05 Fakultät Informatik, Elektrotechnik und Informationstechnik
Permanent URI for this collectionhttps://elib.uni-stuttgart.de/handle/11682/6
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Item Open Access Cycling of double-layered graphite anodes in pouch-cells(2022) Müller, Daniel; Fill, Alexander; Birke, Kai PeterIncremental improvement to the current state-of-the-art lithium-ion technology, for example regarding the physical or electrochemical design, can bridge the gap until the next generation of cells are ready to take Li-ions place. Previously designed two-layered porosity-graded graphite anodes, together with LixNi0.6Mn0.2Co0.2O2 cathodes, were analysed in small pouch-cells with a capacity of around 1 Ah. For comparison, custom-made reference cells with the average properties of two-layered anodes were tested. Ten cells of each type were examined in total. Each cell pair, consisting of one double-layer and one single-layer (reference) cell, underwent the same test procedure. Besides regular charge and discharge cycles, electrochemical impedance spectroscopy, incremental capacity analysis, differential voltage analysis and current-pulse measurement are used to identify the differences in ageing behaviour between the two cell types. The results show similar behaviour and properties at beginning-of-life, but an astonishing improvement in capacity retention for the double-layer cells regardless of the cycling conditions. Additionally, the lifetime of the single-layer cells was strongly influenced by the cycling conditions, and the double-layer cells showed less difference in ageing behaviour.Item Open Access Improving the accuracy of musculotendon models for the simulation of active lengthening(2023) Millard, Matthew; Kempter, Fabian; Stutzig, Norman; Siebert, Tobias; Fehr, JörgVehicle accidents can cause neck injuries which are costly for individuals and society. Safety systems could be designed to reduce the risk of neck injury if it were possible to accurately simulate the tissue-level injuries that later lead to chronic pain. During a crash, reflexes cause the muscles of the neck to be actively lengthened. Although the muscles of the neck are often only mildly injured, the forces developed by the neck’s musculature affect the tissues that are more severely injured. In this work, we compare the forces developed by MAT_156, LS-DYNA’s Hill-type model, and the newly proposed VEXAT muscle model during active lengthening. The results show that Hill-type muscle models underestimate forces developed during active lengthening, while the VEXAT model can more faithfully reproduce experimental measurements.Item Open Access Optimization of disassembly strategies for electric vehicle batteries(2021) Baazouzi, Sabri; Rist, Felix Paul; Weeber, Max; Birke, Kai PeterVarious studies show that electrification, integrated into a circular economy, is crucial to reach sustainable mobility solutions. In this context, the circular use of electric vehicle batteries (EVBs) is particularly relevant because of the resource intensity during manufacturing. After reaching the end-of-life phase, EVBs can be subjected to various circular economy strategies, all of which require the previous disassembly. Today, disassembly is carried out manually and represents a bottleneck process. At the same time, extremely high return volumes have been forecast for the next few years, and manual disassembly is associated with safety risks. That is why automated disassembly is identified as being a key enabler of highly efficient circularity. However, several challenges need to be addressed to ensure secure, economic, and ecological disassembly processes. One of these is ensuring that optimal disassembly strategies are determined, considering the uncertainties during disassembly. This paper introduces our design for an adaptive disassembly planner with an integrated disassembly strategy optimizer. Furthermore, we present our optimization method for obtaining optimal disassembly strategies as a combination of three decisions: (1) the optimal disassembly sequence, (2) the optimal disassembly depth, and (3) the optimal circular economy strategy at the component level. Finally, we apply the proposed method to derive optimal disassembly strategies for one selected battery system for two condition scenarios. The results show that the optimization of disassembly strategies must also be used as a tool in the design phase of battery systems to boost the disassembly automation and thus contribute to achieving profitable circular economy solutions for EVBs.Item Open Access Laser doping for silicon solar cells : modeling and application(2024) Hassan, Mohamed; Werner, Jürgen H. (Prof. Dr. rer. nat. habil.)In meiner Dissertation geht es um die Simulation des Laserdotierungsprozess