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An Integrated Sensor Data Logging, Survey, and Analytics Platform for Field Research and Its Application in HAPIN, a Multi-Center Household Energy Intervention Trial

Author

Listed:
  • Daniel Lawrence Wilson

    (Geocene Inc, Vallejo, CA 94590, USA
    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA)

  • Kendra N. Williams

    (Division of Pulmonary and Critical Care Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD 21287, USA
    Center for Global Non-Communicable Disease Research and Training, Johns Hopkins University, Baltimore, MD 21287, USA)

  • Ajay Pillarisetti

    (Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA 30306, USA
    HAPIN Investigators: Vigneswari Aravindalochanan, Kalpana Balakrishnan, Dana Boyd Barr, Vanessa Burrowes, Devan Campbell, Julia McPeek Campbell, Eduardo Canuz, Adly Castañaza, Howard Chang, William Checkley, Yunyun Chen, Marilú Chiang, Maggie L. Clark, Thomas Clasen, Rachel Craik, Mary Crocker, Victor Davila-Roman, Lisa de las Fuentes, Oscar De Léon, Anaité Diaz-Artiga, Ephrem Dusabimana, Lisa Elon, Juan Gabriel Espinoza, Irma Sayury Pineda Fuentes, Sarada Garg, Dina Goodman, Savannah Gupton, Meghan Hardison, Stella Hartinger, Steven A. Harvey, Mayari Hengstermann, Phabiola Herrera, Shakir Hossen, Penelope Howards, Lindsay Jaacks, Shirin Jabbarzadeh, Michael A. Johnson, Abigail Jones, Katherine Kearns, Miles Kirby, Jacob Kremer, Margaret Laws, Jiawen Liao, Amy Lovvorn, Fiona Majorin, Eric McCollum, John McCracken, Rachel Meyers, J. Jaime Miranda, Erick Mollinedo, Lawrence Moulton, Krishnendu Mukhopadhyay, Luke Naeher, Abidan Nambajimana, Florien Ndagijimana, Azhar Nizam, Jean de Dieu Ntivuguruzwa, Aris Papageorghiou, Jennifer Peel, Ricardo Piedrahita, Ajay Pillarisetti, Naveen Puttaswamy, Elisa Puzzolo, Ashlinn Quinn, Sarah Rajkumar, Usha Ramakrishnan, Davis Reardon, Ghislaine Rosa, Joshua Rosenthal, P. Barry Ryan, Zoe Sakas, Sankar Sambandam, Jeremy Sarnat, Suzanne Simkovich, Sheela S. Sinharoy, Kirk R. Smith, Kyle Steenland, Damien Swearing, Gurusamy Thangavel, Lisa M. Thompson, Ashley Toenjes, Lindsay Underhill, Jean Damascene Uwizeyimana, Viviane Valdes, Amit Verma, Lance Waller, Megan Warnock, Kendra Williams, Wenlu Ye, Bonnie Young.)

Abstract

Researchers rely on sensor-derived data to gain insights on numerous human behaviors and environmental characteristics. While commercially available data-logging sensors can be deployed for a range of measurements, there have been limited resources for integrated hardware, software, and analysis platforms targeting field researcher use cases. In this paper, we describe Geocene, an integrated sensor data logging, survey, and analytics platform for field research. We provide an example of Geocene’s ongoing use in the Household Air Pollution Intervention Network (HAPIN). HAPIN is a large, multi-center, randomized controlled trial evaluating the impacts of a clean cooking fuel and stove intervention in Guatemala, India, Peru, and Rwanda. The platform includes Bluetooth-enabled, data-logging temperature sensors; a mobile application to survey participants, provision sensors, download sensor data, and tag sensor missions with metadata; and a cloud-based application for data warehousing, visualization, and analysis. Our experience deploying the Geocene platform within HAPIN suggests that the platform may have broad applicability to facilitate sensor-based monitoring and evaluation efforts and projects. This data platform can unmask heterogeneity in study participant behavior by using sensors that capture both compliance with and utilization of the intervention. Platforms like this could help researchers measure adoption of technology, collect more robust intervention and covariate data, and improve study design and impact assessments.

Suggested Citation

  • Daniel Lawrence Wilson & Kendra N. Williams & Ajay Pillarisetti, 2020. "An Integrated Sensor Data Logging, Survey, and Analytics Platform for Field Research and Its Application in HAPIN, a Multi-Center Household Energy Intervention Trial," Sustainability, MDPI, vol. 12(5), pages 1-15, February.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:5:p:1805-:d:326178
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    References listed on IDEAS

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    1. Kipf, Andreas & Brunette, Waylon & Kellerstrass, Jordan & Podolsky, Matthew & Rosa, Javier & Sundt, Mitchell & Wilson, Daniel & Borriello, Gaetano & Brewer, Eric & Thomas, Evan, 2016. "A proposed integrated data collection, analysis and sharing platform for impact evaluation," Development Engineering, Elsevier, vol. 1(C), pages 36-44.
    2. Daniel L Wilson & Jeremy R Coyle & Evan A Thomas, 2017. "Ensemble machine learning and forecasting can achieve 99% uptime for rural handpumps," PLOS ONE, Public Library of Science, vol. 12(11), pages 1-13, November.
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    Cited by:

    1. Shupler, Matthew & O'Keefe, Mark & Puzzolo, Elisa & Nix, Emily & Anderson de Cuevas, Rachel & Mwitari, James & Gohole, Arthur & Sang, Edna & Čukić, Iva & Menya, Diana & Pope, Daniel, 2021. "Pay-as-you-go liquefied petroleum gas supports sustainable clean cooking in Kenyan informal urban settlement during COVID-19 lockdown," Applied Energy, Elsevier, vol. 292(C).
    2. Chantal Iribagiza & Taylor Sharpe & Jeremy Coyle & Pie Nkubito & Ricardo Piedrahita & Michael Johnson & Evan A. Thomas, 2021. "Evaluating the Effects of Access to Air Quality Data on Household Air Pollution and Exposure—An Interrupted Time Series Experimental Study in Rwanda," Sustainability, MDPI, vol. 13(20), pages 1-15, October.
    3. Laura M. Grajeda & Lisa M. Thompson & William Arriaga & Eduardo Canuz & Saad B. Omer & Michael Sage & Eduardo Azziz-Baumgartner & Joe P. Bryan & John P. McCracken, 2020. "Effectiveness of Gas and Chimney Biomass Stoves for Reducing Household Air Pollution Pregnancy Exposure in Guatemala: Sociodemographic Effect Modifiers," IJERPH, MDPI, vol. 17(21), pages 1-14, October.

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