Comprehensive performance analysis of dynamic bandwidth allocation schemes for XG-PON system

Garima, .; Jha, Vivekanand; Singh, Rakesh

doi:10.1016/j.osn.2022.100711

Cited by 4 publications

(2 citation statements)

References 24 publications

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“…In this approach, the IoT gateway strives to predict ODEM BW by utilizing the requested bandwidth (REQ BW ) information obtained from REPORT messages. Traditionally, in this prediction process, various statistical techniques such as constant credit and linear credit [3], arithmetic averaging [4], exponential smoothing [5], and Bayesian estimation [6] have been employed to estimate ODEM BW . Subsequently, the IoT gateway assigns bandwidth, typically min {ODEM BW , M AX BW }, to IoT devices during the ensuing polling cycle, where M AX BW represents the maximum allocatable bandwidth determined by the IoT gateway.…”

Section: A Pdba For Heterogeneous Iot Devicesmentioning

confidence: 99%

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

Chakour,

Daoui,

Baslam

et al. 2024

IEEE Access

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The Internet of Things (IoT) is evolving, driven by the increasing demand for bandwidth. A key focus is on minimizing communication delays. This paper introduces a new solution called Predictive Dynamic Bandwidth Allocation (PDBA), using adaptive predictive algorithms in the IoT context. The approach involves predicting resource needs and network conditions, allowing for efficient bandwidth allocation. The PDBA framework uses advanced predictive algorithms to foresee bandwidth requirements for IoT devices at specific intervals, contributing to low communication latency-crucial for responsive IoT applications.To handle dynamic changes in the IoT environment, like device connectivity fluctuations during sleep mode transitions, our framework incorporates a dynamic perceptual algorithm inspired by reinforcement learning principles. This real-time adaptation mitigates the impact of environmental fluctuations, ensuring consistently low latency. Simulations across various IoT scenarios demonstrate the PDBA framework's effectiveness. The adaptive predictive algorithm significantly improves latency by nearly 10%, reduces packet loss to 6.8%, and increases throughput to 94.2% compared to traditional methods, with notably lower computing times of 0.69 seconds. These results underscore PDBA's potential to enhance Quality of Service (QoS) in IoT networks. The article provides a comprehensive examination of the PDBA framework's components, its seamless integration into the IoT environment, and its substantial role in optimizing communication performance within IoT networks.

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Section: A Pdba For Heterogeneous Iot Devicesmentioning

confidence: 99%

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

Chakour,

Daoui,

Baslam

et al. 2024

IEEE Access

View full text Add to dashboard Cite

show abstract

“…With a variety of applications that can be accessed through computer networks and the large number of network users, the need for Bandwidth is important to ensure that all computer network users have a fair share (Jha & Singh, 2022).…”

Section: Literature Review 21 Computer Networkmentioning

confidence: 99%

Analysis And Implementation of Simple Queue and Queue Tree Methods For Optimizing Bandwitdh Management

Nasution

Rahim²,

Alfarizzi

2022

JAETS

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This study analyzes the Simple Queue method with Queue tree using a Mikrotik Router to perform Bandwidth management. Both of these methods will be tested using the parameters of Quality of Services ( QOS ), namely throughput, delay, jitter and packet loss. The results of the analysis of the Quality of Services will be compared with weighting based on the TIPHON standard, then the results of the analysis will be tested using the wireshark application . The results of the analysis of these two methods, the Simple Queue method is more suitable because it gets a higher value based on the TIPHON standard. Therefore it is recommended to use Bandwidth management using the Simple Queue method

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Enhanced passive optical network system-based VCSEL and PSK electrical modulator for 5th generation

Yousif,

Jalal,

Al-Mukhtar

2024

Wireless Netw

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Comprehensive performance analysis of dynamic bandwidth allocation schemes for XG-PON system

Cited by 4 publications

References 24 publications

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

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

Analysis And Implementation of Simple Queue and Queue Tree Methods For Optimizing Bandwitdh Management

Enhanced passive optical network system-based VCSEL and PSK electrical modulator for 5th generation

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