KJCKorea
Journal Central

@article{ART002698448},
author={Heung Seok Jeon and Deayoung Na},
title={Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2021},
volume={26},
number={3},
pages={127-135},
doi={10.9708/jksci.2021.26.03.127}

TY - JOUR
AU - Heung Seok Jeon
AU - Deayoung Na
TI - Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors
JO - Journal of The Korea Society of Computer and Information
PY - 2021
VL - 26
IS - 3
PB - The Korean Society Of Computer And Information
SP - 127
EP - 135
SN - 1598-849X
AB - Raising large numbers of animals in very narrow environments such as laying hens house can be very damaged from small environmental change. Previously researched about laying hens sound analysis system has a problem for applying to the laying hens house because considering only the limited situation of laying hens house. In this paper, to solve the problem, we propose a new laying hens sound analysis model using MFCC feature vector. This model can detect 7 situations that occur in actual laying hens house through 9 kinds of laying hens sound analysis. As a result of the performance evaluation of the proposed laying hens sound analysis model, the average AUC was 0.93, which is about 43% higher than that of the frequency feature analysis method.
KW - laying hens;classification;MFCC;logistic regression;AUC
DO - 10.9708/jksci.2021.26.03.127
ER -

Heung Seok Jeon and Deayoung Na. (2021). Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors. Journal of The Korea Society of Computer and Information, 26(3), 127-135.

Heung Seok Jeon and Deayoung Na. 2021, "Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors", Journal of The Korea Society of Computer and Information, vol.26, no.3 pp.127-135. Available from: doi:10.9708/jksci.2021.26.03.127

Heung Seok Jeon, Deayoung Na "Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors" Journal of The Korea Society of Computer and Information 26.3 pp.127-135 (2021) : 127.

Heung Seok Jeon, Deayoung Na. Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors. 2021; 26(3), 127-135. Available from: doi:10.9708/jksci.2021.26.03.127

Heung Seok Jeon and Deayoung Na. "Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors" Journal of The Korea Society of Computer and Information 26, no.3 (2021) : 127-135.doi: 10.9708/jksci.2021.26.03.127

Heung Seok Jeon; Deayoung Na. Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors. Journal of The Korea Society of Computer and Information, 26(3), 127-135. doi: 10.9708/jksci.2021.26.03.127

Heung Seok Jeon; Deayoung Na. Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors. Journal of The Korea Society of Computer and Information. 2021; 26(3) 127-135. doi: 10.9708/jksci.2021.26.03.127

Heung Seok Jeon, Deayoung Na. Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors. 2021; 26(3), 127-135. Available from: doi:10.9708/jksci.2021.26.03.127

Heung Seok Jeon and Deayoung Na. "Real-time Laying Hens Sound Analysis System using MFCC Feature Vectors" Journal of The Korea Society of Computer and Information 26, no.3 (2021) : 127-135.doi: 10.9708/jksci.2021.26.03.127