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@psharma15
psharma15 authored Jan 5, 2024
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## Projects
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* **Respiratory Volume (RV), Respiratory Rate (RR) Estimation and Apnea Detection [[2](https://doi.org/10.1109/EMBC.2019.8857870), [5](https://www.nature.com/articles/s41746-020-0307-6)]**
* **Respiratory Volume (RV), Respiratory Rate (RR) Estimation and Apnea Detection [[1](https://doi.org/10.1109/EMBC.2019.8857870), [2](https://www.nature.com/articles/s41746-020-0307-6)]**
- Performed 30-subject data collection and analysis with various postures and different simulated breathing conditions, coughing, and speaking.
- Used LabView interface to provide prompts to users for each task.
- One NCS sensor near xiphoid process is used for detecting central sleep apnea (CSA) and observing respiratory-disordered breathing like Cheyne-Stokes, Biot's, Ataxic and Kussmaul breathing.
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</p>


* **Attention Detection: User attention Detection with NCS Signal-based Heart Rate and Respiratory Rate Variation [[11](https://doi.org/10.3390/s22208047)]**
* **Attention Detection: User attention Detection with NCS Signal-based Heart Rate and Respiratory Rate Variation [[3](https://doi.org/10.3390/s22208047)]**
* 30 Human subjects performed a Mackworth clock test while wearing RF-NCS sensor to detect attention and vigilance.
* Used Heart Rate variability and Respiratory Rate Variability features to detect relaxed vs attention states.
* Observed performances with Leave-one-subject-out vs same-subject training.

