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Maren Awiszus - Game Content Generation from a Single Example

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Maren Awiszus

Game Content Generation from a Single Example

Series: Informatik/ Kommunikation

Volume 880 2023

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Titelei/Inhaltsverzeichnis

„… that generate SMB levels demonstrates the superiorperformance of TOAD-GAN. Additional experiments …” „… used. Additional experimentsinclude a study on the dimensionality of the embeddings, visualize …” „… Traningsdaten ein, wie es bei Videospielen der Fall ist. Das Design von Leveln in Videospielen zum Beispiel ist …”

Generating Super Mario Bros Levels with Toad-gan S. 47-76

„… specific experiments showdifferent strengths and new applications of the method.The code for TOAD-GAN …” „… when trained on one level alone(see Fig. 4.5). Tab. 4.6 shows the results of repeating this experiment …” „… withthree different levels, all of them of the same type this time (1-1, 2-1, 3-1).This experiment also …”

Using Wor(l)d-gan to Generate 3d Minecraft Worlds S. 77-104

„… experiments show how the different kinds of embed-dings compare against each other. Especially relevant is Sec …” „… quantitative results of using Wor(l)d-GAN to train on 3D Minecraft worlds. Afterwards, additional experi-ments …” „… visualizations of Minecraft world snippets inthis thesis.The entire code and experiments are accessible on GitHub …”

Conclusion S. 105-110

„… games require a lot of manual work,for example for good level design, they only very rarely provide …” „… aconcern for the user.Additional experiments are conducted to show the applicability ofWor(l)d-GAN and the …” „… compu-tational resources and large amounts of data being more available thanever before. Especially interesting …”

Introduction S. 1-12

„… the game systems and even parts of the game design2 Developer: Farbrausch, 200421.1 procedural content …” „… yet,since it requires large amounts of data to train, which designers wouldneed to create by hand. Even if …” „… 1I N T R O D U C T I O NAlong with the dawn of personal computers, over the last decades …”

State of the Art S. 13-22

„… 2S TAT E O F T H E A RTThis chapter provides an overview of the current state of the art relatedto …” „… games as examples.At the end of this chapter, the publications that have been produced inthe course of …” „… this PhD are listed, and their abstracts provided.2.1 generative modelsThe goal of generative modeling …”

doi.org/10.51202/9783186880109

VDI Wissensforum GmbH - International Conference on Gears 2022

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VDI Wissensforum GmbH (ed.)

International Conference on Gears 2022

Series: VDI-Berichte

Volume 2389 2022

Results in this title

Y. Marchesse, M. Ruzek, F. Ville, P. Velex On windage power loss reduction achieved by flanges S. 665-676

„… Design, 2011, Vol. 133. VDI-Berichte Nr. 2389, 20226748. Initial experiments of high-speed drive system …” „… gears is not practical or even possible from a design perspective. A number of other issues must be …” „… and experiments for reduction of oil churning loss and windage loss in aeroengine tranmission gears …”

T. Arndt, J. Klose, M. Gerstenmeyer, V. Schulze Tool wear development in gear skiving process of quenched and tempered internal gears S. 1331-1344

„… the variance of the results obtainedwith MQL corresponds to the level of the dry experiments.Figure 6 …” „… procedure and parameters including workpiece, tool and process correspond directly to the experiments of a …” „… previous experiments [5]. Workpiece data Number of teeth z2 -96 Normal pressure angle αn 17.5° Helix …”

M. Steinbacher, T. Boyraz, R. Fechte-Heinen, G. Hellenbrand Heat treatment development for the new steel grade X20NiCrAlMoV6-5-2-1 for high performance gear wheel application S. 891-902

„… steel. All experiments carried out at IWT were performed on disc shaped sample of size (Ø35 x 6 …” „… ) mm.Table 1: Chemical composition of the EN X20NiCrAlMoV6-5-2-1 used for the experiments (all results in …” „… annealing, hardening and aging treatmentThe design of the Hybrid Steel 55 is to facilitate high hardness by …”

N. Hessinger, M. Braunstingl, H. Bansal Advanced use of DOE in gear geometry optimization S. 281-286

„… areas of NVH as well as efficiency and durability. Design of experiment paired with advanced …” „… angles, are defined within the pre-specified design space through a Design of Experiment (DoE) plan. This …” „… base design variant gearset. To depict all possible interactions, the FEA model consists of the …”

