Respiratory diseases recognition through respiratory sound with the help of deep neural network

机译：在深度神经网络的帮助下通过呼吸声识别呼吸系统疾病

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Prediction of respiratory diseases such as COPD(Chronic obstructive pulmonary disease), URTI(upper respiratory tract infection), Bronchiectasis, Pneumonia, Bronchiolitis with the help of deep neural networks or deep learning. We have constructed a deep neural network model that takes in respiratory sound as input and classifies the condition of its respiratory system. It not only classifies among the above-mentioned disease but also classifies if a person’s respiratory system is healthy or not with higher accuracy and precision.

机译：借助深度神经网络或深度学习来预测呼吸系统疾病，例如COPD（慢性阻塞性肺疾病），URTI（上呼吸道感染），支气管扩张，肺炎，毛细支气管炎。我们构建了一个深层的神经网络模型，将呼吸声作为输入并对其呼吸系统的状况进行分类。它不仅可以对上述疾病进行分类，还可以以更高的准确度和精确度对人的呼吸系统是否健康进行分类。

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《International Conference on Computational Intelligence and Networks》|2020年|1-6|共6页
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Victor Basu; Srinibas Rana;
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Respiratory disease recognition; Deep neural network; GRU(Gated Recurrent Unit); sound data; data augmentation; feature extraction; classification;

机译：呼吸系统疾病识别;深层神经网络; GRU（门控循环单元）;声音数据;数据增强;特征提取;分类;

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专利

1. Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning [J] . Acharya Jyotibdha, Basu Arindam IEEE transactions on biomedical circuits and systems . 2020,第3期

机译：患者特定模型调谐的可穿戴设备中呼吸声分类的深神经网络
2. An alternative respiratory sounds classification system utilizing artificial neural networks [J] . Rami J Oweis, Enas W Abdulhay, Amer Khayal, Biomedical Journal . 2015,第2期

机译：利用人工神经网络的替代呼吸声分类系统
3. S1 and S2 Heart Sound Recognition Using Deep Neural Networks [J] . Tien-En Chen, Shih-I Yang, Li-Ting Ho, Biomedical Engineering, IEEE Transactions on . 2017,第2期

机译：使用深度神经网络的S1和S2心音识别
4. Respiratory diseases recognition through respiratory sound with the help of deep neural network [C] . Victor Basu, Srinibas Rana International Conference on Computational Intelligence and Networks . 2020

机译：呼吸系统疾病在深神经网络的帮助下通过呼吸声识别
5. Investigating the influences of nicotine, overheating and the inhibition of respiratory neurons on the dynamics of respiratory neural networks during maturation [D] . Akkurt, David 2009

机译：研究尼古丁，过热和呼吸神经元抑制对成熟过程中呼吸神经网络动力学的影响
6. Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification [O] . Srdjan Sladojevic, Marko Arsenovic, Andras Anderla, 2016

机译：基于深度神经网络的叶片图像分类识别植物病害
7. Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning [O] . Jyotibdha Acharya, Arindam Basu 2020

机译：患者特定模型调谐的可穿戴设备中呼吸声分类的深神经网络
8. Classification of Respiratory Sounds by Using An Artificial Neural Network. [R] . Sezgin, M. C., Dokur, Z., Olmez, T., 2001

机译：用人工神经网络分类呼吸音。

Respiratory diseases recognition through respiratory sound with the help of deep neural network

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