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Feb 7, 2022 · Title:Network Calculus with Flow Prolongation -- A Feedforward FIFO Analysis enabled by ML ... Abstract:The derivation of upper bounds on data ...
We introduce DeepFP, an approach to make FP scale by predicting prolongations using machine learning. In our evaluation, we show that DeepFP can improve results ...
Feb 7, 2022 · In our evaluation, we show that DeepFP can improve results in FIFO networks considerably. Compared to the standard NC FIFO analysis, DeepFP ...
Network Calculus (NC) provides a modeling framework and different analyses for delay bounding. We investigate the analysis of feedforward ...
This repository contains the dataset used for the paper "Network Calculus with Flow Prolongation - A Feedforward FIFO Analysis enabled by ML" published in ...
Network Calculus with Flow Prolongation–A Feedforward FIFO Analysis enabled by ML. F Geyer, A Scheffler, S Bondorf. IEEE Transactions on Computers 72 (1), 97- ...
Jan 18, 2024 · Network calculus with flow prolongation - a feedforward FIFO analysis enabled by ML, IEEE Transactions on Computers. Fabien Geyer, Alexander ...
This new view is explicitly derived such that a shortcoming of the NC FIFO analysis is circumvented while delay bounds remain valid.
Apr 25, 2024 · Network Calculus With Flow Prolongation - A Feedforward FIFO Analysis Enabled by ML. IEEE Trans. Computers 72(1): 97-110 (2023); 2022. [c5].