der Oberfläche des Siliziumwafers um hoch effizienten Solarzellen herzustellen. Die Simulation ermöglicht die genaue Vorhersage der Dimensionen eines dotierten Bereiches. Das hat ermöglicht, nicht nur die Abhängigkeit des ergebenden Schichtleitwerts von der benutzten Rastergeschwindigkeit des Laserstrahls auf die Siliziumoberfläche zu verstehen, sondern auch der Schichtleitwert einer laserdotierten Schicht basierend auf ein einfaches geometrisches Modell vorherzusagen.Item Open Access Metrics and algorithms for locally fair and accurate classifications using ensembles(2022) Lässig, Nico; Oppold, Sarah; Herschel, MelanieTo obtain accurate predictions of classifiers, model ensembles comprising multiple trained machine learning models are nowadays used. In particular, dynamic model ensembles pick the most accurate model for each query object, by applying the model that performed best on similar data. Dynamic model ensembles may however suffer, similarly to single machine learning models, from bias, which can eventually lead to unfair treatment of certain groups of a general population. To mitigate unfair classification, recent work has thus proposed fair model ensembles , that instead of focusing (solely) on accuracy also optimize global fairness . While such global fairness globally minimizes bias, imbalances may persist in different regions of the data, e.g., caused by some local bias maxima leading to local unfairness . Therefore, we extend our previous work by including a framework that bridges the gap between dynamic model ensembles and fair model ensembles. More precisely, we investigate the problem of devising locally fair and accurate dynamic model ensembles, which ultimately optimize for equal opportunity of similar subjects. We propose a general framework to perform this task and present several algorithms implementing the framework components. In this paper we also present a runtime-efficient framework adaptation that keeps the quality of the results on a similar level. Furthermore, new fairness metrics are presented as well as detailed informations about necessary data preparations. Our evaluation of the framework implementations and metrics shows that our approach outperforms the state-of-the art for different types and degrees of bias present in training data in terms of both local and global fairness, while reaching comparable accuracy.Item Open Access Fourier spotting : a novel setup for single-color reflectometry(2022) Siegel, Johannes; Berner, Marcel; Werner, Jürgen H.; Proll, Günther; Fechner, Peter; Schubert, MarkusSingle-color reflectrometry is a sensitive and robust detection method in optical biosensor applications, for example for bioanalysis. It is based on the interference of reflected monochromatic radiation and is label free. We present a novel setup for single-color reflectometry based on the patented technology of Berner et al. from 2016. Tilting areas of micro-mirrors allow us to encode the optical reflection signal of an analyte and reference channel into a particular carrier frequency with the amplitude being proportional to the local reflection. Therefore, a single photodiode is sufficient to collect the signals from both channels simultaneously. A 180∘ phase shift in the tilt frequency of two calibrated micro-mirror areas leads to a superposition of the analyte and reference signal which enables an efficient reduction of the baseline offset and potential baseline offset drift. A performance test reveals that we are able to detect changes of the refractive index n down to Δn < 0.01 of saline solutions as regents. A further test validates the detection of heterogeneous binding interaction. This test compromises immobilized testosterone-bovine serum albumin on a three-dimensional layer of biopolymer as ligand and monoclonal anti-testosterone antibodies as analyte. Antibody/antigen binding induces a local growth of the biolayer and change in the refractive index, which is measured via the local change of the reflection. Reproducible measurements enable for the analysis of the binding kinetics by determining the affinity constant KA = 1.59 × 10- 7 M- 1. In summary, this work shows that the concept of differential Fourier spotting as novel setup for single-color reflectometry is suitable for reliable bioanalysis.Graphical AbstractItem Open Access Multi-method model for the investigation of disassembly scenarios for electric vehicle batteries(2023) Baazouzi, Sabri; Grimm, Julian; Birke, Kai PeterDisassembly is a pivotal technology to enable the circularity of electric vehicle batteries through the application of circular economy strategies to extend the life cycle of battery components through solutions such as remanufacturng, repurposing, and efficient recycling, ultimately reintegrating