, in denen die Umsetzung von KWK-Maßnahmen sinnvoll sind.
This publication gives a short introduction and overview of the European project SCOUT and introduces a methodology for a holistic approach to record the state of the art in technical (vehicle and connectivity, human factors regarding physiologic and ergonomic level) and non-technical enablers (societal, economic, legal, regulatory and policy level) of connected and automated driving in Europe. The paper addresses beside the technical topics of environmental perception, E/E architecture, actuators and security, the state of the art of the legal framework in the context of connected and automated driving.
Micro grids often consist of energy generators, storages and consumers with controllers which are not prepared for their integration into communication networks for energy systems. In this paper it will be presented, how standards from the field of energy automation can be applied in such controllers. The data for communication interfaces can be structured according to the IEC 61850- or the VHPREADY standard. It is investigated which requirements must be supported to implement such data models within the controllers. For the transmission of the data we propose the OPC UA protocol, which supports extensive security measures and which is today available for nearly all modern types of controllers and computers.