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Guzheng music culture popularization and the construction of the digital communication platform

  
27. Feb. 2025

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COVER HERUNTERLADEN

Figure 1.

Digital management module
Digital management module

Figure 1.

Generative model and discriminative model
Generative model and discriminative model

Figure 2.

Audio sound channel and its layout
Audio sound channel and its layout

Figure 3.

MFCC algorithm flow
MFCC algorithm flow

Figure 4.

Audio sampling diagram
Audio sampling diagram

Figure 5.

Sound channel system
Sound channel system

Figure 7.

Accuracy over time graph
Accuracy over time graph

Figure 8.

Loss plot over time
Loss plot over time

Confusion matrix graph

303 0 0 0 0 5 0 0 0 0
0 301 0 3 0 0 0 0 1 0
0 0 302 0 0 0 4 0 1 0
0 0 0 307 0 0 0 0 5 0
8 0 0 0 275 4 0 0 0 0
0 0 0 0 0 312 0 0 0 0
0 0 6 0 0 0 295 0 0 83
0 0 16 0 0 0 2 175 0 0
2 0 0 0 0 0 0 0 306 0
0 0 0 0 0 0 3 0 6 286

The recognition accuracy of the modified VGGNet is compared with that of simple MFCC

label Evaluate the accuracy of data in MFCC (%) Evaluate the accuracy of data in VGGNet (%)
Beach 82.5 91.6
Bus 83.1 97.4
Café 72.3 76.8
Car 85.1 96.1
City 79.7 93.0
Forest 78.6 93.9
Grocery 80.9 87.8
Home 77.3 77.4
Library 70.2 70.6
Metro 80.6 82.6
Office 81.6 86.1
Park 67.1 70.1
Residential 68.9 66.9
Train 78.7 82.7
Tram 85.8 89.1
Avg 78.2 85.8
Sprache:
Englisch
Zeitrahmen der Veröffentlichung:
1 Hefte pro Jahr
Fachgebiete der Zeitschrift:
Biologie, Biologie, andere, Mathematik, Angewandte Mathematik, Mathematik, Allgemeines, Physik, Physik, andere