Data-driven mixed-Integer linear programming-based optimisation for efficient failure detection in large-scale distributed systems

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Btissam Er-Rahmadi, Tiejun Ma

Published: 2022, Last Modified: 01 Oct 2025Eur. J. Oper. Res. 2022EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A nonlinear optimisation model for high-performing probabilistic failure detectors.•Transformed nonlinear optimisation model to Mixed-Integer Linear Problem.•New self-optimised failure detector using network data and the model optimal solutions.•Design of a heuristic algorithm to efficiently tackle the scalability challenge.•Testbeds development on both the Amazon Cloud and a Cloud simulator for robust results.