Literature DB >> 33322391

Towards Continuous and Ambulatory Blood Pressure Monitoring: Methods for Efficient Data Acquisition for Pulse Transit Time Estimation.

Oludotun Ode1, Lara Orlandic2, Omer T Inan1.   

Abstract

We developed a prototype for measuring physiological data for pulse transit time (PTT) estimation that will be used for ambulatory blood pressure (BP) monitoring. The device is comprised of an embedded system with multimodal sensors that streams high-throughput data to a custom Android application. The primary focus of this paper is on the hardware-software codesign that we developed to address the challenges associated with reliably recording data over Bluetooth on a resource-constrained platform. In particular, we developed a lossless compression algorithm that is based on optimally selective Huffman coding and Huffman prefixed coding, which yields virtually identical compression ratios to the standard algorithm, but with a 67-99% reduction in the size of the compression tables. In addition, we developed a hybrid software-hardware flow control method to eliminate microcontroller (MCU) interrupt-latency related data loss when multi-byte packets are sent from the phone to the embedded system via a Bluetooth module at baud rates exceeding 115,200 bit/s. The empirical error rate obtained with the proposed method with the baud rate set to 460,800 bit/s was identically equal to 0%. Our robust and computationally efficient physiological data acquisition system will enable field experiments that will drive the development of novel algorithms for PTT-based continuous BP monitoring.

Entities:  

Keywords:  Huffman coding; UART flow control; blood pressure; compression; electrocardiogram; gyrocardiogram; photoplethysmogram; pulse transit time; seismocardiogram

Mesh:

Year:  2020        PMID: 33322391      PMCID: PMC7764444          DOI: 10.3390/s20247106

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  20 in total

1.  Pulse arrival time is not an adequate surrogate for pulse transit time as a marker of blood pressure.

Authors:  Guanqun Zhang; Mingwu Gao; Da Xu; N Bari Olivier; Ramakrishna Mukkamala
Journal:  J Appl Physiol (1985)       Date:  2011-09-29

2.  Calibration of the photoplethysmogram to arterial blood pressure: capabilities and limitations for continuous pressure monitoring.

Authors:  P Shaltis; A Reisner; H Asada
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2005

Review 3.  Ballistocardiography and seismocardiography: a review of recent advances.

Authors:  Omer T Inan; Pierre-Francois Migeotte; Kwang-Suk Park; Mozziyar Etemadi; Kouhyar Tavakolian; Ramon Casanella; John Zanetti; Jens Tank; Irina Funtova; G Kim Prisk; Marco Di Rienzo
Journal:  IEEE J Biomed Health Inform       Date:  2014-10-07       Impact factor: 5.772

4.  Adaptive Dictionary Reconstruction for Compressed Sensing of ECG Signals.

Authors:  Darren Craven; Brian McGinley; Liam Kilmartin; Martin Glavin; Edward Jones
Journal:  IEEE J Biomed Health Inform       Date:  2016-02-18       Impact factor: 5.772

5.  Continuous blood pressure measurement by using the pulse transit time: comparison to a cuff-based method.

Authors:  Heiko Gesche; Detlef Grosskurth; Gert Küchler; Andreas Patzak
Journal:  Eur J Appl Physiol       Date:  2011-05-10       Impact factor: 3.078

6.  Prevalence of hypertension in the US adult population. Results from the Third National Health and Nutrition Examination Survey, 1988-1991.

Authors:  V L Burt; P Whelton; E J Roccella; C Brown; J A Cutler; M Higgins; M J Horan; D Labarthe
Journal:  Hypertension       Date:  1995-03       Impact factor: 10.190

7.  Novel Wearable Seismocardiography and Machine Learning Algorithms Can Assess Clinical Status of Heart Failure Patients.

Authors:  Omer T Inan; Maziyar Baran Pouyan; Abdul Q Javaid; Sean Dowling; Mozziyar Etemadi; Alexis Dorier; J Alex Heller; A Ozan Bicen; Shuvo Roy; Teresa De Marco; Liviu Klein
Journal:  Circ Heart Fail       Date:  2018-01       Impact factor: 8.790

8.  Combined Seismo- and Gyro-Cardiography: A More Comprehensive Evaluation of Heart-Induced Chest Vibrations.

Authors:  Chenxi Yang; Negar Tavassolian
Journal:  IEEE J Biomed Health Inform       Date:  2017-10-20       Impact factor: 5.772

9.  Gyrocardiography: A New Non-invasive Monitoring Method for the Assessment of Cardiac Mechanics and the Estimation of Hemodynamic Variables.

Authors:  Mojtaba Jafari Tadi; Eero Lehtonen; Antti Saraste; Jarno Tuominen; Juho Koskinen; Mika Teräs; Juhani Airaksinen; Mikko Pänkäälä; Tero Koivisto
Journal:  Sci Rep       Date:  2017-07-28       Impact factor: 4.379

10.  Improving Remote Health Monitoring: A Low-Complexity ECG Compression Approach.

Authors:  Mohamed Elgendi; Abdulla Al-Ali; Amr Mohamed; Rabab Ward
Journal:  Diagnostics (Basel)       Date:  2018-01-16
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