X. Zheng, Y. Hu FE analysis and predication on the traveling wave – resonance of aero-gears S. 915-926

„… prediction of FEM and traveling wave theory, a damping-ring design methodology is proposed to reduce …” „… % 102.8%~104.2% 2. Design of damping ring Based on the resonance prediction method in this paper, the damping …” „… geometry of damping ring: (a) alignment (b) geometry The design of damping ring is based on the Kriging …”

B. Legrady, M. Taesch, G. Tschirschnitz, C. F. Mieth Prediction of churning losses in an industrial gear box with spiral bevel gears using the smoothed particle hydrodynamic method S. 651-664

„… solutions GmbH, Berlin;Dipl.-Ing. C. F. Mieth, Institute of Machine Elements and Machine Design (IMM …” „… experiment when surface tension models are included. To reproduce the qualitative trends of the experiments …” „… simulation model, the churning losses of the experiment are correctly reproduced. A post-processing algorithm …”

J. Gotz, F. Siglmuller, M. Furst, M. Otto, K. Stahl Experimental investigation of the dynamic load sharing of planetary gearboxes S. 409-420

„… design of the single tooth meshes without load increases and oversizing. However, due to manufacturing …” „… to determine the exact load sharing. For new designs of planetary gearboxes, there are only …” „… for the design of planetary gearboxes under consideration of the operating conditions are derived. 1 …”

J. Vorgerd, P. Tenberge, M. Joop Scuffing of cylindrical gears with pitch line velocities up to 100 m/s S. 903-914

„… Abstract Increasing demands on the power density of gearboxes require a precisive gear design regarding …” „… pitch line velocity of two gear design variants running at constant temperatures and lubricant …” „… is extended. These experiments cover multiple gear design parameters and sizes. Calculating the …”

K. Daubach, M. Oehler, B. Sauer Wear simulation of worm gears based on an energetic approach S. 329-342

„… methods of design of experiment. The focus was on the steady-phase, which is why all analysed worm gear …” „… to wear on the worm wheel. For the design of worm gears a precise estimation of wear for certain …” „… a gear ratio i = 39 had the same material and lubricant as those in the experiments of which the …”

E. Lamaj, J. Blomeke, F. Rudolph, J. Hermes A comprehensive, fully parametrized calculation model for improved helical-hypoid gearbox efficiency S. 825-836

„… analysis, the design of new gear-boxes is based on the obvious variation of bearing sizes, distances and …” „… . Comprehensive Calculation Model A state-of-the art gear design process should also take into account nonlinear …” „… torque test rig from Schaeffler, where ten bearings of manufacture design 1 and 13 bearings of …”

G. Hlebanja, M. Hriberšek, M. Erjavec, S. Kulovec Influence of the tooth flank shape on wear for a steel-POM gar pair S. 1295-1304

„… aspects of S-gears in the context of their definition, possibilities of design and production e.g …” „… measurement, was calculated. A PLC based counter measures duration times of experiments. The testing rig stops …” „… of Plastic Gears with E- and S-Geometry. In: Barmina N., Trubachev E. (eds) Gears in Design …”

C. Li, B. Peng, Y. Luo Research on indexing error of gear with few teeth in rolling process S. 445-456

„… number of successful indexing of 9 teeth is less, and the effect of indexing experiment is poor …” „… to experiments, which the correctness and usability of the model are proved. Fig 10. Finite element …” „… ., Yuanxin L., et al.: Geometric design of the rolling tool for gear roll-forming process with axial-infeed …”

F. Mieth, C. Ulrich, B. Schlecht Stress calculation on bevel gears with FEM influence vectors S. 585-596

„… hours of modeling and calculation time with conventional FEM solvers. Therefore, common design tools …” „… 6336-4 TS [9] has not yet been transferred to bevel gears. The design of test gears proved to be …” „… experiment, for the case hardening depth of CHD = 0.3 mm the global minimum is calculated with SFB1 = 0.8 …”

P. Mahendra Rao, S. Foletti, L. Bonaiti, C. Gorla, S. Beretta, F. Concli Mode III threshold under rolling contact fatigue and development of a test gearbox for planet gears S. 499-510

„… design and development of a test gearbox for the full-scale testing of such a 3-gear train planet gears …” „… the testing of two gears. Here the core RCF test will itself get performed due to the design of the …” „… . Gearbox design philosophy For the design and development of the said test gearbox, the conventional 2-gear …”

T.-T. Mac, D. Iba, Y. Matsushita, S. Mukai, T. Inoue, A. Fukushima, N. Miura, T. Iizuka, A. Masuda, I. Moriwaki Application of genetic algorithms for parameters identification in a developing smart gear system S. 239-252

