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Interface Selection and Optimization of Weights using Artificial Neural Network in Heterogeneous Wireless Environment Cover

Interface Selection and Optimization of Weights using Artificial Neural Network in Heterogeneous Wireless Environment

By: Monika Rani and  Kiran Ahuja  
Open Access
|Dec 2023

Figures & Tables

Figure 1:

General structure of backpropagation.
General structure of backpropagation.

Figure 2:

Hierarchy of the system.
Hierarchy of the system.

Figure 3:

Weights for video application.
Weights for video application.

Figure 4:

Weights for audio application.
Weights for audio application.

Figure 5:

Weights for web browsing application.
Weights for web browsing application.

Figure 6:

Weights for data transfer application.
Weights for data transfer application.

Figure 7:

Network outputs for video application.
Network outputs for video application.

Figure 8:

Network outputs for audio application.
Network outputs for audio application.

Figure 9:

Network outputs for web browsing application.
Network outputs for web browsing application.

Figure 10:

Network outputs for data application.
Network outputs for data application.

Figure 11:

% Throughput for all networks.
% Throughput for all networks.

Figure 12:

Comparison with existing algorithm.
Comparison with existing algorithm.

Normalized weights for different applications

ApplicationDSLBWPLRJitterTotal
Video0.31010.16610.29120.05190.18081
Audio0.44270.28430.11270.06390.09641
Data transfer0.52320.19240.13310.11520.03611
Web browsing0.36860.37430.12420.08680.04611

Throughput of networks

NetworkObtained output (normalized values)/sDelivered output (normalized values)/s% Throughput
3G0.88170.952492.58
WLAN0.8960.96692.75
4G0.92430.95596.79
5G0.91820.98892.94

Parameters of different networks [24, 25]

NetworksNetwork download speed (Mbps)Latency (ms)BandwidthPLR (%)Jitter (ms)Target output (maximum download speed) Mbps
3G144 kbps–2 Mbps30–2000.1 Mbps–3 Mbps2–1010–303–7.2
WLAN1 Mbps–8 Mbps80–3002 Mbps–10 Mbps4–1530–80450–600
4G15 Mbps–90 Mbps20–150200 Mbps–1 Gbps4–2015–4020–200
5G150 Mbps–10 Gbps1–101 Gbps–10 Gbps0–1010–201000–10,000

Mean square error of available networks

NetworkMean Square Error
3G0.005272
WLAN0.00499
4G0.004527
5G0.008507
Language: English
Submitted on: May 31, 2023
|
Published on: Dec 15, 2023
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2023 Monika Rani, Kiran Ahuja, published by Professor Subhas Chandra Mukhopadhyay
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.