gained materials into the production of new battery systems. This paper aims to develop a multi-method self-configuring simulation model to investigate disassembly scenarios, taking into account battery design as well as the configuration and layout of the disassembly station. We demonstrate the developed model in a case study using a Mercedes-Benz battery and the automated disassembly station of the DeMoBat project at Fraunhofer IPA. Furthermore, we introduce two disassembly scenarios: component-oriented and accessibility-oriented disassembly. These scenarios are compared using the simulation model to determine several indicators, including the frequency of tool change, the number and distribution of robot routes, tool utilization, and disassembly time.Item Open Access Modulationsdotierte Germanium-MOSFETs für den Spin-Transport in zweidimensionalen Lochgasen(2023) Weißhaupt, David; Schulze, Jörg (Prof. Dr. habil.)Die Halbleiter-Spintronik beschäftigt sich mit der Entwicklung neuer Bauelementkonzepte, die den intrinsischen Spin-Freiheitsgrad des Elektrons ausnutzen. Dabei werden spin-basierte Logik-Bauelemente aufgrund des geringen Energiebedarfs zum Umschalten der Spin-Orientierung als aussichtsreiche Kandidaten für zukünftige Transistor-Anwendungen diskutiert. Anzuführen sind hierfür beispielsweise der Spin-Feldeffekttransistor (FET) nach Datta und Das sowie der Spin-Metall-Oxid-Halbleiter-FET von Sugahara und Tanaka. Für diese Bauteilkonzepte müssen jedoch vier grundlegende Komponenten beherrscht werden: Die Spin-Information muss in den Halbleiter eingebracht (Spin-Injektion), transportiert sowie evtl. manipuliert (Spin-Transport & Spin-Manipulation) und final wiederum detektiert (Spin-Detektion) werden. Für die Integration dieser Bauelemente in die bestehende komplementäre Metall-Oxid-Halbleiter-Technologie ist eine elektrische Spin-Injektion bzw. Spin-Detektion notwendig. Die Realisierung von halbleiterbasierten spintronischen Bauelementen erfordert allerdings ein Materialsystem, das gute Spin-Transporteigenschaften sowie eine starke Spin-Bahn-Wechselwirkung für eine potenzielle Spin-Manipulation aufweist. Als vielversprechendes System hat sich hier das zwei-dimensionale Lochgas (engl. „two-dimensional hole gas“, 2DHG), welches in einer Si1-xGex/Ge/Si1-xGex Heterostruktur gebildet wird, erwiesen. Trotz der guten Eignung dieses Systems konnte bisher noch keine elektrische Spin-Injektion demonstriert werden, hauptsächlich wegen der Schwierigkeit, zuverlässige ferromagnetische Kontakte mit dem vergrabenen 2DHG herzustellen. Diese Arbeit befasst sich nun mit der elektrischen Spin-Injektion und Spin-Detektion in ein hochbewegliches (µ = (3,02 ± 0,01) ⋅ 10^4 cm^2/Vs) Ge 2DHG. Die für das Ge 2DHG zugehörige Si1-xGex/Ge/Si1-xGex Heterostruktur wurde dabei mittels Molekularstrahlepitaxie epitaktisch auf einem Si-Substrat gezüchtet. Um dieses Ziel zu erreichen, werden verschiedene Untersuchungsschwerpunkte adressiert. Zunächst werden zur Optimierung der Spin-Transporteigenschaften unterschiedliche Designs der Si1-xGex/Ge/Si1-xGex Heterostruktur auf der (100) Kristallorientierung untersucht. Dazu wurden anhand von Hall-Strukturen Tieftemperaturmagnetwiderstandsmessungen durchgeführt. Hierbei werden Shubnikov-de Haas Oszillationen beobachtet, aus denen die Ladungsträgerdichte, effektive Masse und Quantenstreuzeit des Ge 2DHGs extrahiert werden. Das daraus resultierende optimierte Design mit einer Modulationsdotierung von N_A = 5 ⋅ 10^17 cm^-3 und einer Ge-Quantentopf (engl. „quantum well“, QW) Dicke von d = 15 nm wird dann auf die (111) Kristallorientierung übertragen. Für die elektrische Spin-Injektion und Spin-Detektion werden als ferromagnetischen Kontakt dünne Mn5Ge3-Schichten, die mittels Interdiffusion direkt in den Ge-QW wachsen, benutzt. Dazu wird vor der Bildung der Kontakte die gesamte Si1-xGex-Deckschicht oberhalb des Ge-QWs mithilfe eines Trocken-Ätzprozesses entfernt. Zur Untersuchung der magnetischen Eigenschaften werden die so hergestellten Mn5Ge3-Mikromagnete mit einem supraleitenden Quanteninterferenzmagnetometer analysiert. Dabei konnte nur für die (111) Kristallorientierung die ferromagnetische Natur der gewachsenen Mn5Ge3-Schicht nachgewiesen werden. Durch die Variation der Formanisotropie ergeben sich unterschiedliche Koerzitivfeldstärken. Der Nachweis der elektrischen Spin-Injektion erfolgt schließlich anhand von Magnetwiderstandsmessungen an lateralen Mn5Ge3/Ge 2DHG/Mn5Ge3 Spin-Ventil Bauelementen. Dazu werden die zuvor untersuchten ferromagnetischen Mn5Ge3-Kontakte in einem Abstand von ca. l ≈ 135 nm im vergrabenen Ge-QW platziert. Die Experimente zeigen einen Riesenmagnetowiderstand (engl. „giant magneto resistance“, GMR) als Nachweis einer erfolgreichen elektrischen Spin-Injektion. Neben der elektrischen