Enhancing latency performance through intelligent bandwidth allocation decisions: a survey and comparative study of machine learning techniques

L Ruan, MPI Dias, E Wong - Journal of Optical Communications and …, 2020 - opg.optica.org
… to pre-empt the bandwidth allocation to newly arrived packets [29]. In … DBA schemes that
use statistical bandwidth prediction algorithms to estimate ${{\rm BW}_{\rm pred}}$ are effective

Proposed an efficient multilevel dynamic bandwidth allocation (M-DBA) scheme for FiWi networks

NH Abed, MJ AL-Dujaili, SA Abbas - Optical and Quantum Electronics, 2022 - Springer
… the best sleep mode planning system, which reduces energy … of delay and packet deliver
ratio is based on efficiency and … the delay performance and improving the throughput

[PDF][PDF] An intelligent dynamic bandwidth allocation method to support quality of service in internet of things

R Mohandas, DJ Aravindhar - International Journal of …, 2021 - pdfs.semanticscholar.org
algorithms focus only on throughput and delay, and are not connected to the bandwidth
planning … as Ideal Bandwidth usage, low delay (34 ms) and less packet loss (4%) and Increasing …

Strategic Bandwidth Allocation for QoS in IoT Gateway: Predicting Future Needs Based on IoT Device Habits

I Chakour, C Daoui, M Baslam, B Sainz-de-Abajo… - IEEE …, 2024 - ieeexplore.ieee.org
… online environment to forecast bandwidth allocation. Nevertheless, … model based DBA
method in reducing delays is firmly … of packet loss for each algorithm. PSA exhibits the highest …

An energy-efficient distributed dynamic bandwidth allocation algorithm for passive optical access networks

H Khalili, D Rincón, S Sallent, JR Piney - Sustainability, 2020 - mdpi.com
DBA (namely, a smaller packet delay compared to centralized DBAs, due to less time being
needed to allocate … For NG-ONUs, the authors introduced a sleep-period prediction scheme …

Dynamic bandwidth allocation algorithm based on extreme learning machine in passive optical networks

J Du, M Zhang, J Cai, H Zhang, F Wan - Optical Engineering, 2023 - spiedigitallibrary.org
… to predict the arrival of data packets at ONUs in the XGS-PON system, reducing processing
… It effectively reduces network delay and, compared with prediction models, such as GRU, …

An improved efficient bandwidth allocation using TCP connection for switched network

OI Khalaf, GM Abdulsahib - Journal of Applied Science and …, 2021 - jase.tku.edu.tw
Delayed Excess Planning (DES) is an efficient but comfortable bandwidth allocation and
planning … that grant bandwidth sizing has the highest package delay distribution. This article …

ANFIS-DBA: ANFIS Based Dynamic Bandwidth Allocation Scheme for Latency Driven Cost Effective Next Generation PON

E Inaty, G Akkad, M Maier - … Network and Service Management, 2024 - ieeexplore.ieee.org
bandwidth request scenarios, if the minimum delay constraint 𝑆 + 𝑜 is not met the OLT
schedules the final 𝐵 packet in … In addition, we are planning to generalize the ANFIS-DBA to take …

RNN based EPON dynamic bandwidth allocation algorithm for complex network

J Yu, Y Fu, F Xiao, H Jia, P Qin, Z Zhao… - Journal of Optical …, 2024 - degruyter.com
… this paper improves the latency and efficiency of both … packets within the waiting time is an
important issue for implementing the prediction-based dynamic bandwidth allocation algorithm

Dynamic Bandwidth Allocation Using Linear Regression Model in IOT with Machine Learning Techniques

Shekhar, G Bhandari, S Tyagi - Micro-Electronics and Telecommunication …, 2023 - Springer
… -demand prediction value obtained through the linear regression method used in artificial
intelligence-enabled bandwidth allocation … -to-end packet delay are proposed to be reduced by …