„… ) cable. Figures 1(b1) denotes the specific design of the antenna and sensor antenna patterns and their …” „… of the sintered layer. Additionally, according to Figure 1(b1), a spiral antenna design appears on …” „… matches nicely with the return loss value of experiment. Even though the data fitting technique is simple …”

P. Tenberge, J. Vorgerd, L. Gondecki 2-disc tribometer for various tests on sliding/rolling contacts with tribological loads such as in tooth flank contacts S. 145-156

„… of materials, heat treatments and surface designs as well as lubricants and the entire tribological …” „… to basic research in the technology fields of materials, design, lubricants and tribology. The parts …” „… sliding speeds in gear tooth meshings are known from the basics of the design of spur gears. The two …”

A. Gebhard, W. Kassem, M. Oehler Cylinder-on-ring model wear tests as an input data source for the simulation of friction and wear of plastic gears S. 1133-1148

„… numerical simulation and material selection. Therefore, as a part of the FVA project 856 I (“Design of …” „… large number of time-consuming and therefore costly experiments. The aim of this study was to use the …” „… , ring temperature and test specimen height change. By design, it is capable of conduction block-on-ring …”

B. van Wissen, M. Kanters, F. Mitsuzuka, K. Iwanaga, M. Meuwissen, A. Hasanovic Predicting static and fatigue performance of fiber reinforced plastic gears S. 1083-1098

„… matrix in compression is only 20%. And from experiments on tensile bars, we know that for this class of …” „… Predicting Static and Fatigue Performance of Fiber Reinforced Plastic Gears Ir. Benjamin van …” „… This paper describes a framework to predict the static and fatigue performance of plastic gears …”

C. Schonke, T. Magdy, K. Daubach, W. Kassem, M. Oehler, O. Koch Simulation of high torque density gearbox noise excitation S. 837-848

„… and gears [6], [7]. Fig. 3: Schematic design of the optical measurement system (left) and the …” „… results indicate that the TE in this experiment is mainly determined by the geometry of the teeth of the …” „… them in the new software are in good accordance with the experiment in terms of transmission error …”

F. Lagier, A. Bischofberger, K. Bause, S. Ott Suitability of additive manufactured PEEK gears as a means of gear sampling for automotive high-speed gearboxes S. 1045-1060

„… performance of a polymer gearing in this speed range. In particular, geometric design parameters such as tooth …” „… support future engineers in the design of such gears. In order to be able to flexibly investigate …” „… . Therefore, deepened investigations are necessary in order understand and to define the design parameters of …”

S. Matkovič, M. Kalin Effect of tribological properties on tooth root fatigue failure of polymer gears S. 1257-1268

„… available. Nevertheless, the design with these materials is not fully trustworthy due to the lack of …” „… polymer material (POM) in contact with steel through model tribological experiments with a variation of …” „… Effect of tribological properties on tooth root fatigue failure of polymer gears M.Sc. Ing …”

D. Park, A. Rezayat, Y. Gwen Gear design optimization for multi-mesh and multi-power flow transmissions under a broad torque range incorporated with multibody simulations S. 849-862

„… design of low-noise gear trains that also maintain high performance for efficiency, durability, and …” „… aspect. Therefore, the development of a seamless gear design optimization software tool is crucial to …” „… flow architecture gear trains under a broad range of operating conditions. Such a complex gear design …”

C. A. Celikay, A. Donmez, A. Kahraman An experimental study of parametric resonances of a spur gear pair at speeds above its primary resonance S. 511-522

„… study subharmonic resonances with gears of conventional proportions, a new gear pair design was …” „… low mesh average gear mesh stiffness design was implemented to reduce the natural frequency of the …” „… .: Experiments on nonlinear dynamic behavior of an oscillator with clearance and periodically time-varying …”

A. Zhang, J. Wei, M. Cao, B. Peng Dynamic modeling and accuracy evaluation method for complex irregular components of aviation transmission S. 573-584

„… University, Chongqing, China Abstract Due to designers' demanding pursuit of high power-to-weight ratio …” „… degrees of freedom (DOFs) poses great challenges to dynamic design. Model condensation provides an …” „… influence of housing topology on the dynamic characteristics of gear, Journal of Advanced Mechanical Design …”

B. Guilbert, P. Velex Influence of thin rimmed/-webbed gears on transmission dynamic behaviour – Approximate dynamic factor formula S. 523-532

