Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

SDN-enabled FiWi-IoT smart environment network traffic classification using supervised ML models

E Ganesan, IS Hwang, AT Liem, MS Ab-Rahman - Photonics, 2021 - mdpi.com
Due to the rapid growth of the Internet of Things (IoT), applications such as the Augmented
Reality (AR)/Virtual Reality (VR), higher resolution media stream, automatic vehicle driving …

QoS-aware multicast for crowdsourced 360 live streaming in SDN aided NG-EPON

E Ganesan, AT Liem, IS Hwang - IEEE Access, 2022 - ieeexplore.ieee.org
The IEEE 802.3 ca Task Force group has recently approved the standardization of the next-
generation Ethernet passive optical network (NG-EPON) to satisfy future bandwidth …

LSTM-based DWBA prediction for tactile applications in optical access network

E Ganesan, AT Liem, IS Hwang, MS Ab-Rahman… - Photonics, 2022 - mdpi.com
Historically, the optical access network (OAN) plays a crucial role of supporting emerging
new services such as 4 k, 8 k multimedia streaming, telesurgery, augmented reality (AR) …

Customer Edge Downstream Detection for Automatic Restoration Scheme in FTTH-PON Distribution Network

MS Ab-Rahman, ZA Manaf, IH Kaharudin, IS Hwang - Photonics, 2022 - mdpi.com
Fiber-to-the-home (FTTH) networks are seen as the most future-proof technology to offer
increasing bandwidth to customers. By utilizing passive optical network (PON) technology …

Enhancing energy efficiency of the doze mode mechanism in ethernet passive optical networks using support vector regression

CZ Yang, MA Lotfolahi, IS Hwang, MS Ab-Rahman… - Photonics, 2022 - mdpi.com
An Ethernet passive optical network (EPON) is an optical access network that allows a
higher data rate with low power consumption. To improve energy savings for an EPON, the …

Parameter Optimization for Modulation-Enhanced External Cavity Resonant Frequency in Fiber Fault Detection

X Li, M Zhang, H Guo, Z Shi, Y Guo, T Zhao, A Wang - Photonics, 2023 - mdpi.com
Fiber fault detection is crucial for maintaining the quality of optical communication, especially
in well-established optical access networks with extended distances and a growing number …

Green Technology Solution for Small-World Communication Using Plastic Optical Fiber (POF) and Light Emitting Diode (LED)—Design and Application

MS Ab-Rahman, H Safnal, IH Kaharudin, IS Hwang - Sustainability, 2022 - mdpi.com
Plastic optical fiber (POF) has become a dominant technology, with potential to be fully
utilized in a small-world communication system because it has many advantages over …

5G-enabled multicast for scalable video streaming in software-defined NG-EPON

E Ganesan, IS Hwang, AT Liem - … International Symposium on …, 2021 - ieeexplore.ieee.org
Currently, the global pandemic situation threat that drove people to work or stay at home
consequently increased the use of multimedia streaming and caused a huge growth in …

Resource Allocation for Cloud Wireless Access Networks Based on Distributed Task Scheduling Algorithms

B Wu - … International Conference on Integrated Intelligence and …, 2023 - ieeexplore.ieee.org
In order to effectively improve the performance of distributed platform, its resource
scheduling method needs to be studied thoroughly and diligently. In the process of …