{"id":{"repo_id":"uiuc","oai_identifier":"oai:www.ideals.illinois.edu:2142/121379"},"canonical_url":"https://search.dev.ndltd.org/etd/uiuc/oai:www.ideals.illinois.edu:2142/121379","repository":{"repo_id":"uiuc","name":"University of Illinois - Urbana-Champaign","base_url":"https://www.ideals.illinois.edu/oai-pmh"},"display":{"title":"Investigating the use of low-cost air quality sensors in individualizing asthma care plans for pediatric patients","abstract":"The student, Sankalp Kumar, accepted the attached license on 2023-07-21 at 12:30.","abstract_html":"The student, Sankalp Kumar, accepted the attached license on 2023-07-21 at 12:30.","abstract_has_math":false,"creators":["Kumar, Sankalp"],"institution":"University of Illinois at Urbana-Champaign","degree_name":"M.S.","degree_level":"Thesis","degree_discipline":"Environ Engr in Civil Engr","degree_department":null,"school":null,"contributors":["Verma, Vishal","Koloutsou-Vakakis, Sotiria"],"advisors":[],"committee_chairs":[],"committee_members":[],"year":2023,"date_issued":"2023-08","date_published":"2023-08","updated_at":"2026-07-22T22:24:57Z","subjects":["Air Quality","Asthma","Pediatric Patient","Iaq","Low-cost Sensors"],"languages":["en","eng"],"rights":["Copyright 2023 Sankalp Kumar"],"rights_urls":[],"identifier_entries":[]},"links":{"outbound_url":"https://hdl.handle.net/2142/121379","outbound_label":"Handle","outbound_source":"dc:identifier"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor","label":"Contributor","values":["Verma, Vishal","Koloutsou-Vakakis, Sotiria"]},{"key":"dc:creator","label":"Author","values":["Kumar, Sankalp"]}]},{"id":"academic_context","label":"Academic Context","entries":[{"key":"dc:date","label":"Dc Date","values":["2023-08","2023-07-21"]},{"key":"dc:type","label":"Dc Type","values":["text"]},{"key":"thesis:degree_discipline","label":"Discipline","values":["Environ Engr in Civil Engr"]},{"key":"thesis:degree_level","label":"Degree Level","values":["Thesis"]},{"key":"thesis:degree_name","label":"Degree Name","values":["M.S."]},{"key":"thesis:institution_name","label":"Thesis Institution Name","values":["University of Illinois at Urbana-Champaign"]}]},{"id":"subjects_keywords","label":"Subjects and Keywords","entries":[{"key":"dc:subject","label":"Dc Subject","values":["Air Quality","Asthma","Pediatric Patient","Iaq","Low-cost Sensors"]}]},{"id":"language_rights","label":"Language and Rights","entries":[{"key":"dc:language","label":"Dc Language","values":["en","eng"]},{"key":"dc:rights","label":"Dc Rights","values":["Copyright 2023 Sankalp Kumar"]}]},{"id":"identifiers","label":"Identifiers","entries":[{"key":"dc:identifier","label":"Identifier","values":["https://hdl.handle.net/2142/121379"]}]},{"id":"additional","label":"Additional Metadata","entries":[{"key":"dc:description","label":"Description","values":["The student, Sankalp Kumar, accepted the attached license on 2023-07-21 at 12:30.","The student, Sankalp Kumar, submitted this Thesis for approval on 2023-07-21 at 13:19.","This Thesis was approved for publication on 2023-07-21 at 14:04.","DSpace SAF Submission Ingestion Package generated from Vireo submission #19737 on 2023-12-04 at 17:18:53","Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2025-08-01","Air pollution poses a significant threat to human health, particularly to children with asthma. The current study investigates the integration of Low-Cost Sensors (LCS) to monitor indoor air quality (IAQ) and develop individualized care plans for pediatric asthma patients. The present study begins with a comprehensive review of the impact of air pollution on children's health and the mechanisms by which air pollutants contribute to the development and exacerbation of asthma. Despite a decrease in household air pollution, asthma remains a leading chronic childhood disease. Monitoring and controlling air pollutants are crucial to mitigate their impact on children's health, especially in vulnerable populations, such as low-income families and urban communities. The emergence of LCS provides an innovative approach for monitoring IAQ trends. However, concerns regarding the reliability of these sensors highlight the need for standardized protocols and performance evaluations. This study evaluates the performance of selected LCS in laboratory and home environments. The LCS are tested for accuracy, precision, and ease of use against reference monitors for parameters such as PM2.5, temperature, and relative humidity. The results show variations in the performance of different LCS, with some sensors demonstrating better correlation and accuracy than others. Based on the evaluation results, a pilot study is conducted to assess the feasibility of integrating LCS in individualized asthma care plans for pediatric patients. The pilot study involves the deployment of LCS in the homes of four low-income pediatric asthma patients. The