Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 5 of 5 for “"distributed optimisation"”.
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Performance and stability in decentralised network systems with applications to distributed optimisation and power systems
… nonsmooth primal–dual algorithms used to solve distributed optimisation problems, showing that a set of performance-enhancing augmentations emerges as the optimal solutions to a network-wide cost functional that penalises deviations from optimality during algorithm transients. Part II turns to …
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Neural Network Training and Inversion with a Bregman Learning Framework
… thesis is at the training of DNNs. Built up on distributed optimisation approaches, this work contributes to both the learning problems and the inversion problems of DNNs. In particular, we propose a lifted Bregman learning framework that goes beyond the classical back-propagation approach, and …
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Asymptotic Behaviour and Derivation of Mean Field Models
… functions. This method is widely used in distributed optimisation over networks, for example in power systems and in rate control in communication networks. Chapter 3 gives an exact characterisation of the limiting solutions of the gradient method on the full space for arbitrary …
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Geometric methods in computational optimal transport and high-dimensional inference
… suggest promising directions for future work in distributed optimisation, robust estimation, and structured recovery problems.
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Distributed schemes for stability and optimality in power networks
… the need for the employment of highly distributed schemes in the control of generation and demand. Such schemes need to ensure the smooth and stable operation of the network. Furthermore, an issue of fairness among controllable loads needs to be considered, such that it is ensured that …