* **Motion detection in sleep [[1](https://doi.org/10.1109/MWSYM.2018.8439216)]**
* **Motion detection in sleep [[4](https://doi.org/10.1109/MWSYM.2018.8439216)]**
<p align="center">
<img width="450" src="./Figure/sleepSetup1.jpg">
</p>
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## Publications
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1. **P. Sharma** and E. C. Kan, “Sleep scoring with a UHF RFID tag by near field coherent sensing,” in _IEEE MTT-S Int. Microw. Symp. Dig._, 2018, pp. 1419–1422. [Link](https://doi.org/10.1109/MWSYM.2018.8439216)
2. **P. Sharma**, X. Hui and E. C. Kan, "A wearable RF sensor for monitoring respiratory patterns," in _IEEE Engineering in Medicine and Biology Society (EMBC)_, 2019. [Link](https://doi.org/10.1109/EMBC.2019.8857870)
3. X. Hui and E. C. Kan, “Monitoring vital signs over multiplexed radio by near-field coherent sensing,” _Nat. Electron._, vol. 1, pp. 74–78, 2018. [Link](https://www.nature.com/articles/s41928-017-0001-0)
4. X. Hui, **P. Sharma** and E. C. Kan, "Microwave Stethoscope for Heart Sound by Near-Field Coherent Sensing," in _IEEE MTT-S International Microwave Symposium (IMS)_, Boston, MA, June 2 - 7, 2019. [Link](https://doi.org/10.1109/MWSYM.2019.8700904)
5. **P. Sharma**, X. Hui, J. Zhou, T. B. Conroy, E. C. Kan, “Wearable Radio Frequency Sensor for Respiratory Rate, Respiratory Volume and Heart Rate Monitoring,” in _Nature Partner Journal (npj) Digital Medicine_, 2020. [Link](https://www.nature.com/articles/s41746-020-0307-6)
6. J. Zhou, **P. Sharma**, X. Hui, E. C. Kan, "A Wireless Wearable RF Sensor for Brumation Study of Chelonians," in _IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology_, 2020. [Link](https://doi.org/10.1109/JERM.2020.2998761)
7. Z. Zhang, **P. Sharma**, J. Zhou, X. Hui, E. C. Kan, "Furniture-Integrated Respiration Sensors by Notched Transmission Lines," in _IEEE Sensors Journal_, 2020. [Link](https://doi.org/10.1109/JSEN.2020.3028970)
8. Z. Zhang, **P. Sharma**, T. B. Conroy, V. Phongtankuel, E. C. Kan, "Objective Scoring of Physiologically Induced Dyspnea by Non-invasive RF Sensors," in _IEEE Transactions on Biomedical Engineering_, 2021. [Link](https://doi.org/10.1109/TBME.2021.3096462)
9. X. Hui, J. Zhou, **P. Sharma**, T. B. Conroy, Z. Zhang, E. C. Kan, "Wearable RF Near-Field Cough Monitoring by Frequency-Time Deep Learning," in _IEEE Transactions on Biomedical Circuits and Systems_, 2021. [Link](https://doi.org/10.1109/TBCAS.2021.3099865)
10. T. B. Conroy, X. Hui, **P. Sharma**, E. C. Kan, "Heart ID: Biometric Identification Using Wearable MIMO RF Heart Sensors," in _IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology_, 2022. [Link](https://doi.org/10.1109/JERM.2022.3223034)
11. **P. Sharma**, Z. Zhang, T. B. Conroy, X. Hui, E. C. Kan, "Attention Detection by Heartbeat and Respiratory Features from Radio-Frequency Sensor," in _Sensors_, 2022. [Link](https://doi.org/10.3390/s22208047)
* **P. Sharma**, X. Hui, J. Zhou, T. B. Conroy, E. C. Kan, “Wearable Radio Frequency Sensor for Respiratory Rate, Respiratory Volume and Heart Rate Monitoring,” in _Nature Partner Journal (npj) Digital Medicine_, 2020. [Link](https://www.nature.com/articles/s41746-020-0307-6)
* **P. Sharma**, X. Hui and E. C. Kan, "A wearable RF sensor for monitoring respiratory patterns," in _IEEE Engineering in Medicine and Biology Society (EMBC)_, 2019. [Link](https://doi.org/10.1109/EMBC.2019.8857870)
* **P. Sharma**, Z. Zhang, T. B. Conroy, X. Hui, E. C. Kan, "Attention Detection by Heartbeat and Respiratory Features from Radio-Frequency Sensor," in _Sensors_, 2022. [Link](https://doi.org/10.3390/s22208047)
* **P. Sharma** and E. C. Kan, “Sleep scoring with a UHF RFID tag by near field coherent sensing,” in _IEEE MTT-S Int. Microw. Symp. Dig._, 2018, pp. 1419–1422. [Link](https://doi.org/10.1109/MWSYM.2018.8439216)
* X. Hui and E. C. Kan, “Monitoring vital signs over multiplexed radio by near-field coherent sensing,” _Nat. Electron._, vol. 1, pp. 74–78, 2018. [Link](https://www.nature.com/articles/s41928-017-0001-0)
* X. Hui, **P. Sharma** and E. C. Kan, "Microwave Stethoscope for Heart Sound by Near-Field Coherent Sensing," in _IEEE MTT-S International Microwave Symposium (IMS)_, Boston, MA, June 2 - 7, 2019. [Link](https://doi.org/10.1109/MWSYM.2019.8700904)
* J. Zhou, **P. Sharma**, X. Hui, E. C. Kan, "A Wireless Wearable RF Sensor for Brumation Study of Chelonians," in _IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology_, 2020. [Link](https://doi.org/10.1109/JERM.2020.2998761)
* Z. Zhang, **P. Sharma**, J. Zhou, X. Hui, E. C. Kan, "Furniture-Integrated Respiration Sensors by Notched Transmission Lines," in _IEEE Sensors Journal_, 2020. [Link](https://doi.org/10.1109/JSEN.2020.3028970)
* Z. Zhang, **P. Sharma**, T. B. Conroy, V. Phongtankuel, E. C. Kan, "Objective Scoring of Physiologically Induced Dyspnea by Non-invasive RF Sensors," in _IEEE Transactions on Biomedical Engineering_, 2021. [Link](https://doi.org/10.1109/TBME.2021.3096462)
* X. Hui, J. Zhou, **P. Sharma**, T. B. Conroy, Z. Zhang, E. C. Kan, "Wearable RF Near-Field Cough Monitoring by Frequency-Time Deep Learning," in _IEEE Transactions on Biomedical Circuits and Systems_, 2021. [Link](https://doi.org/10.1109/TBCAS.2021.3099865)
* T. B. Conroy, X. Hui, **P. Sharma**, E. C. Kan, "Heart ID: Biometric Identification Using Wearable MIMO RF Heart Sensors," in _IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology_, 2022. [Link](https://doi.org/10.1109/JERM.2022.3223034)



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