Spin-Injektion beinhaltet das auch den Spin-Transport im Ge 2DHG sowie die finale Spin-Detektion am zweiten ferromagnetischen Mn5Ge3-Kontakt. In Übereinstimmung zu den Spin-Transportuntersuchungen zeigt das GMR-Signal eine starke Abhängigkeit von der Temperatur und konnte bis zu einer maximalen Temperatur von T = 13 K beobachtet werden. Neben der elektrischen Spin-Injektion und Spin-Detektion wird für die Realisierung von Spin-Transistoren eine funktionierende Gate-Technologie vorausgesetzt. Um diese zu demonstrieren, werden zunächst auf Basis des Ge 2DHGs klassische modulationsdotierte Feldeffekttransistoren (MODFET) hergestellt und elektrisch charakterisiert. Mit einem An-Aus-Verhältnis von I_ON/I_OFF = 3,2⋅10^6 bei einer Steilheit von SS = 64 mV⁄dec könnte der Ge 2DHG MODFET unabhängig von der Halbleiter-Spintronik auch für zukünftige Tieftemperaturanwendungen interessant sein. Der Spin-FET nach Datta und Das würde dann durch das Tauschen der Source-Drain-Kontakte in ferromagnetische Mn5Ge3-Kontakte entstehen. Technologisch bedingt sind im Rahmen dieser Arbeit allerdings nur Transistoren mit einer minimalen Gate-Länge von L = 1 µm herstellbar. Da der Spin im Ge 2DHG über diese Länge nicht transportiert werden kann, ist die Realisierung eines Spin-Transistors technologiebedingt nicht möglich.Item Open Access A bidirectional wireless power transfer system with integrated near-field communication for e-vehicles(2024) Ye, Weizhou; Parspour, NejilaThis paper presents the design of a bidirectional wireless power and information transfer system. The wireless information transfer is based on near-field technology, utilizing communication coils integrated into power transfer coils. Compared with conventional far-field-based communication methods (e.g., Bluetooth and WLAN), the proposed near-field-based communication method provides a peer-to-peer feature, as well as lower latency, which enables the simple paring of a transmitter and a receiver for power transfer and the real-time updating of control parameters. Using the established communication, control parameters are transmitted from one side of the system to another side, and the co-control of the inverter and the active rectifier is realized. In addition, this work innovatively presents the communication-signal-based synchronization of an inverter and a rectifier, which requires no AC current sensing in the power path and no complex algorithm for stabilization, unlike conventional current-based synchronization methods. The proposed information and power transfer system was measured under different operating conditions, including aligned and misaligned positions, operating points with different charging powers, and forward and reverse power transfer. The results show that the presented prototype allows a bidirectional power transfer of up to 1.2 kW, and efficiency above 90% for the power ranges from 0.6 kW to 1.2 kW was obtained. Furthermore, the integrated communication is robust to the crosstalk from the power transfer and misalignment, and a zero BER (bit error rate) and ultra-low latency of 15.36 µs are achieved. The presented work thus provides a novel solution to the synchronization and real-time co-control of an active rectifier and an inverter in a wireless power transfer system, utilizing integrated near-field-based communication.Item Open Access Top‐down approach to study chemical and electronic properties of perovskite solar cells : sputtered depth profiling versus tapered cross‐sectional photoelectron spectroscopies(2021) Das, Chittaranjan; Zia, Waqas; Mortan, Claudiu; Hussain, Navid; Saliba, Michael; Ingo Flege, Jan; Kot, MałgorzataA study of the chemical and electronic properties of various layers across perovskite solar cell (PSC) stacks is challenging. Depth‐profiling photoemission spectroscopy can be used to study the surface, interface, and bulk properties of different layers in PSCs, which influence the overall performance of these devices. Herein, sputter depth profiling (SDP) and tapered cross‐sectional (TCS) photoelectron spectroscopies (PESs) are used to study highly efficient mixed halide PSCs. It is found that the most used SDP‐PES technique degrades the organic and deforms the inorganic materials during sputtering of the PSCs while the TCS‐PES method is less destructive and can determine the chemical and electronic properties of all layers precisely. The SDP‐PES dissociates the chemical bonding in the spiro‐MeOTAD and perovskite layer and reduces the TiO2, which causes the chemical analysis to be unreliable. The TCS‐PES revealed a band bending only at the spiro‐MeOTAD/perovskite interface of about 0.7 eV. Both the TCS and SDP‐PES show that the perovskite layer is inhomogeneous and has a higher amount of bromine at the perovskite/TiO2 interface.