| Full text | |
| Author(s): |
Abreu, Diego
;
Moura, David
;
Esteve Rothenberg, Christian
;
Abelem, Antonio
Total Authors: 4
|
| Document type: | Journal article |
| Source: | INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT; v. 35, n. 4, p. 20-pg., 2025-07-01. |
| Abstract | |
As the digital landscape becomes increasingly complex, traditional cybersecurity measures are struggling to keep pace with the growing sophistication of cyber threats. This escalating challenge calls for new, more robust solutions. In this context, quantum computing emerges as a powerful tool that can change our approach to network security. Our research addresses this by introducing QuantumNetSec, a novel intrusion detection system (IDS) that combines quantum and classical computing techniques. QuantumNetSec employs quantum machine learning (QML) personalized methodologies to analyze network patterns and detect malicious activities. Through detailed experimentation with publicly shared datasets, QuantumNetSec demonstrated superior performance in both binary and multiclass classification tasks. Our findings highlight the significant potential of quantum-enhanced cybersecurity solutions, showcasing QuantumNetSec's ability to accurately detect a wide range of cyber threats, paving the way for more resilient and effective IDSs in the age of quantum utility. (AU) | |
| FAPESP's process: | 20/04031-1 - Quantum internet routing protocols |
| Grantee: | Antonio Jorge Gomes Abelém |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 21/00199-8 - SMART NEtworks and ServiceS for 2030 (SMARTNESS) |
| Grantee: | Christian Rodolfo Esteve Rothenberg |
| Support Opportunities: | Research Grants - Applied Research Centers Program |
| FAPESP's process: | 23/00811-0 - EcoSustain: computer and data science for the environment |
| Grantee: | Antonio Jorge Gomes Abelém |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 18/23097-3 - SFI2: slicing future internet infrastructures |
| Grantee: | Tereza Cristina Melo de Brito Carvalho |
| Support Opportunities: | Research Projects - Thematic Grants |