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Judith Kelner

Universidade Federal de Pernambuco (UFPE)

SCHOLARLY PAPERS

7

DOWNLOADS

461

TOTAL CITATIONS

0

Scholarly Papers (7)

A Machine Learning-Based Optimization for End-to-End Latency in Tsn Networks

Number of pages: 41 Posted: 23 May 2022
affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), affiliation not provided to SSRN, Ericsson Research, Universidade Federal de Pernambuco (UFPE) and Universidade Federal de Pernambuco (UFPE)
Downloads 86 (773,441)

Abstract:

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TSN, End-to-end latency, Network Optimization, ULL

A Machine Learning-Based Optimization for End-to-End Latency in Tsn Networks

Number of pages: 41 Posted: 23 May 2022
affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), affiliation not provided to SSRN, Ericsson Research, Universidade Federal de Pernambuco (UFPE) and Universidade Federal de Pernambuco (UFPE)
Downloads 79 (819,435)

Abstract:

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TSN, End-to-end latency, Network Optimization, ULL

2.

A Reinforcement Learning-Based Approach for Availability-Aware Service Function Chain Placement in Large-Scale Networks

Number of pages: 17 Posted: 16 Mar 2022
affiliation not provided to SSRN, affiliation not provided to SSRN, Irish Centre for Cloud Computing and Commerce, Universidade Federal de Pernambuco (UFPE) and Universidade Federal de Pernambuco (UFPE)
Downloads 105 (664,543)

Abstract:

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Reinforcement Learning, Service Function Chain, Proximal Policy Optimization, Virtual Network Function, Network
function virtualization, NVF Placement

3.

A Data-Driven Model for the Optimization of Energy Consumption of an Industrial Production Boiler in a Fiber Plant

Number of pages: 25 Posted: 30 May 2022
Universidade Federal de Pernambuco (UFPE), affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE) and affiliation not provided to SSRN
Downloads 64 (924,743)

Abstract:

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Data-driven model, Machine learning, decision trees, Optimization, energy saving, industry

4.

Data Analysis of an Experimental Cloud Virtualization Scenario Using Machine Learning Methods

Number of pages: 14 Posted: 28 Apr 2022
Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE) and Universidade Federal de Pernambuco (UFPE)
Downloads 44 (1,133,231)

Abstract:

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data analysis, virtualization, cloud computing, computer networks, network performance measurements

5.

A Multiagent Architecture for Industrial Internet of Things Safety Applications

Number of pages: 60 Posted: 10 Jul 2024
affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE) and affiliation not provided to SSRN
Downloads 30 (1,318,317)

Abstract:

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Multi-Agent Systems, Internet of Things, Industrial Internet of Things, Industry 4.0, risk assessment

6.

Comparative Analysis of Tsn Simulation and a Real-World Deployment: A Study of End-to-End Latency and Performance

Number of pages: 27 Posted: 20 Jun 2025
affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE) and Universidade Federal de Pernambuco (UFPE)
Downloads 29 (1,332,057)

Abstract:

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Time-Sensitive Networks, Network Latency, TSN Simulation, Virtualization

7.

A Lightweight Digital Twin for Credit-Based Shaper Optimization in Time-Sensitive Networks Using Graph Neural Networks and Reinforcement Learning

Number of pages: 50 Posted: 14 Mar 2026
affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE), Universidade Federal de Pernambuco (UFPE) and Universidade Federal de Pernambuco (UFPE)
Downloads 24 (1,411,822)

Abstract:

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Time-Sensitive Networks, Graph Neural Networks, Reinforcement
Learning, Optimization