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- W2786013753 abstract "Graphs are one of the most used abstractions in many knowledge fields because of the easy and flexibility by which graphs can represent relationships between objects. The pervasiveness of graphs in many disciplines means that huge amountsof data are available in graph form, allowing many opportunities for the extraction of useful structure from these graphs in order to produce insight into the data.In this thesis we introduce a series of techniques to resolve well-known challenges in the areas of digital circuit design and process mining. The underlying idea that ties all the approaches together is discovering structures in graphs. We show how many problems of practical importance in these areas can be solved utilizing both common and novel structure mining approaches.In the area of digital circuit design, this thesis proposes automatically discovering frequent, repetitive structures in a circuit netlist in order to improve the quality of physical planning. These structures can be used during floorplanning to produce regular designs, which are known to be highly efficient and economical. At the same time, detecting these repeating structures can exponentially reduce the total design time.The second focus of this thesis is in the area of the visualization of process models. Process mining is a recent area of research which centers on studying the behavior of real-life systems and their interactions with the environment. Complicated process models, however, hamper this goal. By discovering the important structures in these models, we propose a series of methods that can derive visualization-friendly process models with minimal loss in accuracy.In addition, and combining the areas of circuit design and process mining, this thesis opens the area of specification mining in asynchronous circuits. Instead of the usual design flow, which involves synthesizing circuits fromspecifications, our proposal discovers specifications from implemented circuits. This area allows for many opportunities for verification and re-synthesis of asynchronous circuits.The proposed methods have been tested using real-life benchmarks, and the quality of the results compared to the state-of-the-art." @default.
- W2786013753 created "2018-02-23" @default.
- W2786013753 creator A5047091173 @default.
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- W2786013753 date "2017-10-27" @default.
- W2786013753 modified "2023-09-23" @default.
- W2786013753 title "Structure discovery techniques for circuit design and process model visualization" @default.
- W2786013753 hasPublicationYear "2017" @default.
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