Application of artificial intelligence to network forensics: Survey, challenges and future directions
Network forensics focuses on the identification and investigation of internal and external
network attacks, the reverse engineering of network protocols, and the uninstrumented …
network attacks, the reverse engineering of network protocols, and the uninstrumented …
Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning
With the development of networking technologies, global Internet traffic is constantly
increasing. Moreover, various traffic types associated with a variety of network services and …
increasing. Moreover, various traffic types associated with a variety of network services and …
Modeling and prediction of daily traffic patterns—WASK and SIX case study
The paper studies efficient modeling and prediction of daily traffic patterns in transport
telecommunication networks. The investigation is carried out using two historical datasets …
telecommunication networks. The investigation is carried out using two historical datasets …
On advantages of traffic prediction and grooming for provisioning of time-varying traffic in multilayer networks
The constantly increasing traffic volume triggers the fast development of new optimization
methods for backbone optical networks. Operators seek new ways to improve several …
methods for backbone optical networks. Operators seek new ways to improve several …
Link load prediction in an optical network with restoration mechanisms
Knowledge about the future link load is an essential issue for optical network operators,
especially in the case of network failure and the restoration of affected traffic. In this paper …
especially in the case of network failure and the restoration of affected traffic. In this paper …
On feature selection in short-term prediction of backbone optical network traffic
A Knapińska, K Półtorak, D Poręba… - … on Optical Network …, 2022 - ieeexplore.ieee.org
The knowledge about future traffic volumes is beneficial for the network operators in many
areas. Short-term forecasting of multiple traffic types helps with efficient resource utilization …
areas. Short-term forecasting of multiple traffic types helps with efficient resource utilization …
Traffic-aware dedicated path protection in elastic optical networks
R Goścień - 2022 12th International Workshop on Resilient …, 2022 - ieeexplore.ieee.org
The increasing popularity of telecommunication networks and their ubiquitous support for
our every-day activities impose their high performance and uninterrupted operation. It might …
our every-day activities impose their high performance and uninterrupted operation. It might …
Short-Term Network Traffic Prediction with Multilayer Perceptron
A Ganowicz, B Starosta, A Knapińska… - 2022 6th SLAAI …, 2022 - ieeexplore.ieee.org
The constantly increasing internet traffic and rising network requirements trigger fast
development and implementation of new networking architectures and technologies …
development and implementation of new networking architectures and technologies …
Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks
Relentless competition among communications ser-vice providers, increasing expectations
of users, and escalating variety of new applications and services trigger the need to develop …
of users, and escalating variety of new applications and services trigger the need to develop …
Multi-Step Internet Traffic Forecasting Models with Variable Forecast Horizons for Proactive Network Management
S Saha, A Haque, G Sidebottom - Sensors, 2024 - mdpi.com
The ISP (Internet Service Provider) industry relies heavily on internet traffic forecasting (ITF)
for long-term business strategy planning and proactive network management. Effective ITF …
for long-term business strategy planning and proactive network management. Effective ITF …