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A Data Analysis platform for high altitude bio monitoring using DEVOPS principles and time series machine learning

Author

Listed:
  • Felix Constantin Adochiei

    (Faculty of Electrical Engineering, University Politehnica of Bucharest, Bucharest, Romania)

  • Radu Ciucu

    (Faculty of Electrical Engineering, University Politehnica of Bucharest, Bucharest, Romania)

  • Ioana Raluca Adochiei

    (Department of Aircraft Integrated Systems and Mechanics, Military Technical Academy “Ferdinand I” Bucharest, Bucharest, Romania)

  • Florin Ciprian Argatu

    (Faculty of Electrical Engineering, University Politehnica of Bucharest, Bucharest, Romania)

  • CiprianMarius Larco

    (Department of Aircraft Integrated Systems and Mechanics, Military Technical Academy “Ferdinand I” Bucharest, Bucharest, Romania)

  • Miron Casian

    (Faculty of Automatic Control and Computer Engineering,"Gheorghe Asachi” Technical University of Iasi, Ias?i, Romania)

Abstract

In this paper we propose a software platform for correlating real-time physiological data using microservices and time series analysis with machine learning. We use a devops type architecture with multiple containers governing specific aspects of our platform. In order to run the analytics and correlation protocol several microservices had been designed to orchestrate and process multiple data streams in real time. The data ingested by our platform is provided in an intuitive data visualization interface that binds together digital elevation models and geospatial data with the blood oxygen saturation and heart rate of a subject. The platform provides an accurate representation of a subjects physical performance in high altitude/low oxygen environments.

Suggested Citation

  • Felix Constantin Adochiei & Radu Ciucu & Ioana Raluca Adochiei & Florin Ciprian Argatu & CiprianMarius Larco & Miron Casian, 2019. "A Data Analysis platform for high altitude bio monitoring using DEVOPS principles and time series machine learning," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 5(1), pages 18-24.
    • Handle: RePEc:apb:jaterr:2019:p:18-24
    DOI: 10.20474/jater-5.1.2
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    1. Teerawate Limgomonvilas, 2017. "Prediction for Nonthaburi Urban Parks by Integrated Geo-Informatics Techniques," International Journal of Technology and Engineering Studies, PROF.IR.DR.Mohid Jailani Mohd Nor, vol. 3(1), pages 20-28.
    2. Cheng Mei Tung, 2018. "Vertical integration for smart manufacturing-The dynamic capability perspective," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 4(2), pages 70-78.
    3. Christine Lourrine S. Tablatin & Frederick F. Patacsil & Paulo V. Cenas, 2016. "Design and development of an information technology fundamentals multimedia courseware for dynamic learning environment," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 2(6), pages 202-210.
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