„… gear transmission by finite elements: model and experiment”, ASME Journal of Vibration and Acoustics …” „… , thin-rimmed gear”, Journal of Mechanical Design, 124(2002) pp.129-135. [7] Li, S., “Effects of centrifugal …” „… and planet carriers”, Journal of mechanical design, 129(2007)1 pp.95-106, DOI:10.115/1.2359468. [12 …”

A. Eric, D. Olveda, T. Froschmeier, V. Schulze Local pitting fatigue concept with EHL simulation for case hardened gears in electrical drives S. 133-144

„… experience and experiments. Because of this, the authors developed a local fatigue concept for the pitting …” „… practice reveals some difficulties as one is leaving the well-established framework of gear design for …” „… pitting design in the context of electrical powertrains. Therefore, in this work the authors present a new …”

A. Hilligardt, J. Klose, V. Schulze A new method for avoiding meshing interference in gear skiving S. 1305-1318

„… shank or collisions in the tool run-out. While these models are sufficient for the process design of …” „… ]. This type of collision needs to be checked early on in tool design by geometric analysis. The problem …” „… relevant in early tool design but also in later stages of process design and adapta-tion. In theory, the …”

T. Matsumura, K. Mioki, M. Kada, R. Okuizumi, A. Pogačnik Improved calculation methodology for the prediction of tooth temperature of plastic gears S. 1237-1248

„… the plastic gear temperature, which is critical for the correct design of the gears. Usually, the …” „… Improved calculation methodology for the prediction of tooth temperature of plastic gears Takuma …” „… Pogačnik, Bauhar s.p., Bled, Slovenia Abstract This paper considers the prediction of tooth temperature of …”

Y. Koch, G. Martin, E. Kirchner, D. Quirnheim Pais, R. Slatter Feasibility study of measuring instantaneous angular speed of helical gears with magnetoresistive sensors S. 253-264

„… sampled at 51,2 kHz. Fig. 3: Experimental Test bench Test design The experiments are operated in four …” „… Factors and the Dynamic Transmission Error of Spur Gear Pairs. Journal of Mechanical Design (2007) 129, S …” „… Monitoring of Gears. In: Ekströmer, Schütte et al. (Hg.) 2018 – DS 91: Proceedings of NordDesign [14] Slatter …”

A. Alnahlaui, P. Tenberge Improved method for the determination of tooth root endurance strength S. 31-44

„… , the design and modelling of the gearboxes should be reworked and refined, and on the other hand, the …” „… Improved Method for the Determination of Tooth Root Endurance Strength Ahmad Alnahlaui, M.Sc …” „… manufacturing costs is a desired value of the industry. In addition, the constantly increasing demands of social …”

H.-J. Dennig, L. Zumofen, A. Kirchheim, S. Winterberg, D. Stierli Increasing the safety against scuffing of additive manufactured gear wheels by internal cooling channels S. 1345-1364

„… Laser-Powder-Bed-Fusion (LPBF) creates new opportunities in the design and manufacturing of efficient gear components. For …” „… are a central element of many gear systems [3, 4]. Designs that allow smaller moments of inertia and …” „… ]. In particular, the design of injection moulds utilises conformal cooling for process optimisation [7 …”

L. Becker, D. Vill, P. Tenberge Optimized crossed helical gearboxes using non-involute transverse sections S. 1197-1208

„… contact the sliding path of V is almost twice as large as that of S. Therefore an optimum flank design is …” „… ratio in a small space is an advantage. The development of highly efficient and resilient plastic …” „… to research on new materials, the effectiveness of a gear can also be improved by optimizing the …”

L. Hildebrand, F. Dangl, M. Sedlmair, T. Lohner, K. Stahl CFD analysis on the oil flow of a gear stage with guide plate S. 677-694

„… : Experiments and Model Validation. Journal of Mechanical Design 131. Heft: 2, S. 151 (2009). VDI-Berichte Nr …” „… understanding of the system interactions and components is fundamental for optimal design. By means of …” „… derived at an early stage of the development process, enabling an optimized gearbox design at reduced …”

W. Kassem, M. Oehler, B. Sauer, S. Schmidt, J. Hausmann Investigation of the time-dependent behavior of plastic gears with local tribological simulation S. 1281-1294

„… increase transmissible power enormously [6]. In the computational design of plastic gears, some special …” „… ) Accelerated lifetime testing of reinforced polymer gears. Journal of Advanced Mechanical Design, Systems, and …” „… Investigation of the time-dependent behavior of plastic gears with local tribological simulation …”