IAQ data collected from LCS, along with caregiver-provided information, helps identify prominent sources of indoor air pollution and potential mitigation strategies. The study highlights the impact of household activities, such as cooking and cleaning, on IAQ and emphasizes the importance of ventilation in reducing pollutant concentrations. Despite challenges in sensor deployment and operational difficulties, the pilot study demonstrates the potential of LCS to provide valuable information for developing individualized care plans. The data collected can assist medical caregivers in understanding IAQ trends and implementing targeted interventions to improve air quality and asthma control for pediatric patients. The study concludes with recommendations for the use of LCS in clinical practice and the need for social programs to support low-cost IAQ mitigation measures for low-income households."]},{"key":"dc:format","label":"Dc Format","values":["application/pdf"]},{"key":"dc:title","label":"Title","values":["Investigating the use of low-cost air quality sensors in individualizing asthma care plans for pediatric patients"]}]}],"canonical_facts":{"dc:contributor":["Verma, Vishal","Koloutsou-Vakakis, Sotiria"],"dc:creator":["Kumar, Sankalp"],"dc:date":["2023-08","2023-07-21"],"dc:description":["The student, Sankalp Kumar, accepted the attached license on 2023-07-21 at 12:30.","The student, Sankalp Kumar, submitted this Thesis for approval on 2023-07-21 at 13:19.","This Thesis was approved for publication on 2023-07-21 at 14:04.","DSpace SAF Submission Ingestion Package generated from Vireo submission #19737 on 2023-12-04 at 17:18:53","Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2025-08-01","Air pollution poses a significant threat to human health, particularly to children with asthma. The current study investigates the integration of Low-Cost Sensors (LCS) to monitor indoor air quality (IAQ) and develop individualized care plans for pediatric asthma patients. The present study begins with a comprehensive review of the impact of air pollution on children's health and the mechanisms by which air pollutants contribute to the development and exacerbation of asthma. Despite a decrease in household air pollution, asthma remains a leading chronic childhood disease. Monitoring and controlling air pollutants are crucial to mitigate their impact on children's health, especially in vulnerable populations, such as low-income families and urban communities. The emergence of LCS provides an innovative approach for monitoring IAQ trends. However, concerns regarding the reliability of these sensors highlight the need for standardized protocols and performance evaluations. This study evaluates the performance of selected LCS in laboratory and home environments. The LCS are tested for accuracy, precision, and ease of use against reference monitors for parameters such as PM2.5, temperature, and relative humidity. The results show variations in the performance of different LCS, with some sensors demonstrating better correlation and accuracy than others. Based on the evaluation results, a pilot study is conducted to assess the feasibility of integrating LCS in individualized asthma care plans for pediatric patients. The pilot study involves the deployment of LCS in the homes of four low-income pediatric asthma patients. The IAQ data collected from LCS, along with caregiver-provided information, helps identify prominent sources of indoor air pollution and potential mitigation strategies. The study highlights the impact of household activities, such as cooking and cleaning, on IAQ and emphasizes the importance of ventilation in reducing pollutant concentrations. Despite challenges in sensor deployment and operational difficulties, the pilot study demonstrates the potential of LCS to provide valuable information for developing individualized care plans. The data collected can assist medical caregivers in understanding IAQ trends and implementing targeted interventions to improve air quality and asthma control for pediatric patients. The study concludes with recommendations for the use of LCS in clinical practice and the need for social programs to support low-cost IAQ mitigation measures for low-income households."],"dc:format":["application/pdf"],"dc:identifier":["https://hdl.handle.net/2142/121379"],"dc:language":["en","eng"],"dc:rights":["Copyright 2023 Sankalp Kumar"],"dc:subject":["Air Quality","Asthma","Pediatric Patient","Iaq","Low-cost Sensors"],"dc:title":["Investigating the use of low-cost air quality sensors in individualizing asthma care plans for pediatric patients"],"dc:type":["text"],"thesis:degree_discipline":["Environ Engr in Civil Engr"],"thesis:degree_level":["Thesis"],"thesis:degree_name":["M.S."],"thesis:institution_name":["University of Illinois at Urbana-Champaign"]},"updated_at":"2026-07-22T22:24:57Z"}