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  • QA1-939  (20)
  • machine learning
  • KIT Scientific Publishing  (25)
  • English  (25)
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  • 1
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    KIT Scientific Publishing | KIT Scientific Publishing
    Publication Date: 2024-04-14
    Description: In 2020, the annual joint workshop of the Fraunhofer IOSB and the Vision and Fusion Laboratory of the KIT was hosted at the IOSB in Karlsruhe. For a week from the 27th to the 31st July the doctoral students of both institutions presented extensive reports on the status of their research and discussed topics ranging from computer vision and optical metrology to network security, usage control and machine learning. The results and ideas presented at the workshop are collected in this book.
    Keywords: KI ; maschinelles Lernen ; computer vision ; usage control ; Metrologie ; machine learning ; metrology ; thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists
    Language: English
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  • 2
    Publication Date: 2024-04-11
    Description: The atrial substrate undergoes electrical and structural remodeling during atrial fibrillation. Detailed multiscale models were used to study the effect of structural remodeling induced at the cellular and tissue levels. Simulated electrograms were used to train a machine-learning algorithm to characterize the substrate. Also, wave propagation direction was tracked from unannotated electrograms. In conclusion, in silico experiments provide insight into electrograms' information of the substrate.
    Keywords: Vorhofflimmern ; Fibrose ; maschinelles Lernen ; Bidomain ; Modellierung des Herzens ; atrial fibrillation ; fibrosis ; machine learning ; bidomain ; cardiac modeling ; thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TH Energy technology and engineering::THR Electrical engineering
    Language: English
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  • 3
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    KIT Scientific Publishing | KIT Scientific Publishing
    Publication Date: 2024-03-30
    Description: In 2019 again, the annual joint workshop of the Fraunhofer IOSB and the Vision and Fusion Laboratory of the Karlsruhe Institute of Technology took place. The doctoral students of both institutions presented extensive reports on the status of their research and discussed topics ranging from computer vision and optical metrology to network security, usage control and machine learning. The results and ideas presented at the workshop are collected in this book in the form of technical reports.
    Keywords: usage control ; network security ; metrology ; machine vision ; machine learning ; Usage Control ; Netzwerksicherheit ; Messtechnik ; Machine Vision ; Maschinelles Lernen
    Language: English
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  • 4
    Publication Date: 2023-12-20
    Description: This work is about random measures stationary with respect to a possibly non-transitive group action. It contains chapters on Palm Theory, the Mass-Transport Principle and Ergodic Theory for such random measures. The thesis ends with discussions of several new models in Stochastic Geometry (Cox Delauney mosaics, isometry stationary random partitions on Riemannian manifolds). These make crucial use of the previously developed techniques and objects.
    Keywords: QA1-939 ; mass-transport principle ; Random measure ; ergodic theory ; Stochastic Geometry ; Palm theory ; bic Book Industry Communication::P Mathematics & science
    Language: English
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  • 5
    Publication Date: 2023-12-20
    Description: A ubiquitous challenge in many technical applications is to estimate an unknown state by means of data that stems from several, often heterogeneous sensor sources. In this book, information is interpreted stochastically, and techniques for the distributed processing of data are derived that minimize the error of estimates about the unknown state. Methods for the reconstruction of dependencies are proposed and novel approaches for the distributed processing of noisy data are developed.
    Keywords: QA1-939 ; Schätztheorie ; Kalman Filter ; estimation theory ; Sensornetze ; Verteilte SystemsData fusion ; distributed systems ; Datenfusion ; sensor networks ; Kalman filtering ; bic Book Industry Communication::P Mathematics & science
    Language: English
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  • 6
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    KIT Scientific Publishing
    Publication Date: 2023-12-20
    Description: This book examines Gaussian processes in both model-based reinforcement learning (RL) and inference in nonlinear dynamic systems.First, we introduce PILCO, a fully Bayesian approach for efficient RL in continuous-valued state and action spaces when no expert knowledge is available. PILCO takes model uncertainties consistently into account during long-term planning to reduce model bias. Second, we propose principled algorithms for robust filtering and smoothing in GP dynamic systems.
    Keywords: QA75.5-76.95 ; autonomous learning ; Gaussian processes ; control ; machine learning ; Bayesian inference ; bic Book Industry Communication::U Computing & information technology::UY Computer science
    Language: English
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  • 7
    Publication Date: 2023-12-20
    Description: In this work we derive upper Gaussian bounds for the heat kernel on locally symmetric spaces of non-compact type. Furthermore, we determine explicitly the Lp-spectrum of locally symmetric spaces M whose universal covering is a rank one symmetric space of non-compact type if either the fundamental group of M is small (in a certain sense) or if the fundamental group is arithmetic and M is non-compact.
    Keywords: QA1-939 ; Laplace-Beltrami-Operator ; Wärmeleitungskern ; Lokal symmetrischer Raum ; Spektrum ; bic Book Industry Communication::P Mathematics & science
    Language: English
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  • 8
    Publication Date: 2023-12-20
    Description: Based on Sperner's lemma the fixed point theorem of Brouwer is proved. Rather than presenting also other beautiful proofs of Brouwer's fixed point theorem, many nice applications are given in some detail. Also Schauder's fixed point theorem is presented which can be viewed as a natural generalization of Brouwer's fixed point theorem to an infinite-dimensional setting. Finally, Tarski's fixed point theorem is applied to differential equations in Banach spaces.
    Keywords: QA1-939 ; Banachräume ; Brouwer ; SchauderFixed points ; Fixpunkt ; Anwendungen ; Banach spaces ; verification methods ; bic Book Industry Communication::P Mathematics & science
    Language: English
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  • 9
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    KIT Scientific Publishing
    Publication Date: 2023-12-20
    Description: A translation surface is obtained by taking plane polygons and gluing their edges by translations. We ask which subgroups of the Veech group of a primitive translation surface can be realised via a translation covering. For many primitive surfaces we prove that partition stabilising congruence subgroups are the Veech group of a covering surface. We also address the coverings via their monodromy groups and present examples of cyclic coverings in short orbits, i.e. with large Veech groups.
    Keywords: QA1-939 ; cyclic covering ; monodromy group ; Kongruenzgruppe ; zyklische Überlagerung ; Translationsüberlagerung ; translation coveringVeechgruppe ; congruence subgroup ; Monodromiegruppe ; Veech group ; bic Book Industry Communication::P Mathematics & science
    Language: English
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  • 10
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    KIT Scientific Publishing
    Publication Date: 2023-12-20
    Description: The objective of this work is to develop models for the analysis of consolidated transport processes. With the discrete time queuing models developed for inventory and vehicle consolidation, in particular milkrun systems, a detailed performance evaluation of different design scenarios can be conducted faster than with simulation. Moreover, it is demonstrated how the models can be connected with each other in form of a network analysis, in order to analyze hub-and-spoke networks.
    Keywords: QA1-939 ; Consolidation ; Milkrun Concept ; Hub-and-Spoke Network ; Queueing Theory ; Stochastic ; Discrete Time Analysis ; bic Book Industry Communication::P Mathematics & science
    Language: English
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