I. Moriwaki, K. Tatsuoka, K. Kobayashi, W. Nakamoto, D. Iba, A. Ueda Load-capacity evaluation of polyacetal (POM) internal gears according to JIS B 1759:2016 S. 1161-1172

„… Sharing in Planetary Transmissions: Model and Experiments, ASME Journal of Mechanical Design, Volume 130 …” „… Load-Capacity Evaluation of Polyacetal (POM) Internal Gears According to JIS B 1759:2016 Effect of …” „… Number of Teeth of Pinion I. Moriwaki, K.Tatsuoka, K. Kobayashi, W. Nakamoto, D. Iba, Kyoto Institute …”

I. Hong, Z. Teaford, A. Kahraman A comparison of gear tooth bending fatigue lives from single tooth bending and rotating gear tests S. 45-74

„… this reason, gear designers must understand the limits of their design with respect to the desired …” „… study, both STB and RG test methodologies are employed to test the same specimen design. Matrices of …” „… teeth. In order to prevent this failure, gear designers must either have an accurate set of predictive …”

B. Reetz, T. Munch, W. Kappeler Challenges for lead-free brass alloys in worm gears S. 1467-1488

„… (c) [18] The aim of the experiments was to evaluate wear and load capacity as well as efficiency of …” „… Drives. Elsevier Science 2005 [2] Crosher, W.P.: Design and Application of the Worm Gear. ASME Press 2002 …” „… ] Miltenovic, D.; Tica, M.; Miltenovic, A.; Banic, M.: Load Capacity of Worm Gears with compact Design …”

J. Theling, M. Willecke, J. Brimmers, C. Brecher Influences on the Excitation Behavior of Lightweight Planetary Gearboxes S. 421-432

„… stiffness. In a second step, the experiments will be carried out and the excitation behavior of the …” „… Influences on the Excitation Behavior of Lightweight Planetary GearboxesJulian Theling M.Sc …” „… Abstract One of the main cost drivers in mechanical engineering is material. In order to reduce costs, but …”

N. Sagraloff, T. Tobie, K. Stahl Suitability of the test results of micropitting tests acc to FVA 54/7 for modern practical gear applications S. 469-484

„… Suitability of the test results of micropitting tests acc. to FVA 54/7 for modern practical gear …” „… Center (FZG), Technical University of Munich, Garching Abstract A high load carrying capacity …” „… influence on the micropitting resistance of a gear-lubricant-system. As a result, it is highly recommended …”

doi.org/10.51202/9783181023891

Hans Peter Lenz - 37. Internationales Wiener Motorensymposium 28. – 29. April 2016

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Hans Peter Lenz (ed.)

37. Internationales Wiener Motorensymposium 28. – 29. April 2016

Series: Verkehrstechnik/Fahrzeugtechnik

Volume 799 2016

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H. Baumgarten, J. Scharf, M. Thewes, T. Uhlmann, A. Balazs, M. Böhmer Simulationsbasierte Entwicklungsmethode für zukünftige Abgasemissionsgesetzgebung /Simulation-Based Development Methodology for Future Emission Legislation

„… Design of Experiments-Methoden (DoE). Letzteres bildet die Grundlage für die Herleitung von …” „… , Verkehrssituationen und Wetterrandbedingungen mittels Design of Experiments (DoE) variiert. Mit diesem Ansatz kann …” „… Design of Experiments ECU Electronic Control Unit EMROAD Software zum RDE-Postprocessing GPF …”

T. Niizato, Y. Yasui, Y. Urata, Y. Wada, M. Jono, K. Nakano, M. Taguchi, M. Fischer Hondas neue Turbo-GDI Motorenfamilie für globale Anwendung/Honda’s New Turbo-GDI Engine Series for Global Application

„… and a high tumble ratio which assists rapid combustion is emphasized for intake port design of the …” „… multi-holes injector mitigating wall wetting. (Fig.7) Fig.8 shows the design comparison of intake port and …” „… of piston and other components. But piston top ring design must consider the high frequency peak …”

T. G. Vlachos, P. Bonnel, M. Weiss, B. Giechaskiel, F. Riccobono, P. Mendoza-Villafuerte, A. Perujo Der Euro 6 RDE Abgastest für Kraftfahrzeuge: Wirksamkeit und praktische Anwendung /The Euro 6 Real-Driving Emissions (RDE) Procedure for Light-Duty Vehicles: Effectiveness and Practical Aspects

„… light-duty vehicles. The RDE procedure defines requirements for the design and execution of trips on the …” „… of payload); step 2: trip selection (principle trip design based on street maps); step 3: trip …” „… ) (? ∙ ? +)? ? ? = (0.0742 ∙ ? + 18.966) for ? > 74.6? ? /ℎ (2) The design of the limit curve was based on the …”

S. Pischinger, F. Hoppe, M. Krieck, O. Budak, M. Zubel, B. Graziano, B. Heuser, F. Kremer Kraftstoffdesign für zukünftige Motoren – eine Betrachtung aus Sicht des Clusters „Maßgeschneiderte Kraftstoffe aus Biomasse“ /Fuel Design for Future Combustion Engines – A View from the Cluster "Tail...

