Publications
Journal Papers:
A. Roy, U. Satija, "A Novel Multi-Head Self-Operational Neural Network Architecture for Chronic Obstructive Pulmonary Disease Detection Using Lung Sounds", in IEEE/ACM Transactions on Audio, Speech, and Language Processing (Impact factor: 5.4, Q1, h5 index: 69), vol. 32, pp. 2566-2575, 2024, doi: 10.1109/TASLP.2024.3393743. [Code]
A. Roy, U. Satija and S. Karmakar, "Pulmo-TS2ONN: A Novel Triple Scale Self Operational Neural Network for Pulmonary Disorder Detection Using Respiratory Sounds," in IEEE Transactions on Instrumentation and Measurement (Impact factor: 5.6, Q1, h5 index: 83), vol. 73, pp. 1-12, 2024, Art no. 6502812, doi: 10.1109/TIM.2024.3378206. [Code]
A. Roy, A. Thakur, and U. Satija, "VGAResNet: A Unified Visibility Graph Adjacency Matrix-Based Residual Network for Chronic Obstructive Pulmonary Disease Detection Using Lung Sounds," in IEEE Sensors Letters (Impact factor: 2.8, Q1, h5 index: 36), vol. 7, no. 11, pp. 1-4, Nov. 2023, Art no. 7006604, DOI: 10.1109/LSENS.2023.3326118 . [Code]
A. Roy and U. Satija, "RDLINet: A Novel Lightweight Inception Network for Respiratory Disease Classification Using Lung Sounds," in IEEE Transactions on Instrumentation and Measurement (Impact factor: 5.6, Q1, h5 index: 83), vol. 72, pp. 1-13, 2023, Art no. 4008813, DOI: 10.1109/TIM.2023.3292953. [Code]
A. Roy and U. Satija, "A Novel Melspectrogram Snippet Representation Learning Framework For Severity Detection of Chronic Obstructive Pulmonary Diseases," in IEEE Transactions on Instrumentation and Measurement (Impact factor: 5.6, Q1, h5 index: 83), vol. 72, pp. 1-11, 2023, Art no. 4003311, DOI: 10.1109/TIM.2023.3256468. [Code]
B. Roy, A. Roy, J. K. Chandra, and R. Gupta, "i-PRExT: Photoplethysmography Derived Respiration Signal Extraction and Respiratory Rate Tracking Using Neural Networks," in IEEE Transactions on Instrumentation and Measurement (Impact Factor: 5.6, Q1, h5 index: 83), vol. 70, pp. 1-9, 2021, Art no. 2504309, DOI: 10.1109/TIM.2020.3043506. [Code] [Suplimentary files]
Conference Papers:
A. Roy (*), U. Satija, "ILDNet: A Novel Deep Learning Framework for Interstitial Lung Disease Identification Using Respiratory Sounds", in 2024 International Conference on Signal Processing and Communications (SPCOM), IISc Bangalore, India, 2024. [Code] [Supplementary files]
S. P. Singh, A. Roy, U. Satija (*), "LoRaSONN: A Novel Self-Operational Neural Network Learning Framework for RF-Fingerprint Identification of LoRa Devices", in IEEE Wireless Communications and Networking Conference, Dubai, UAE, 2024. [Code] [Supplementary files]
A. Roy, U. Satija (*), "AsthmaSCELNet: A Lightweight Supervised Contrastive Embedding Learning Framework For Asthma Classification Using Lung Sounds", Proc. INTERSPEECH (Core-A*, h5 index: 107), Dublin, Ireland, 2023, 5431-5435, doi: 10.21437/Interspeech.2023-428. [Code] [Supplementary files]
A. Roy (*), U. Satija, "AsTFSONN: A Unified Framework Based on Time-Frequency Domain Self-Operational Neural Network for Asthmatic Lung Sound Classification ", 2023 IEEE 18th International Symposium on Medical Measurements and Applications MeMeA (h5 index: 19), Jeju Island, South Korea, 2023, pp. 1-6, doi: 10.1109/MeMeA57477.2023.10171911 . [Code] [Supplementary files]
A. Roy and U. Satija (*), "Automated Severity Detection of Chronic Obstructive Pulmonary Disease Using Lung Sounds," 2022 IEEE 19th India Council International Conference (INDICON) (h5 index: 19), Kochi, India, 2022, pp. 1-6, doi: 10.1109/INDICON56171.2022.10040031 . [Code] [Supplementary files]
(*) : Presenter
Preprints (Non-peer reviewed)
A. Roy, U. Satija (2022), "RDsLINet: A Novel Lightweight Inception Network For Respiratory Disease Classification Using Lung Sounds". TechRxiv. Preprint. https://doi.org/10.36227/techrxiv.21732272.v1
A. Roy, U. Satija (2022), "A Novel Melspectrogram Snippet Representation Learning Framework For Severity Detection of Chronic Obstructive Pulmonary Diseases." TechRxiv. Preprint. https://doi.org/10.36227/techrxiv.21758660.v1
Book Chapters:
Nil