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Pallab Dasgupta

    Multiobjective heuristic search
    A Roadmap for Formal Property Verification
    • Focusing on the integration of formal property verification (FPV) into design processes, this book addresses critical questions about property writing and tool capacity challenges. It provides a structured roadmap for incorporating FPV into traditional validation workflows, making the technology accessible through straightforward examples. Readers can engage with the content without prior knowledge of formal methods, ensuring a broad audience can benefit from its insights into enhancing design verification practices.

      A Roadmap for Formal Property Verification
    • Multiobjective heuristic search

      An Introduction to intelligent Search Methods for Multicriteria Optimization

      • 134 Seiten
      • 5 Lesestunden

      A large number of problems require optimizing multiple criteria, which are often non-commensurate and sometimes conflicting, complicating the optimization task. Creating a combined optimization function can be challenging, and the sensitivity of the solution space can impact the decision-making process, with trade-offs frequently being non-linear. In practice, we typically address these issues by proposing several non-dominated solutions instead of just one. This approach is particularly beneficial in multistage optimization problems, where solutions from one stage inform the next. A classic example is circuit design, where high-level synthesis, logic synthesis, and layout synthesis represent critical stages of optimization. Transferring a set of non-dominated partial solutions between stages usually leads to improved global optimization. This work introduces a novel method for multi-criteria optimization utilizing heuristic search techniques. Traditional multicriteria optimization methods depend on single criteria optimization algorithms, requiring either the optimization of one criterion at a time (with constraints on others) or a single scalar combined optimization function. In contrast, the multiobjective search approach assigns each optimization criterion to a distinct dimension of a vector-valued cost structure.

      Multiobjective heuristic search