„… , W.: Towards model-based design of biofuel value chains, Current Opinion in Chemical Engineering 1 …” „… .; Westbrook, C. K. Effects of Oxygenates on Soot Processes in DI Diesel Engines: Experiments and Numerical …” „… Betrachtung aus Sicht des Clusters „Maßgeschneiderte Kraftstoffe aus Biomasse“ Fuel Design for Future …”

C. Redtenbacher, C. Kiesling, A. Wimmer, F. Sprenger, P. Fasching, H. Eichlseder Dual Fuel Brennverfahren – Ein zukunftsweisendes Konzept vom PKW- bis zum Großmotorenbereich? /Dual Fuel Combustion – A Promising Concept for Small to Large Engines?

„… können, wurde Design of Experiments (DoE) zur Versuchsplanung und Auswertung eingesetzt. Randbedingung …” „… in % DF Dual Fuel DoE Design of Experiments ECA Emission Controlled Area EPA …” „… of Machine Design, Royal Institute of Technology, Stockholm, 2014. [34] Krenn, M.; Redtenbacher, C …”

doi.org/10.51202/9783186799128

Thorsten Lajewski - Friction Potential Estimation for Autonomous Driving

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Thorsten Lajewski

Friction Potential Estimation for Autonomous Driving

Series: Verkehrstechnik/Fahrzeugtechnik

Volume 816 2022

Results in this title

Fundamentals of Tyre Friction and its Effect in Tyre Models S. 36-54

„… faster using the theory thanseen in the experiments.Large slipping velocities require inclusion of the …” „… overview of the construction of a tyre is provided and design consider-ations leading to different tyre …” „… )dϕ]dq. (2.19)Sharp [109] applied the rubber friction theory to the experiments of Grosch andfound that …”

Bibliography S. 155-174

„… Administration.4. KLAUER, S. G.; DINGUS, T. A.; NEALE, V. L. et al. The impact of driver inattentionon …” „… Highway Traffic Safety Administration, 2006. Tech. rep.U.S. Department of Transportation - National …” „… Highway Traffic Safety Adminis-tration.5. COOKSON, G.; PISHUE, B. The Impact of Parking Pain in the US, UK …”

Introduction S. 1-35

„… comfortablemeans of transport. According to Bundesanstalt für Straßenwesen (BASt)1 [1], approx-imately 490 billion …” „… of individual transport solutions. Thelarge amount of vehicles used poses several challenges, which …” „… autonomous drivingcan improve upon. Three of the most important aspects are• safety,• congestion, especially …”

doi.org/10.51202/9783186816122

Stefan Siemens - Deep Homography Estimation for Micro-Topographic Measurement Data

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Stefan Siemens

Deep Homography Estimation for Micro-Topographic Measurement Data

Series: Berichte aus dem imr

Volume 01/2024 2024

Results in this title

4. Methods and Algorithms S. 67-102

„… θ around the z-axis, amountingto three DOF).864.4 ExperimentsTable 4.2: Setup of Experiment 1 …” „… chapter explains the setup, the structure,and the goal of various experiments, that were designed to show …” „… hyperparameters used.4.4.1 Experiment 1: Fundamental SuitabilityThe primary objective of the first experiment is …”

5. Results S. 103-142

„… noted.The results of this experiment were unexpected, but they are plausible whenconsidering the design of …” „… diagonal line.In conclusion, Experiment 1 validates the general suitability of the exploredCNN …” „… of the VGG-19's abnormal training behaviorfrom Experiment 1 further affirmed the efficacy of …”

1. Introduction S. 1-10

„… promoting better oil wetting in cylinder liners.A precisely targeted design of the micro-topography can even …” „… allow for theintegration of new functionalities. To effectively design and utilize these …” „… comparison are described. This is followed by a detaileddescription of a series of experiments, designed to …”

doi.org/10.51202/9783959009225

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